diff --git a/ci/scripts/github/build_wheel.sh b/ci/scripts/github/build_wheel.sh
index 3ac1ab2ebc..3bb7e5a453 100755
--- a/ci/scripts/github/build_wheel.sh
+++ b/ci/scripts/github/build_wheel.sh
@@ -113,13 +113,17 @@ for whl in "${MOVED_WHEELS[@]}"; do
                 exit ${IMPORT_TEST_RESULT}
             fi
 
-            REPORTED_VERSION=$(nat --version 2>&1)
-            NAT_CMD_EXIT_CODE=$?
-
-            if [[ ${NAT_CMD_EXIT_CODE} -ne 0 ]]; then
-                rapids-logger "Error 'nat --version' command failed exit code ${NAT_CMD_EXIT_CODE} from wheel ${whl} with Python ${pyver}"
-                echo "${REPORTED_VERSION}"
-                exit ${NAT_CMD_EXIT_CODE}
+            if command -v nat >/dev/null 2>&1; then
+                REPORTED_VERSION=$(nat --version 2>&1)
+                NAT_CMD_EXIT_CODE=$?
+
+                if [[ ${NAT_CMD_EXIT_CODE} -ne 0 ]]; then
+                    rapids-logger "Error 'nat --version' command failed exit code ${NAT_CMD_EXIT_CODE} from wheel ${whl} with Python ${pyver}"
+                    echo "${REPORTED_VERSION}"
+                    exit ${NAT_CMD_EXIT_CODE}
+                fi
+            else
+                rapids-logger "Skipping nat CLI test; 'nat' command not installed by wheel ${whl}"
             fi
         else
             rapids-logger "Skipping nat CLI test for nvidia_nat_app (framework-agnostic package); verifying nat_app import"
diff --git a/docs/source/extend/custom-components/custom-evaluator.md b/docs/source/extend/custom-components/custom-evaluator.md
index e132763731..88b72e352e 100644
--- a/docs/source/extend/custom-components/custom-evaluator.md
+++ b/docs/source/extend/custom-components/custom-evaluator.md
@@ -154,6 +154,9 @@ You can also author a custom evaluator that only implements ATIF-native scoring
 When using `AtifBaseEvaluator`, implement `evaluate_atif_item` and reuse the built-in concurrent `evaluate_atif_fn`.
 This is useful when your scoring logic consumes canonical ATIF trajectories directly.
 
+This example uses evaluator registration (`@register_evaluator`) and therefore requires full runtime dependencies (`nvidia-nat-eval[full]`).
+Base `nvidia-nat-eval` is sufficient for standalone ATIF harness usage without workflow or plugin registration.
+
 The following example registers a minimal ATIF-only cosine-similarity evaluator:
 `examples/evaluation_and_profiling/simple_web_query_eval/src/nat_simple_web_query_eval/atif_only_evaluator_register.py`:
 ```python
@@ -165,8 +168,8 @@ from pydantic import Field
 from nat.builder.builder import EvalBuilder
 from nat.builder.evaluator import EvaluatorInfo
 from nat.cli.register_workflow import register_evaluator
-from nat.data_models.evaluator import EvalOutputItem
 from nat.data_models.evaluator import EvaluatorBaseConfig
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 from nat.plugins.eval.evaluator.atif_base_evaluator import AtifBaseEvaluator
 from nat.plugins.eval.evaluator.atif_evaluator import AtifEvalSample
 
diff --git a/docs/source/get-started/installation.md b/docs/source/get-started/installation.md
index 4c7f27be41..1bfa8a0887 100644
--- a/docs/source/get-started/installation.md
+++ b/docs/source/get-started/installation.md
@@ -38,7 +38,8 @@ To install these first-party plugin libraries, you can use the full distribution
 - `nvidia-nat[agno]` or `nvidia-nat-agno` - [Agno](https://agno.com/)
 - `nvidia-nat[crewai]` or `nvidia-nat-crewai` - [CrewAI](https://www.crewai.com/) Conflicts with `nvidia-nat[openpipe-art]`.
 - `nvidia-nat[data-flywheel]` or `nvidia-nat-data-flywheel` - [NeMo DataFlywheel](https://github.com/NVIDIA-AI-Blueprints/data-flywheel)
-- `nvidia-nat[eval]` or `nvidia-nat-eval` - Evaluation orchestration package
+- `nvidia-nat[eval]` or `nvidia-nat-eval[full]` - Full evaluation runtime dependencies for config-driven `nat eval` workflows
+- `nvidia-nat-eval` - Evaluation package for ATIF-native and standalone custom evaluator workflows
 - `nvidia-nat[langchain]` or `nvidia-nat-langchain` - [LangChain](https://www.langchain.com/), [LangGraph](https://www.langchain.com/langgraph)
 - `nvidia-nat[llama-index]` or `nvidia-nat-llama-index` - [LlamaIndex](https://www.llamaindex.ai/)
 - `nvidia-nat[mcp]` or `nvidia-nat-mcp` - [Model Context Protocol (MCP)](https://modelcontextprotocol.io/)
diff --git a/docs/source/improve-workflows/evaluate.md b/docs/source/improve-workflows/evaluate.md
index 37d3743f2b..d695d813cf 100644
--- a/docs/source/improve-workflows/evaluate.md
+++ b/docs/source/improve-workflows/evaluate.md
@@ -23,7 +23,12 @@ NeMo Agent Toolkit provides a set of evaluators to run and evaluate workflows. I
 
 ## Prerequisites
 
-In addition to the base `nvidia-nat` package, you need to install the evaluation package to use `nat eval`. Install the evaluation extra package with one of the following commands, depending on whether you installed the NeMo Agent Toolkit from source or from a package.
+Choose the installation mode that matches your evaluation workflow:
+
+- Standalone ATIF evaluation (`EvaluationHarness` plus ATIF-native custom evaluators): install base `nvidia-nat-eval`.
+- Full `nat eval` runtime (workflow execution, dataset readers such as `csv`/`parquet`/`xls`, and config-driven evaluators): install `nvidia-nat[eval]`.
+
+For source installs:
 
 ::::{tab-set}
 :sync-group: install-tool
@@ -50,6 +55,12 @@ uv pip install "nvidia-nat-eval"
 ::::
 
 
+For package installs, use the NeMo Agent Toolkit `metapackage` to run `nat eval`:
+
+```bash
+uv pip install "nvidia-nat[eval]"
+```
+
 If you plan to run profiling via `nat eval` (for example, when `eval.general.profiler` is enabled), install the profiler package as well:
 
 ::::{tab-set}
diff --git a/docs/source/reference/cli.md b/docs/source/reference/cli.md
index c3df19b69d..1c8a66d4ae 100644
--- a/docs/source/reference/cli.md
+++ b/docs/source/reference/cli.md
@@ -555,7 +555,11 @@ nat serve --config_file=path/to/config --host 0.0.0.0 --port 8000
 The Swagger API docs will be available at: [http://localhost:8000/docs](http://localhost:8000/docs)
 
 ## Evaluation
-The `nat eval` command is provided by the `nvidia-nat-eval` package. Install evaluation support with `pip install "nvidia-nat[eval]"` or `pip install nvidia-nat-eval`.
+The `nat eval` command is provided by the `nvidia-nat-eval` package.
+
+For full config-driven `nat eval` runtime paths, install `uv pip install "nvidia-nat[eval]"`.
+
+For ATIF-native standalone custom-evaluator paths, install `uv pip install nvidia-nat-eval`.
 
 The `nat eval` command provides access a set of evaluators designed to assessing the accuracy of NeMo Agent Toolkit workflows as
 well as instrumenting their performance characteristics. Please reference
diff --git a/docs/source/resources/migration-guide.md b/docs/source/resources/migration-guide.md
index 87a9592999..64fb01e7a5 100644
--- a/docs/source/resources/migration-guide.md
+++ b/docs/source/resources/migration-guide.md
@@ -58,7 +58,7 @@ This is a breaking change:
 
 To migrate:
 - Install both packages when using these evaluators:
-  - `pip install nvidia-nat-eval nvidia-nat-langchain`
+  - `pip install "nvidia-nat-eval" nvidia-nat-langchain`
 - Install the RAGAS evaluator package when using `_type: ragas`:
   - `pip install nvidia-nat-ragas`
 - Install the profiler package when using performance evaluators or profiling workflows:
@@ -90,7 +90,8 @@ CLI command ownership is now aligned to package domains:
 
 To migrate:
 - Install command-specific packages as needed:
-  - `pip install nvidia-nat-eval`
+  - `pip install "nvidia-nat[eval]"`
+  - `pip install "nvidia-nat-eval[full]"`
   - `pip install nvidia-nat-profiler`
   - `pip install nvidia-nat-security`
 
diff --git a/docs/source/run-workflows/observe/observe-workflow-with-langsmith.md b/docs/source/run-workflows/observe/observe-workflow-with-langsmith.md
index e3375ada0c..3afb687f41 100644
--- a/docs/source/run-workflows/observe/observe-workflow-with-langsmith.md
+++ b/docs/source/run-workflows/observe/observe-workflow-with-langsmith.md
@@ -94,7 +94,7 @@ The `--override` flag accepts a dot-notation path into the YAML config hierarchy
 ## Structured Evaluation Experiments
 
 :::{note}
-The `nat eval` command is provided by the evaluation package. If the command is not available, install the eval extra first:
+The `nat eval` command is provided by the evaluation package. For full config-driven eval paths, install the full eval extra:
 
 ```bash
 uv pip install -e '.[eval]'
diff --git a/examples/A2A/currency_agent_a2a/uv.lock b/examples/A2A/currency_agent_a2a/uv.lock
index 97d44d0805..83d8f37c85 100644
--- a/examples/A2A/currency_agent_a2a/uv.lock
+++ b/examples/A2A/currency_agent_a2a/uv.lock
@@ -1566,6 +1566,8 @@ requires-dist = [
     { name = "nvidia-nat-agno", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_agno" },
     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "../../../packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -1580,8 +1582,8 @@ requires-dist = [
     { name = "nvidia-nat-crewai", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_crewai" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -1629,7 +1631,7 @@ requires-dist = [
     { name = "nvidia-nat-zep-cloud", marker = "extra == 'zep-cloud'", editable = "../../../packages/nvidia_nat_zep_cloud" },
     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "../../documentation_guides/workflows/text_file_ingest" },
 ]
-provides-extras = ["a2a", "adk", "agno", "app", "autogen", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -1675,6 +1677,16 @@ requires-dist = [
 ]
 provides-extras = ["test"]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -1693,6 +1705,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1736,6 +1749,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/examples/A2A/math_assistant_a2a/uv.lock b/examples/A2A/math_assistant_a2a/uv.lock
index 8480d389b3..4651816816 100644
--- a/examples/A2A/math_assistant_a2a/uv.lock
+++ b/examples/A2A/math_assistant_a2a/uv.lock
@@ -599,40 +599,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c3/be/d0d44e092656fe7a06b55e6103cbce807cdbdee17884a5367c68c9860853/dataclasses_json-0.6.7-py3-none-any.whl", hash = "sha256:0dbf33f26c8d5305befd61b39d2b3414e8a407bedc2834dea9b8d642666fb40a", size = 28686, upload-time = "2024-06-09T16:20:16.715Z" },
 ]
 
-[[package]]
-name = "datasets"
-version = "4.6.1"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "dill" },
-    { name = "filelock" },
-    { name = "fsspec", extra = ["http"] },
-    { name = "httpx" },
-    { name = "huggingface-hub" },
-    { name = "multiprocess" },
-    { name = "numpy" },
-    { name = "packaging" },
-    { name = "pandas" },
-    { name = "pyarrow" },
-    { name = "pyyaml" },
-    { name = "requests" },
-    { name = "tqdm" },
-    { name = "xxhash" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/d7/94/eb81c6fe32e9b6ef92223141b5a553aeff2e9456968424a8533cbe88f476/datasets-4.6.1.tar.gz", hash = "sha256:140ce500bc41939ff6ce995702d66b1f4b2ee7f117bb9b07512fab6804d4070a", size = 593865, upload-time = "2026-02-27T23:26:49.482Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/37/f0/99fe6eb530c7ee9ee1faee48059eb8a6437f80c893a496b98a78864e0fc6/datasets-4.6.1-py3-none-any.whl", hash = "sha256:f53228e6dadc9f837037b1bf3051d7d8c054abbb3eb29f1f022926e08090e0da", size = 520667, upload-time = "2026-02-27T23:26:46.855Z" },
-]
-
-[[package]]
-name = "dill"
-version = "0.4.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/12/80/630b4b88364e9a8c8c5797f4602d0f76ef820909ee32f0bacb9f90654042/dill-0.4.0.tar.gz", hash = "sha256:0633f1d2df477324f53a895b02c901fb961bdbf65a17122586ea7019292cbcf0", size = 186976, upload-time = "2025-04-16T00:41:48.867Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/50/3d/9373ad9c56321fdab5b41197068e1d8c25883b3fea29dd361f9b55116869/dill-0.4.0-py3-none-any.whl", hash = "sha256:44f54bf6412c2c8464c14e8243eb163690a9800dbe2c367330883b19c7561049", size = 119668, upload-time = "2025-04-16T00:41:47.671Z" },
-]
-
 [[package]]
 name = "distro"
 version = "1.9.0"
@@ -642,15 +608,6 @@ wheels = [
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 ]
 
-[[package]]
-name = "et-xmlfile"
-version = "2.0.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/d3/38/af70d7ab1ae9d4da450eeec1fa3918940a5fafb9055e934af8d6eb0c2313/et_xmlfile-2.0.0.tar.gz", hash = "sha256:dab3f4764309081ce75662649be815c4c9081e88f0837825f90fd28317d4da54", size = 17234, upload-time = "2024-10-25T17:25:40.039Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/c1/8b/5fe2cc11fee489817272089c4203e679c63b570a5aaeb18d852ae3cbba6a/et_xmlfile-2.0.0-py3-none-any.whl", hash = "sha256:7a91720bc756843502c3b7504c77b8fe44217c85c537d85037f0f536151b2caa", size = 18059, upload-time = "2024-10-25T17:25:39.051Z" },
-]
-
 [[package]]
 name = "expandvars"
 version = "1.1.2"
@@ -834,11 +791,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e6/ab/fb21f4c939bb440104cc2b396d3be1d9b7a9fd3c6c2a53d98c45b3d7c954/fsspec-2026.2.0-py3-none-any.whl", hash = "sha256:98de475b5cb3bd66bedd5c4679e87b4fdfe1a3bf4d707b151b3c07e58c9a2437", size = 202505, upload-time = "2026-02-05T21:50:51.819Z" },
 ]
 
-[package.optional-dependencies]
-http = [
-    { name = "aiohttp" },
-]
-
 [[package]]
 name = "google-api-core"
 version = "2.30.0"
@@ -1752,26 +1704,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/81/08/7036c080d7117f28a4af526d794aab6a84463126db031b007717c1a6676e/multidict-6.7.1-py3-none-any.whl", hash = "sha256:55d97cc6dae627efa6a6e548885712d4864b81110ac76fa4e534c03819fa4a56", size = 12319, upload-time = "2026-01-26T02:46:44.004Z" },
 ]
 
-[[package]]
-name = "multiprocess"
-version = "0.70.18"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
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-]
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     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
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-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
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 dev = [
@@ -2079,6 +2013,16 @@ requires-dist = [
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 provides-extras = ["test"]
 
+[[package]]
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+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
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+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -2097,6 +2041,7 @@ dependencies = [
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     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
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 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
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-    { name = "nvidia-nat-core" },
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index af12aa7d90..e214128533 100644
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 name = "mypy-extensions"
 version = "1.1.0"
@@ -1984,6 +1916,8 @@ requires-dist = [
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     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
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     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -1998,8 +1932,8 @@ requires-dist = [
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     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
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-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
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@@ -2047,7 +1981,7 @@ requires-dist = [
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -2093,6 +2027,16 @@ requires-dist = [
 ]
 provides-extras = ["test"]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -2111,6 +2055,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2154,6 +2099,7 @@ requires-dist = [
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     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
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     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -2187,20 +2133,21 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
-    { name = "datasets" },
-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
 ]
 
 [package.metadata]
 requires-dist = [
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-    { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../../packages/nvidia_nat_core" },
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     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
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@@ -1846,6 +1778,8 @@ requires-dist = [
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     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
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@@ -1860,8 +1794,8 @@ requires-dist = [
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-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -1939,6 +1873,16 @@ dev = [
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 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
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+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -1957,6 +1901,7 @@ dependencies = [
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     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
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     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
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 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
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-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
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+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
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     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
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+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
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index 805588d6c9..7ae524f133 100644
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+++ b/examples/HITL/simple_calculator_hitl/uv.lock
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-
 [[package]]
 name = "mypy-extensions"
 version = "1.1.0"
@@ -1872,6 +1804,8 @@ requires-dist = [
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     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "../../../packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -1886,8 +1820,8 @@ requires-dist = [
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     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
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     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -1935,7 +1869,7 @@ requires-dist = [
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -1965,6 +1899,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -1983,6 +1927,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2026,6 +1971,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
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     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -2059,20 +2005,21 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
-    { name = "datasets" },
-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
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@@ -2208,18 +2155,6 @@ wheels = [
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 name = "opentelemetry-api"
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 [[package]]
 name = "pycparser"
 version = "3.0"
diff --git a/examples/MCP/kaggle_mcp/uv.lock b/examples/MCP/kaggle_mcp/uv.lock
index d05b0f4565..a02530ae64 100644
--- a/examples/MCP/kaggle_mcp/uv.lock
+++ b/examples/MCP/kaggle_mcp/uv.lock
@@ -1479,6 +1479,8 @@ requires-dist = [
     { name = "nvidia-nat-agno", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_agno" },
     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "../../../packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -1493,8 +1495,8 @@ requires-dist = [
     { name = "nvidia-nat-crewai", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_crewai" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -1542,7 +1544,7 @@ requires-dist = [
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     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "../../documentation_guides/workflows/text_file_ingest" },
 ]
-provides-extras = ["a2a", "adk", "agno", "app", "autogen", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -1572,6 +1574,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -1590,6 +1602,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1633,6 +1646,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/examples/MCP/service_account_auth_mcp/uv.lock b/examples/MCP/service_account_auth_mcp/uv.lock
index 39e96e5b2d..c72f87c6cd 100644
--- a/examples/MCP/service_account_auth_mcp/uv.lock
+++ b/examples/MCP/service_account_auth_mcp/uv.lock
@@ -1479,6 +1479,8 @@ requires-dist = [
     { name = "nvidia-nat-agno", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_agno" },
     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "../../../packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -1493,8 +1495,8 @@ requires-dist = [
     { name = "nvidia-nat-crewai", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_crewai" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -1542,7 +1544,7 @@ requires-dist = [
     { name = "nvidia-nat-zep-cloud", marker = "extra == 'zep-cloud'", editable = "../../../packages/nvidia_nat_zep_cloud" },
     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "../../documentation_guides/workflows/text_file_ingest" },
 ]
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -1572,6 +1574,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -1590,6 +1602,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1633,6 +1646,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
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diff --git a/examples/MCP/simple_auth_mcp/uv.lock b/examples/MCP/simple_auth_mcp/uv.lock
index ed63ec07a3..51dbd1f6ba 100644
--- a/examples/MCP/simple_auth_mcp/uv.lock
+++ b/examples/MCP/simple_auth_mcp/uv.lock
@@ -1479,6 +1479,8 @@ requires-dist = [
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     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
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@@ -1493,8 +1495,8 @@ requires-dist = [
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     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
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     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -1542,7 +1544,7 @@ requires-dist = [
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -1572,6 +1574,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -1590,6 +1602,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1633,6 +1646,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
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     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/examples/MCP/simple_calculator_fastmcp/uv.lock b/examples/MCP/simple_calculator_fastmcp/uv.lock
index 00f24b869c..e786e87f29 100644
--- a/examples/MCP/simple_calculator_fastmcp/uv.lock
+++ b/examples/MCP/simple_calculator_fastmcp/uv.lock
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 [[package]]
 name = "mypy-extensions"
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@@ -2160,6 +2092,8 @@ requires-dist = [
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     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
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     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -2174,8 +2108,8 @@ requires-dist = [
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-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
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@@ -2223,7 +2157,7 @@ requires-dist = [
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
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@@ -2253,6 +2187,16 @@ dev = [
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 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -2271,6 +2215,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2314,6 +2259,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -2347,20 +2293,21 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
-    { name = "datasets" },
-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
 [[package]]
 name = "nvidia-nat-fastmcp"
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-
 [[package]]
 name = "opentelemetry-api"
 version = "1.39.1"
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index 4f1d332fb3..0d41e3e15f 100644
--- a/examples/MCP/simple_calculator_fastmcp_protected/uv.lock
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     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
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@@ -2157,8 +2091,8 @@ requires-dist = [
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-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -2236,6 +2170,16 @@ dev = [
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 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -2254,6 +2198,7 @@ dependencies = [
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     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2297,6 +2242,7 @@ requires-dist = [
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     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
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@@ -2330,20 +2276,21 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
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-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
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+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
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     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
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index d5c1f418ec..fd804af332 100644
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 name = "mypy-extensions"
 version = "1.1.0"
@@ -1914,6 +1846,8 @@ requires-dist = [
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     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "../../../packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -1928,8 +1862,8 @@ requires-dist = [
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     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -1977,7 +1911,7 @@ requires-dist = [
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     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "../../documentation_guides/workflows/text_file_ingest" },
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -2007,6 +1941,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -2025,6 +1969,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2068,6 +2013,7 @@ requires-dist = [
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     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
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 dependencies = [
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-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
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+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
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@@ -1897,6 +1829,8 @@ requires-dist = [
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     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
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@@ -1911,8 +1845,8 @@ requires-dist = [
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-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
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@@ -1960,7 +1894,7 @@ requires-dist = [
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -1990,6 +1924,16 @@ dev = [
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 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -2008,6 +1952,7 @@ dependencies = [
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     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2051,6 +1996,7 @@ requires-dist = [
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     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
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@@ -2084,20 +2030,21 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
-    { name = "datasets" },
-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
 ]
 
 [package.metadata]
 requires-dist = [
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+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../../packages/nvidia_nat_core" },
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     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
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@@ -1975,6 +1907,8 @@ requires-dist = [
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     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
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@@ -1989,8 +1923,8 @@ requires-dist = [
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-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
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@@ -2038,7 +1972,7 @@ requires-dist = [
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -2068,6 +2002,16 @@ dev = [
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 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -2086,6 +2030,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2129,6 +2074,7 @@ requires-dist = [
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     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
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     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -2162,20 +2108,21 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
-    { name = "datasets" },
-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
 [[package]]
 name = "nvidia-nat-langchain"
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 ]
 
-[[package]]
-name = "openpyxl"
-version = "3.1.5"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
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-
 [[package]]
 name = "opentelemetry-api"
 version = "1.39.1"
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-
 [[package]]
 name = "pycparser"
 version = "3.0"
diff --git a/examples/advanced_agents/alert_triage_agent/src/nat_alert_triage_agent/classification_evaluator.py b/examples/advanced_agents/alert_triage_agent/src/nat_alert_triage_agent/classification_evaluator.py
index 61d9adf9cb..34992b54d6 100644
--- a/examples/advanced_agents/alert_triage_agent/src/nat_alert_triage_agent/classification_evaluator.py
+++ b/examples/advanced_agents/alert_triage_agent/src/nat_alert_triage_agent/classification_evaluator.py
@@ -19,8 +19,8 @@
 from nat.builder.evaluator import EvaluatorInfo
 from nat.cli.register_workflow import register_evaluator
 from nat.data_models.evaluator import EvalInputItem
-from nat.data_models.evaluator import EvalOutputItem
 from nat.data_models.evaluator import EvaluatorBaseConfig
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 from nat.plugins.eval.evaluator.base_evaluator import BaseEvaluator
 
 logger = logging.getLogger(__name__)
diff --git a/examples/advanced_agents/alert_triage_agent/uv.lock b/examples/advanced_agents/alert_triage_agent/uv.lock
index 2537a76ee6..7570584b8a 100644
--- a/examples/advanced_agents/alert_triage_agent/uv.lock
+++ b/examples/advanced_agents/alert_triage_agent/uv.lock
@@ -2119,7 +2119,7 @@ dependencies = [
 
 [package.optional-dependencies]
 eval = [
-    { name = "nvidia-nat-eval" },
+    { name = "nvidia-nat-eval", extra = ["full"] },
 ]
 langchain = [
     { name = "nvidia-nat-langchain" },
@@ -2191,6 +2191,8 @@ requires-dist = [
     { name = "nvidia-nat-agno", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_agno" },
     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "../../../packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -2205,8 +2207,8 @@ requires-dist = [
     { name = "nvidia-nat-crewai", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_crewai" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -2254,7 +2256,7 @@ requires-dist = [
     { name = "nvidia-nat-zep-cloud", marker = "extra == 'zep-cloud'", editable = "../../../packages/nvidia_nat_zep_cloud" },
     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "../../documentation_guides/workflows/text_file_ingest" },
 ]
-provides-extras = ["a2a", "adk", "agno", "app", "autogen", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -2284,6 +2286,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -2302,6 +2314,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2345,6 +2358,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -2378,6 +2392,11 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
+    { name = "nvidia-nat-atif" },
+]
+
+[package.optional-dependencies]
+full = [
     { name = "datasets" },
     { name = "nvidia-nat-core" },
     { name = "openpyxl" },
@@ -2385,13 +2404,16 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
 [[package]]
 name = "nvidia-nat-langchain"
diff --git a/examples/agents/uv.lock b/examples/agents/uv.lock
index bc413376ec..5a60eedb45 100644
--- a/examples/agents/uv.lock
+++ b/examples/agents/uv.lock
@@ -2551,7 +2551,7 @@ dependencies = [
 
 [package.optional-dependencies]
 eval = [
-    { name = "nvidia-nat-eval" },
+    { name = "nvidia-nat-eval", extra = ["full"] },
 ]
 langchain = [
     { name = "nvidia-nat-langchain" },
@@ -2626,6 +2626,8 @@ requires-dist = [
     { name = "nvidia-nat-agno", marker = "extra == 'most'", editable = "../../packages/nvidia_nat_agno" },
     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "../../packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../packages/nvidia_nat_config_optimizer" },
@@ -2640,8 +2642,8 @@ requires-dist = [
     { name = "nvidia-nat-crewai", marker = "extra == 'most'", editable = "../../packages/nvidia_nat_crewai" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'most'", editable = "../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../packages/nvidia_nat_langchain" },
@@ -2689,7 +2691,7 @@ requires-dist = [
     { name = "nvidia-nat-zep-cloud", marker = "extra == 'zep-cloud'", editable = "../../packages/nvidia_nat_zep_cloud" },
     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "../documentation_guides/workflows/text_file_ingest" },
 ]
-provides-extras = ["a2a", "adk", "agno", "app", "autogen", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -2719,6 +2721,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../packages/nvidia_nat_core" }
@@ -2737,6 +2749,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2780,6 +2793,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -2813,6 +2827,11 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../packages/nvidia_nat_eval" }
 dependencies = [
+    { name = "nvidia-nat-atif" },
+]
+
+[package.optional-dependencies]
+full = [
     { name = "datasets" },
     { name = "nvidia-nat-core" },
     { name = "openpyxl" },
@@ -2820,13 +2839,16 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
 [[package]]
 name = "nvidia-nat-langchain"
diff --git a/examples/control_flow/hybrid_control_flow/uv.lock b/examples/control_flow/hybrid_control_flow/uv.lock
index 32f1a054f5..8f7c9e4fc8 100644
--- a/examples/control_flow/hybrid_control_flow/uv.lock
+++ b/examples/control_flow/hybrid_control_flow/uv.lock
@@ -567,40 +567,6 @@ wheels = [
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 ]
 
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-    { name = "httpx" },
-    { name = "huggingface-hub" },
-    { name = "multiprocess" },
-    { name = "numpy" },
-    { name = "packaging" },
-    { name = "pandas" },
-    { name = "pyarrow" },
-    { name = "pyyaml" },
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 [[package]]
 name = "distro"
 version = "1.9.0"
@@ -610,15 +576,6 @@ wheels = [
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 ]
 
-[[package]]
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-version = "2.0.0"
-source = { registry = "https://pypi.org/simple" }
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-
 [[package]]
 name = "expandvars"
 version = "1.1.2"
@@ -802,11 +759,6 @@ wheels = [
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 ]
 
-[package.optional-dependencies]
-http = [
-    { name = "aiohttp" },
-]
-
 [[package]]
 name = "googleapis-common-protos"
 version = "1.72.0"
@@ -1650,26 +1602,6 @@ wheels = [
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-
 [[package]]
 name = "mypy-extensions"
 version = "1.1.0"
@@ -1872,6 +1804,8 @@ requires-dist = [
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     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "../../../packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
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     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -1886,8 +1820,8 @@ requires-dist = [
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-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
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     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -1935,7 +1869,7 @@ requires-dist = [
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     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "../../documentation_guides/workflows/text_file_ingest" },
 ]
-provides-extras = ["a2a", "adk", "agno", "app", "autogen", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -1965,6 +1899,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -1983,6 +1927,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2026,6 +1971,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -2059,20 +2005,21 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
-    { name = "datasets" },
-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
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 name = "nvidia-nat-langchain"
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 version = "1.39.1"
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diff --git a/examples/control_flow/parallel_executor/uv.lock b/examples/control_flow/parallel_executor/uv.lock
index 934bf7d2e3..ca5844a984 100644
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@@ -1846,6 +1778,8 @@ requires-dist = [
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     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
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@@ -1860,8 +1794,8 @@ requires-dist = [
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-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
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@@ -1909,7 +1843,7 @@ requires-dist = [
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -1939,6 +1873,16 @@ dev = [
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 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
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+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -1957,6 +1901,7 @@ dependencies = [
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     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2000,6 +1945,7 @@ requires-dist = [
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 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
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-    { name = "nvidia-nat-core" },
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-provides-extras = ["a2a", "adk", "agno", "app", "autogen", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -1939,6 +1873,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -1957,6 +1901,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2000,6 +1945,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -2033,20 +1979,21 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
-    { name = "datasets" },
-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
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 version = "1.39.1"
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index 549b562abf..e63cf2ee7d 100644
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@@ -1846,6 +1778,8 @@ requires-dist = [
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     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
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@@ -1860,8 +1794,8 @@ requires-dist = [
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-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
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@@ -1909,7 +1843,7 @@ requires-dist = [
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -1939,6 +1873,16 @@ dev = [
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 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
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+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -1957,6 +1901,7 @@ dependencies = [
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     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2000,6 +1945,7 @@ requires-dist = [
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+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
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@@ -2033,20 +1979,21 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
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 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
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-    { name = "nvidia-nat-core" },
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+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
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+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -2004,6 +1938,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -2022,6 +1966,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2065,6 +2010,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -2098,20 +2044,21 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
-    { name = "datasets" },
-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
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index d999dd30b1..ae5d55533c 100644
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     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
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@@ -2082,8 +2016,8 @@ requires-dist = [
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-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
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@@ -2131,7 +2065,7 @@ requires-dist = [
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -2161,6 +2095,16 @@ dev = [
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 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
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+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -2179,6 +2123,7 @@ dependencies = [
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     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
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     { name = "pandas" },
@@ -2222,6 +2167,7 @@ requires-dist = [
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+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
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 dependencies = [
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-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
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     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../packages/nvidia_nat_langchain" },
@@ -2859,7 +2793,7 @@ requires-dist = [
     { name = "nvidia-nat-zep-cloud", marker = "extra == 'zep-cloud'", editable = "../../packages/nvidia_nat_zep_cloud" },
     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "workflows/text_file_ingest" },
 ]
-provides-extras = ["a2a", "adk", "agno", "app", "autogen", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -2889,6 +2823,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../packages/nvidia_nat_core" }
@@ -2907,6 +2851,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2950,6 +2895,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -2983,20 +2929,21 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../packages/nvidia_nat_eval" }
 dependencies = [
-    { name = "datasets" },
-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
 [[package]]
 name = "nvidia-nat-langchain"
@@ -3147,6 +3094,7 @@ requires-dist = [
     { name = "fickling", specifier = ">=0.1.7,<1.0.0" },
     { name = "nvidia-nat-core", editable = "../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../packages/nvidia_nat_core" },
+    { name = "nvidia-nat-eval", marker = "extra == 'test'", editable = "../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../packages/nvidia_nat_test" },
     { name = "presidio-analyzer", specifier = "~=2.2" },
     { name = "presidio-anonymizer", specifier = "~=2.2" },
@@ -3462,18 +3410,6 @@ wheels = [
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-source = { registry = "https://pypi.org/simple" }
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 version = "1.39.1"
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diff --git a/examples/documentation_guides/workflows/text_file_ingest/uv.lock b/examples/documentation_guides/workflows/text_file_ingest/uv.lock
index f9e39f2573..53bedf922b 100644
--- a/examples/documentation_guides/workflows/text_file_ingest/uv.lock
+++ b/examples/documentation_guides/workflows/text_file_ingest/uv.lock
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@@ -1836,6 +1768,8 @@ requires-dist = [
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     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../../packages/nvidia_nat_atif" },
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@@ -1850,8 +1784,8 @@ requires-dist = [
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-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../../packages/nvidia_nat_eval" },
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@@ -1899,7 +1833,7 @@ requires-dist = [
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -1929,6 +1863,16 @@ dev = [
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 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../../packages/nvidia_nat_core" }
@@ -1947,6 +1891,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1990,6 +1935,7 @@ requires-dist = [
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     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../../packages/nvidia_nat_atif" },
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@@ -2023,20 +1969,21 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../../packages/nvidia_nat_eval" }
 dependencies = [
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-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
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+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../../packages/nvidia_nat_atif" },
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     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../../packages/nvidia_nat_test" },
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+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
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+    { url = "https://files.pythonhosted.org/packages/7f/74/d2c27e03cb84251dfe7249b8e82923643c6d48fa4883b9476b025e7dc7eb/multiprocess-0.70.19-py313-none-any.whl", hash = "sha256:8d5eb4ec5017ba2fab4e34a747c6d2c2b6fecfe9e7236e77988db91580ada952", size = 156414, upload-time = "2026-01-19T06:47:35.915Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/82/69e539c4c2027f1e1697e09aaa2449243085a0edf81ae2c6341e84d769b6/multiprocess-0.70.19-py39-none-any.whl", hash = "sha256:0d4b4397ed669d371c81dcd1ef33fd384a44d6c3de1bd0ca7ac06d837720d3c5", size = 133477, upload-time = "2026-01-19T06:47:38.619Z" },
 ]
 
 [[package]]
@@ -1782,7 +1781,7 @@ dependencies = [
 
 [package.optional-dependencies]
 eval = [
-    { name = "nvidia-nat-eval" },
+    { name = "nvidia-nat-eval", extra = ["full"] },
 ]
 langchain = [
     { name = "nvidia-nat-langchain" },
@@ -1848,6 +1847,8 @@ requires-dist = [
     { name = "nvidia-nat-agno", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_agno" },
     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "../../../packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -1862,8 +1863,8 @@ requires-dist = [
     { name = "nvidia-nat-crewai", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_crewai" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -1911,7 +1912,7 @@ requires-dist = [
     { name = "nvidia-nat-zep-cloud", marker = "extra == 'zep-cloud'", editable = "../../../packages/nvidia_nat_zep_cloud" },
     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "../../documentation_guides/workflows/text_file_ingest" },
 ]
-provides-extras = ["a2a", "adk", "agno", "app", "autogen", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -1941,6 +1942,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -1959,6 +1970,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2002,6 +2014,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -2035,6 +2048,11 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
+    { name = "nvidia-nat-atif" },
+]
+
+[package.optional-dependencies]
+full = [
     { name = "datasets" },
     { name = "nvidia-nat-core" },
     { name = "openpyxl" },
@@ -2042,13 +2060,16 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
 [[package]]
 name = "nvidia-nat-langchain"
diff --git a/examples/dynamo_integration/react_benchmark_agent/src/react_benchmark_agent/evaluators/action_completion_evaluator.py b/examples/dynamo_integration/react_benchmark_agent/src/react_benchmark_agent/evaluators/action_completion_evaluator.py
index 45c41a2f74..1f36dfa45e 100644
--- a/examples/dynamo_integration/react_benchmark_agent/src/react_benchmark_agent/evaluators/action_completion_evaluator.py
+++ b/examples/dynamo_integration/react_benchmark_agent/src/react_benchmark_agent/evaluators/action_completion_evaluator.py
@@ -30,9 +30,9 @@
 from nat.data_models.component_ref import LLMRef
 from nat.data_models.evaluator import EvalInput
 from nat.data_models.evaluator import EvalInputItem
-from nat.data_models.evaluator import EvalOutput
-from nat.data_models.evaluator import EvalOutputItem
 from nat.data_models.evaluator import EvaluatorBaseConfig
+from nat.plugins.eval.data_models.evaluator_io import EvalOutput
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 
 logger = logging.getLogger(__name__)
 
diff --git a/examples/dynamo_integration/react_benchmark_agent/src/react_benchmark_agent/evaluators/tsq_evaluator.py b/examples/dynamo_integration/react_benchmark_agent/src/react_benchmark_agent/evaluators/tsq_evaluator.py
index 0ee3d9b262..44f747a060 100644
--- a/examples/dynamo_integration/react_benchmark_agent/src/react_benchmark_agent/evaluators/tsq_evaluator.py
+++ b/examples/dynamo_integration/react_benchmark_agent/src/react_benchmark_agent/evaluators/tsq_evaluator.py
@@ -33,9 +33,9 @@
 from nat.data_models.component_ref import LLMRef
 from nat.data_models.evaluator import EvalInput
 from nat.data_models.evaluator import EvalInputItem
-from nat.data_models.evaluator import EvalOutput
-from nat.data_models.evaluator import EvalOutputItem
 from nat.data_models.evaluator import EvaluatorBaseConfig
+from nat.plugins.eval.data_models.evaluator_io import EvalOutput
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 
 logger = logging.getLogger(__name__)
 
diff --git a/examples/dynamo_integration/react_benchmark_agent/uv.lock b/examples/dynamo_integration/react_benchmark_agent/uv.lock
index e282e69be8..9754276ca1 100644
--- a/examples/dynamo_integration/react_benchmark_agent/uv.lock
+++ b/examples/dynamo_integration/react_benchmark_agent/uv.lock
@@ -638,7 +638,7 @@ wheels = [
 
 [[package]]
 name = "datasets"
-version = "4.5.0"
+version = "4.8.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "dill" },
@@ -656,18 +656,18 @@ dependencies = [
     { name = "tqdm" },
     { name = "xxhash" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/55/bf/bb927bde63d649296c83e883171ae77074717c1b80fe2868b328bd0dbcbb/datasets-4.5.0.tar.gz", hash = "sha256:00c698ce1c2452e646cc5fad47fef39d3fe78dd650a8a6eb205bb45eb63cd500", size = 588384, upload-time = "2026-01-14T18:27:54.297Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/22/22/73e46ac7a8c25e7ef0b3bd6f10da3465021d90219a32eb0b4d2afea4c56e/datasets-4.8.4.tar.gz", hash = "sha256:a1429ed853275ce7943a01c6d2e25475b4501eb758934362106a280470df3a52", size = 604382, upload-time = "2026-03-23T14:21:17.987Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/b0/e5/247d094108e42ac26363ab8dc57f168840cf7c05774b40ffeb0d78868fcc/datasets-4.8.4-py3-none-any.whl", hash = "sha256:cdc8bee4698e549d78bf1fed6aea2eebc760b22b084f07e6fc020c6577a6ce6d", size = 526991, upload-time = "2026-03-23T14:21:15.89Z" },
 ]
 
 [[package]]
 name = "dill"
-version = "0.4.0"
+version = "0.4.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/12/80/630b4b88364e9a8c8c5797f4602d0f76ef820909ee32f0bacb9f90654042/dill-0.4.0.tar.gz", hash = "sha256:0633f1d2df477324f53a895b02c901fb961bdbf65a17122586ea7019292cbcf0", size = 186976, upload-time = "2025-04-16T00:41:48.867Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/81/e1/56027a71e31b02ddc53c7d65b01e68edf64dea2932122fe7746a516f75d5/dill-0.4.1.tar.gz", hash = "sha256:423092df4182177d4d8ba8290c8a5b640c66ab35ec7da59ccfa00f6fa3eea5fa", size = 187315, upload-time = "2026-01-19T02:36:56.85Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/1e/77/dc8c558f7593132cf8fefec57c4f60c83b16941c574ac5f619abb3ae7933/dill-0.4.1-py3-none-any.whl", hash = "sha256:1e1ce33e978ae97fcfcff5638477032b801c46c7c65cf717f95fbc2248f79a9d", size = 120019, upload-time = "2026-01-19T02:36:55.663Z" },
 ]
 
 [[package]]
@@ -1893,22 +1893,21 @@ wheels = [
 
 [[package]]
 name = "multiprocess"
-version = "0.70.18"
+version = "0.70.19"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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 ]
-sdist = { url = "https://files.pythonhosted.org/packages/72/fd/2ae3826f5be24c6ed87266bc4e59c46ea5b059a103f3d7e7eb76a52aeecb/multiprocess-0.70.18.tar.gz", hash = "sha256:f9597128e6b3e67b23956da07cf3d2e5cba79e2f4e0fba8d7903636663ec6d0d", size = 1798503, upload-time = "2025-04-17T03:11:27.742Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/a2/f2/e783ac7f2aeeed14e9e12801f22529cc7e6b7ab80928d6dcce4e9f00922d/multiprocess-0.70.19.tar.gz", hash = "sha256:952021e0e6c55a4a9fe4cd787895b86e239a40e76802a789d6305398d3975897", size = 2079989, upload-time = "2026-01-19T06:47:39.744Z" }
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+    { url = "https://files.pythonhosted.org/packages/7f/74/d2c27e03cb84251dfe7249b8e82923643c6d48fa4883b9476b025e7dc7eb/multiprocess-0.70.19-py313-none-any.whl", hash = "sha256:8d5eb4ec5017ba2fab4e34a747c6d2c2b6fecfe9e7236e77988db91580ada952", size = 156414, upload-time = "2026-01-19T06:47:35.915Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/82/69e539c4c2027f1e1697e09aaa2449243085a0edf81ae2c6341e84d769b6/multiprocess-0.70.19-py39-none-any.whl", hash = "sha256:0d4b4397ed669d371c81dcd1ef33fd384a44d6c3de1bd0ca7ac06d837720d3c5", size = 133477, upload-time = "2026-01-19T06:47:38.619Z" },
 ]
 
 [[package]]
@@ -2024,7 +2023,7 @@ dependencies = [
 
 [package.optional-dependencies]
 eval = [
-    { name = "nvidia-nat-eval" },
+    { name = "nvidia-nat-eval", extra = ["full"] },
 ]
 langchain = [
     { name = "nvidia-nat-langchain" },
@@ -2093,6 +2092,8 @@ requires-dist = [
     { name = "nvidia-nat-agno", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_agno" },
     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "../../../packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -2107,8 +2108,8 @@ requires-dist = [
     { name = "nvidia-nat-crewai", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_crewai" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -2156,7 +2157,7 @@ requires-dist = [
     { name = "nvidia-nat-zep-cloud", marker = "extra == 'zep-cloud'", editable = "../../../packages/nvidia_nat_zep_cloud" },
     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "../../documentation_guides/workflows/text_file_ingest" },
 ]
-provides-extras = ["a2a", "adk", "agno", "app", "autogen", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -2186,6 +2187,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -2204,6 +2215,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2247,6 +2259,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -2280,6 +2293,11 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
+    { name = "nvidia-nat-atif" },
+]
+
+[package.optional-dependencies]
+full = [
     { name = "datasets" },
     { name = "nvidia-nat-core" },
     { name = "openpyxl" },
@@ -2287,13 +2305,16 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
 [[package]]
 name = "nvidia-nat-langchain"
diff --git a/examples/evaluation_and_profiling/email_phishing_analyzer/uv.lock b/examples/evaluation_and_profiling/email_phishing_analyzer/uv.lock
index 983c86ae4d..b2fe3f7d6e 100644
--- a/examples/evaluation_and_profiling/email_phishing_analyzer/uv.lock
+++ b/examples/evaluation_and_profiling/email_phishing_analyzer/uv.lock
@@ -2110,7 +2110,7 @@ dependencies = [
 
 [package.optional-dependencies]
 eval = [
-    { name = "nvidia-nat-eval" },
+    { name = "nvidia-nat-eval", extra = ["full"] },
 ]
 langchain = [
     { name = "nvidia-nat-langchain" },
@@ -2185,6 +2185,8 @@ requires-dist = [
     { name = "nvidia-nat-agno", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_agno" },
     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "../../../packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -2199,8 +2201,8 @@ requires-dist = [
     { name = "nvidia-nat-crewai", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_crewai" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -2248,7 +2250,7 @@ requires-dist = [
     { name = "nvidia-nat-zep-cloud", marker = "extra == 'zep-cloud'", editable = "../../../packages/nvidia_nat_zep_cloud" },
     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "../../documentation_guides/workflows/text_file_ingest" },
 ]
-provides-extras = ["a2a", "adk", "agno", "app", "autogen", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -2278,6 +2280,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -2296,6 +2308,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2339,6 +2352,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -2372,6 +2386,11 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
+    { name = "nvidia-nat-atif" },
+]
+
+[package.optional-dependencies]
+full = [
     { name = "datasets" },
     { name = "nvidia-nat-core" },
     { name = "openpyxl" },
@@ -2379,13 +2398,16 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
 [[package]]
 name = "nvidia-nat-langchain"
diff --git a/examples/evaluation_and_profiling/simple_calculator_eval/uv.lock b/examples/evaluation_and_profiling/simple_calculator_eval/uv.lock
index 48939f00ef..92c389de80 100644
--- a/examples/evaluation_and_profiling/simple_calculator_eval/uv.lock
+++ b/examples/evaluation_and_profiling/simple_calculator_eval/uv.lock
@@ -657,7 +657,7 @@ wheels = [
 
 [[package]]
 name = "datasets"
-version = "4.5.0"
+version = "4.8.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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@@ -675,18 +675,18 @@ dependencies = [
     { name = "tqdm" },
     { name = "xxhash" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/22/22/73e46ac7a8c25e7ef0b3bd6f10da3465021d90219a32eb0b4d2afea4c56e/datasets-4.8.4.tar.gz", hash = "sha256:a1429ed853275ce7943a01c6d2e25475b4501eb758934362106a280470df3a52", size = 604382, upload-time = "2026-03-23T14:21:17.987Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/b0/e5/247d094108e42ac26363ab8dc57f168840cf7c05774b40ffeb0d78868fcc/datasets-4.8.4-py3-none-any.whl", hash = "sha256:cdc8bee4698e549d78bf1fed6aea2eebc760b22b084f07e6fc020c6577a6ce6d", size = 526991, upload-time = "2026-03-23T14:21:15.89Z" },
 ]
 
 [[package]]
 name = "dill"
-version = "0.4.0"
+version = "0.4.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/12/80/630b4b88364e9a8c8c5797f4602d0f76ef820909ee32f0bacb9f90654042/dill-0.4.0.tar.gz", hash = "sha256:0633f1d2df477324f53a895b02c901fb961bdbf65a17122586ea7019292cbcf0", size = 186976, upload-time = "2025-04-16T00:41:48.867Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/81/e1/56027a71e31b02ddc53c7d65b01e68edf64dea2932122fe7746a516f75d5/dill-0.4.1.tar.gz", hash = "sha256:423092df4182177d4d8ba8290c8a5b640c66ab35ec7da59ccfa00f6fa3eea5fa", size = 187315, upload-time = "2026-01-19T02:36:56.85Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/1e/77/dc8c558f7593132cf8fefec57c4f60c83b16941c574ac5f619abb3ae7933/dill-0.4.1-py3-none-any.whl", hash = "sha256:1e1ce33e978ae97fcfcff5638477032b801c46c7c65cf717f95fbc2248f79a9d", size = 120019, upload-time = "2026-01-19T02:36:55.663Z" },
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 [[package]]
@@ -1924,22 +1924,21 @@ wheels = [
 
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+sdist = { url = "https://files.pythonhosted.org/packages/a2/f2/e783ac7f2aeeed14e9e12801f22529cc7e6b7ab80928d6dcce4e9f00922d/multiprocess-0.70.19.tar.gz", hash = "sha256:952021e0e6c55a4a9fe4cd787895b86e239a40e76802a789d6305398d3975897", size = 2079989, upload-time = "2026-01-19T06:47:39.744Z" }
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 ]
 
 [[package]]
@@ -2069,7 +2068,7 @@ dependencies = [
 
 [package.optional-dependencies]
 eval = [
-    { name = "nvidia-nat-eval" },
+    { name = "nvidia-nat-eval", extra = ["full"] },
 ]
 langchain = [
     { name = "nvidia-nat-langchain" },
@@ -2141,6 +2140,8 @@ requires-dist = [
     { name = "nvidia-nat-agno", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_agno" },
     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "../../../packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -2155,8 +2156,8 @@ requires-dist = [
     { name = "nvidia-nat-crewai", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_crewai" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -2204,7 +2205,7 @@ requires-dist = [
     { name = "nvidia-nat-zep-cloud", marker = "extra == 'zep-cloud'", editable = "../../../packages/nvidia_nat_zep_cloud" },
     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "../../documentation_guides/workflows/text_file_ingest" },
 ]
-provides-extras = ["a2a", "adk", "agno", "app", "autogen", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -2234,6 +2235,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -2252,6 +2263,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2295,6 +2307,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -2328,6 +2341,11 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
+    { name = "nvidia-nat-atif" },
+]
+
+[package.optional-dependencies]
+full = [
     { name = "datasets" },
     { name = "nvidia-nat-core" },
     { name = "openpyxl" },
@@ -2335,13 +2353,16 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
 [[package]]
 name = "nvidia-nat-langchain"
diff --git a/examples/evaluation_and_profiling/simple_web_query_eval/src/nat_simple_web_query_eval/atif_only_evaluator_register.py b/examples/evaluation_and_profiling/simple_web_query_eval/src/nat_simple_web_query_eval/atif_only_evaluator_register.py
index feed4ae73f..fd785bad53 100644
--- a/examples/evaluation_and_profiling/simple_web_query_eval/src/nat_simple_web_query_eval/atif_only_evaluator_register.py
+++ b/examples/evaluation_and_profiling/simple_web_query_eval/src/nat_simple_web_query_eval/atif_only_evaluator_register.py
@@ -22,8 +22,8 @@
 from nat.builder.builder import EvalBuilder
 from nat.builder.evaluator import EvaluatorInfo
 from nat.cli.register_workflow import register_evaluator
-from nat.data_models.evaluator import EvalOutputItem
 from nat.data_models.evaluator import EvaluatorBaseConfig
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 from nat.plugins.eval.evaluator.atif_base_evaluator import AtifBaseEvaluator
 from nat.plugins.eval.evaluator.atif_evaluator import AtifEvalSample
 
diff --git a/examples/evaluation_and_profiling/simple_web_query_eval/tests/test_atif_only_evaluator_register.py b/examples/evaluation_and_profiling/simple_web_query_eval/tests/test_atif_only_evaluator_register.py
index d5ac9bf033..2ef7aa948c 100644
--- a/examples/evaluation_and_profiling/simple_web_query_eval/tests/test_atif_only_evaluator_register.py
+++ b/examples/evaluation_and_profiling/simple_web_query_eval/tests/test_atif_only_evaluator_register.py
@@ -15,8 +15,8 @@
 
 from unittest.mock import MagicMock
 
-from nat.data_models.atif import ATIFAgentConfig
-from nat.data_models.atif import ATIFTrajectory
+from nat.atif import ATIFAgentConfig
+from nat.atif import ATIFTrajectory
 from nat.plugins.eval.evaluator.atif_evaluator import AtifEvalSample
 from nat_simple_web_query_eval.atif_only_evaluator_register import AtifCosineSimilarityEvaluator
 from nat_simple_web_query_eval.atif_only_evaluator_register import AtifCosineSimilarityEvaluatorConfig
diff --git a/examples/evaluation_and_profiling/simple_web_query_eval/uv.lock b/examples/evaluation_and_profiling/simple_web_query_eval/uv.lock
index 63db6b66d8..0a838ca8a7 100644
--- a/examples/evaluation_and_profiling/simple_web_query_eval/uv.lock
+++ b/examples/evaluation_and_profiling/simple_web_query_eval/uv.lock
@@ -3001,7 +3001,7 @@ dependencies = [
 
 [package.optional-dependencies]
 eval = [
-    { name = "nvidia-nat-eval" },
+    { name = "nvidia-nat-eval", extra = ["full"] },
 ]
 langchain = [
     { name = "nvidia-nat-langchain" },
@@ -3085,6 +3085,8 @@ requires-dist = [
     { name = "nvidia-nat-agno", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_agno" },
     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "../../../packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -3099,8 +3101,8 @@ requires-dist = [
     { name = "nvidia-nat-crewai", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_crewai" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -3148,7 +3150,7 @@ requires-dist = [
     { name = "nvidia-nat-zep-cloud", marker = "extra == 'zep-cloud'", editable = "../../../packages/nvidia_nat_zep_cloud" },
     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "../../documentation_guides/workflows/text_file_ingest" },
 ]
-provides-extras = ["a2a", "adk", "agno", "app", "autogen", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -3178,6 +3180,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -3196,6 +3208,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -3239,6 +3252,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -3272,6 +3286,11 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
+    { name = "nvidia-nat-atif" },
+]
+
+[package.optional-dependencies]
+full = [
     { name = "datasets" },
     { name = "nvidia-nat-core" },
     { name = "openpyxl" },
@@ -3279,13 +3298,16 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
 [[package]]
 name = "nvidia-nat-langchain"
@@ -3476,6 +3498,7 @@ requires-dist = [
     { name = "fickling", specifier = ">=0.1.7,<1.0.0" },
     { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_core" },
+    { name = "nvidia-nat-eval", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
     { name = "presidio-analyzer", specifier = "~=2.2" },
     { name = "presidio-anonymizer", specifier = "~=2.2" },
diff --git a/examples/finetuning/dpo_tic_tac_toe/src/dpo_tic_tac_toe/evaluator.py b/examples/finetuning/dpo_tic_tac_toe/src/dpo_tic_tac_toe/evaluator.py
index b8829e96e9..bb2406b84f 100644
--- a/examples/finetuning/dpo_tic_tac_toe/src/dpo_tic_tac_toe/evaluator.py
+++ b/examples/finetuning/dpo_tic_tac_toe/src/dpo_tic_tac_toe/evaluator.py
@@ -22,7 +22,7 @@
 from typing import override
 
 from nat.data_models.evaluator import EvalInputItem
-from nat.data_models.evaluator import EvalOutputItem
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 from nat.plugins.eval.evaluator.base_evaluator import BaseEvaluator
 
 
diff --git a/examples/finetuning/dpo_tic_tac_toe/uv.lock b/examples/finetuning/dpo_tic_tac_toe/uv.lock
index 31eb3c9b10..46e6fc9a66 100644
--- a/examples/finetuning/dpo_tic_tac_toe/uv.lock
+++ b/examples/finetuning/dpo_tic_tac_toe/uv.lock
@@ -569,7 +569,7 @@ wheels = [
 
 [[package]]
 name = "datasets"
-version = "4.5.0"
+version = "4.8.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "dill" },
@@ -587,18 +587,18 @@ dependencies = [
     { name = "tqdm" },
     { name = "xxhash" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/22/22/73e46ac7a8c25e7ef0b3bd6f10da3465021d90219a32eb0b4d2afea4c56e/datasets-4.8.4.tar.gz", hash = "sha256:a1429ed853275ce7943a01c6d2e25475b4501eb758934362106a280470df3a52", size = 604382, upload-time = "2026-03-23T14:21:17.987Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/b0/e5/247d094108e42ac26363ab8dc57f168840cf7c05774b40ffeb0d78868fcc/datasets-4.8.4-py3-none-any.whl", hash = "sha256:cdc8bee4698e549d78bf1fed6aea2eebc760b22b084f07e6fc020c6577a6ce6d", size = 526991, upload-time = "2026-03-23T14:21:15.89Z" },
 ]
 
 [[package]]
 name = "dill"
-version = "0.4.0"
+version = "0.4.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/12/80/630b4b88364e9a8c8c5797f4602d0f76ef820909ee32f0bacb9f90654042/dill-0.4.0.tar.gz", hash = "sha256:0633f1d2df477324f53a895b02c901fb961bdbf65a17122586ea7019292cbcf0", size = 186976, upload-time = "2025-04-16T00:41:48.867Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/81/e1/56027a71e31b02ddc53c7d65b01e68edf64dea2932122fe7746a516f75d5/dill-0.4.1.tar.gz", hash = "sha256:423092df4182177d4d8ba8290c8a5b640c66ab35ec7da59ccfa00f6fa3eea5fa", size = 187315, upload-time = "2026-01-19T02:36:56.85Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/1e/77/dc8c558f7593132cf8fefec57c4f60c83b16941c574ac5f619abb3ae7933/dill-0.4.1-py3-none-any.whl", hash = "sha256:1e1ce33e978ae97fcfcff5638477032b801c46c7c65cf717f95fbc2248f79a9d", size = 120019, upload-time = "2026-01-19T02:36:55.663Z" },
 ]
 
 [[package]]
@@ -1652,22 +1652,21 @@ wheels = [
 
 [[package]]
 name = "multiprocess"
-version = "0.70.18"
+version = "0.70.19"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "dill" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/a2/f2/e783ac7f2aeeed14e9e12801f22529cc7e6b7ab80928d6dcce4e9f00922d/multiprocess-0.70.19.tar.gz", hash = "sha256:952021e0e6c55a4a9fe4cd787895b86e239a40e76802a789d6305398d3975897", size = 2079989, upload-time = "2026-01-19T06:47:39.744Z" }
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 ]
 
 [[package]]
@@ -1787,7 +1786,7 @@ dependencies = [
 
 [package.optional-dependencies]
 eval = [
-    { name = "nvidia-nat-eval" },
+    { name = "nvidia-nat-eval", extra = ["full"] },
 ]
 langchain = [
     { name = "nvidia-nat-langchain" },
@@ -1853,6 +1852,8 @@ requires-dist = [
     { name = "nvidia-nat-agno", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_agno" },
     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "../../../packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -1867,8 +1868,8 @@ requires-dist = [
     { name = "nvidia-nat-crewai", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_crewai" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -1916,7 +1917,7 @@ requires-dist = [
     { name = "nvidia-nat-zep-cloud", marker = "extra == 'zep-cloud'", editable = "../../../packages/nvidia_nat_zep_cloud" },
     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "../../documentation_guides/workflows/text_file_ingest" },
 ]
-provides-extras = ["a2a", "adk", "agno", "app", "autogen", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -1946,6 +1947,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -1964,6 +1975,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2007,6 +2019,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -2040,6 +2053,11 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
+    { name = "nvidia-nat-atif" },
+]
+
+[package.optional-dependencies]
+full = [
     { name = "datasets" },
     { name = "nvidia-nat-core" },
     { name = "openpyxl" },
@@ -2047,13 +2065,16 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
 [[package]]
 name = "nvidia-nat-langchain"
diff --git a/examples/finetuning/rl_with_openpipe_art/src/rl_with_openpipe_art/accuracy_evaluator.py b/examples/finetuning/rl_with_openpipe_art/src/rl_with_openpipe_art/accuracy_evaluator.py
index 7b049f5abb..422a7a97b3 100644
--- a/examples/finetuning/rl_with_openpipe_art/src/rl_with_openpipe_art/accuracy_evaluator.py
+++ b/examples/finetuning/rl_with_openpipe_art/src/rl_with_openpipe_art/accuracy_evaluator.py
@@ -18,8 +18,8 @@
 import numpy as np
 
 from nat.data_models.evaluator import EvalInputItem
-from nat.data_models.evaluator import EvalOutputItem
 from nat.data_models.intermediate_step import IntermediateStepType
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 from nat.plugins.eval.evaluator.base_evaluator import BaseEvaluator
 
 
diff --git a/examples/finetuning/rl_with_openpipe_art/uv.lock b/examples/finetuning/rl_with_openpipe_art/uv.lock
index f40984804e..d93062f0db 100644
--- a/examples/finetuning/rl_with_openpipe_art/uv.lock
+++ b/examples/finetuning/rl_with_openpipe_art/uv.lock
@@ -680,7 +680,7 @@ wheels = [
 
 [[package]]
 name = "datasets"
-version = "4.5.0"
+version = "4.8.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "dill" },
@@ -698,18 +698,18 @@ dependencies = [
     { name = "tqdm" },
     { name = "xxhash" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/55/bf/bb927bde63d649296c83e883171ae77074717c1b80fe2868b328bd0dbcbb/datasets-4.5.0.tar.gz", hash = "sha256:00c698ce1c2452e646cc5fad47fef39d3fe78dd650a8a6eb205bb45eb63cd500", size = 588384, upload-time = "2026-01-14T18:27:54.297Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/22/22/73e46ac7a8c25e7ef0b3bd6f10da3465021d90219a32eb0b4d2afea4c56e/datasets-4.8.4.tar.gz", hash = "sha256:a1429ed853275ce7943a01c6d2e25475b4501eb758934362106a280470df3a52", size = 604382, upload-time = "2026-03-23T14:21:17.987Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/fc/d5/0d563ea3c205eee226dc8053cf7682a8ac588db8acecd0eda2b587987a0b/datasets-4.5.0-py3-none-any.whl", hash = "sha256:b5d7e08096ffa407dd69e58b1c0271c9b2506140839b8d99af07375ad31b6726", size = 515196, upload-time = "2026-01-14T18:27:52.419Z" },
+    { url = "https://files.pythonhosted.org/packages/b0/e5/247d094108e42ac26363ab8dc57f168840cf7c05774b40ffeb0d78868fcc/datasets-4.8.4-py3-none-any.whl", hash = "sha256:cdc8bee4698e549d78bf1fed6aea2eebc760b22b084f07e6fc020c6577a6ce6d", size = 526991, upload-time = "2026-03-23T14:21:15.89Z" },
 ]
 
 [[package]]
 name = "dill"
-version = "0.4.0"
+version = "0.4.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/12/80/630b4b88364e9a8c8c5797f4602d0f76ef820909ee32f0bacb9f90654042/dill-0.4.0.tar.gz", hash = "sha256:0633f1d2df477324f53a895b02c901fb961bdbf65a17122586ea7019292cbcf0", size = 186976, upload-time = "2025-04-16T00:41:48.867Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/81/e1/56027a71e31b02ddc53c7d65b01e68edf64dea2932122fe7746a516f75d5/dill-0.4.1.tar.gz", hash = "sha256:423092df4182177d4d8ba8290c8a5b640c66ab35ec7da59ccfa00f6fa3eea5fa", size = 187315, upload-time = "2026-01-19T02:36:56.85Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/1e/77/dc8c558f7593132cf8fefec57c4f60c83b16941c574ac5f619abb3ae7933/dill-0.4.1-py3-none-any.whl", hash = "sha256:1e1ce33e978ae97fcfcff5638477032b801c46c7c65cf717f95fbc2248f79a9d", size = 120019, upload-time = "2026-01-19T02:36:55.663Z" },
 ]
 
 [[package]]
@@ -1971,22 +1971,21 @@ wheels = [
 
 [[package]]
 name = "multiprocess"
-version = "0.70.18"
+version = "0.70.19"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "dill" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/72/fd/2ae3826f5be24c6ed87266bc4e59c46ea5b059a103f3d7e7eb76a52aeecb/multiprocess-0.70.18.tar.gz", hash = "sha256:f9597128e6b3e67b23956da07cf3d2e5cba79e2f4e0fba8d7903636663ec6d0d", size = 1798503, upload-time = "2025-04-17T03:11:27.742Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/a2/f2/e783ac7f2aeeed14e9e12801f22529cc7e6b7ab80928d6dcce4e9f00922d/multiprocess-0.70.19.tar.gz", hash = "sha256:952021e0e6c55a4a9fe4cd787895b86e239a40e76802a789d6305398d3975897", size = 2079989, upload-time = "2026-01-19T06:47:39.744Z" }
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 ]
 
 [[package]]
@@ -2102,7 +2101,7 @@ dependencies = [
 
 [package.optional-dependencies]
 eval = [
-    { name = "nvidia-nat-eval" },
+    { name = "nvidia-nat-eval", extra = ["full"] },
 ]
 langchain = [
     { name = "nvidia-nat-langchain" },
@@ -2171,6 +2170,8 @@ requires-dist = [
     { name = "nvidia-nat-agno", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_agno" },
     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "../../../packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -2185,8 +2186,8 @@ requires-dist = [
     { name = "nvidia-nat-crewai", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_crewai" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -2234,7 +2235,7 @@ requires-dist = [
     { name = "nvidia-nat-zep-cloud", marker = "extra == 'zep-cloud'", editable = "../../../packages/nvidia_nat_zep_cloud" },
     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "../../documentation_guides/workflows/text_file_ingest" },
 ]
-provides-extras = ["a2a", "adk", "agno", "app", "autogen", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -2264,6 +2265,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -2282,6 +2293,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2325,6 +2337,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -2358,6 +2371,11 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
+    { name = "nvidia-nat-atif" },
+]
+
+[package.optional-dependencies]
+full = [
     { name = "datasets" },
     { name = "nvidia-nat-core" },
     { name = "openpyxl" },
@@ -2365,13 +2383,16 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
 [[package]]
 name = "nvidia-nat-langchain"
@@ -2424,6 +2445,7 @@ source = { editable = "../../../packages/nvidia_nat_openpipe_art" }
 dependencies = [
     { name = "matplotlib" },
     { name = "nvidia-nat-core" },
+    { name = "nvidia-nat-eval" },
     { name = "openpipe-art" },
 ]
 
@@ -2431,6 +2453,7 @@ dependencies = [
 requires-dist = [
     { name = "matplotlib", specifier = "~=3.9" },
     { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
+    { name = "nvidia-nat-eval", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
     { name = "openpipe-art", specifier = "==0.5.4" },
 ]
diff --git a/examples/frameworks/adk_demo/uv.lock b/examples/frameworks/adk_demo/uv.lock
index 956b4c8012..8849937ee6 100644
--- a/examples/frameworks/adk_demo/uv.lock
+++ b/examples/frameworks/adk_demo/uv.lock
@@ -2515,6 +2515,8 @@ requires-dist = [
     { name = "nvidia-nat-agno", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_agno" },
     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "../../../packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -2529,8 +2531,8 @@ requires-dist = [
     { name = "nvidia-nat-crewai", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_crewai" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -2578,7 +2580,7 @@ requires-dist = [
     { name = "nvidia-nat-zep-cloud", marker = "extra == 'zep-cloud'", editable = "../../../packages/nvidia_nat_zep_cloud" },
     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "../../documentation_guides/workflows/text_file_ingest" },
 ]
-provides-extras = ["a2a", "adk", "agno", "app", "autogen", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -2626,6 +2628,16 @@ requires-dist = [
 ]
 provides-extras = ["test"]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -2644,6 +2656,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2687,6 +2700,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/examples/frameworks/agno_personal_finance/uv.lock b/examples/frameworks/agno_personal_finance/uv.lock
index 50fb9beb24..bdf46ef235 100644
--- a/examples/frameworks/agno_personal_finance/uv.lock
+++ b/examples/frameworks/agno_personal_finance/uv.lock
@@ -1658,6 +1658,8 @@ requires-dist = [
     { name = "nvidia-nat-agno", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_agno" },
     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "../../../packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -1672,8 +1674,8 @@ requires-dist = [
     { name = "nvidia-nat-crewai", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_crewai" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -1721,7 +1723,7 @@ requires-dist = [
     { name = "nvidia-nat-zep-cloud", marker = "extra == 'zep-cloud'", editable = "../../../packages/nvidia_nat_zep_cloud" },
     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "../../documentation_guides/workflows/text_file_ingest" },
 ]
-provides-extras = ["a2a", "adk", "agno", "app", "autogen", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -1773,6 +1775,16 @@ requires-dist = [
 ]
 provides-extras = ["test"]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -1791,6 +1803,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1834,6 +1847,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/examples/frameworks/haystack_deep_research_agent/uv.lock b/examples/frameworks/haystack_deep_research_agent/uv.lock
index ea99ce6dd0..dcd8ab6034 100644
--- a/examples/frameworks/haystack_deep_research_agent/uv.lock
+++ b/examples/frameworks/haystack_deep_research_agent/uv.lock
@@ -1782,6 +1782,8 @@ requires-dist = [
     { name = "nvidia-nat-agno", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_agno" },
     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "../../../packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -1796,8 +1798,8 @@ requires-dist = [
     { name = "nvidia-nat-crewai", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_crewai" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -1845,7 +1847,7 @@ requires-dist = [
     { name = "nvidia-nat-zep-cloud", marker = "extra == 'zep-cloud'", editable = "../../../packages/nvidia_nat_zep_cloud" },
     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "../../documentation_guides/workflows/text_file_ingest" },
 ]
-provides-extras = ["a2a", "adk", "agno", "app", "autogen", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -1875,6 +1877,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -1893,6 +1905,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1936,6 +1949,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/examples/frameworks/multi_frameworks/uv.lock b/examples/frameworks/multi_frameworks/uv.lock
index 99927b8b38..792e673e56 100644
--- a/examples/frameworks/multi_frameworks/uv.lock
+++ b/examples/frameworks/multi_frameworks/uv.lock
@@ -672,31 +672,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c3/be/d0d44e092656fe7a06b55e6103cbce807cdbdee17884a5367c68c9860853/dataclasses_json-0.6.7-py3-none-any.whl", hash = "sha256:0dbf33f26c8d5305befd61b39d2b3414e8a407bedc2834dea9b8d642666fb40a", size = 28686, upload-time = "2024-06-09T16:20:16.715Z" },
 ]
 
-[[package]]
-name = "datasets"
-version = "4.6.1"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "dill" },
-    { name = "filelock" },
-    { name = "fsspec", extra = ["http"] },
-    { name = "httpx" },
-    { name = "huggingface-hub" },
-    { name = "multiprocess" },
-    { name = "numpy" },
-    { name = "packaging" },
-    { name = "pandas" },
-    { name = "pyarrow" },
-    { name = "pyyaml" },
-    { name = "requests" },
-    { name = "tqdm" },
-    { name = "xxhash" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/d7/94/eb81c6fe32e9b6ef92223141b5a553aeff2e9456968424a8533cbe88f476/datasets-4.6.1.tar.gz", hash = "sha256:140ce500bc41939ff6ce995702d66b1f4b2ee7f117bb9b07512fab6804d4070a", size = 593865, upload-time = "2026-02-27T23:26:49.482Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/37/f0/99fe6eb530c7ee9ee1faee48059eb8a6437f80c893a496b98a78864e0fc6/datasets-4.6.1-py3-none-any.whl", hash = "sha256:f53228e6dadc9f837037b1bf3051d7d8c054abbb3eb29f1f022926e08090e0da", size = 520667, upload-time = "2026-02-27T23:26:46.855Z" },
-]
-
 [[package]]
 name = "defusedxml"
 version = "0.7.1"
@@ -718,15 +693,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/6e/c6/ac0b6c1e2d138f1002bcf799d330bd6d85084fece321e662a14223794041/Deprecated-1.2.18-py2.py3-none-any.whl", hash = "sha256:bd5011788200372a32418f888e326a09ff80d0214bd961147cfed01b5c018eec", size = 9998, upload-time = "2025-01-27T10:46:09.186Z" },
 ]
 
-[[package]]
-name = "dill"
-version = "0.4.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/12/80/630b4b88364e9a8c8c5797f4602d0f76ef820909ee32f0bacb9f90654042/dill-0.4.0.tar.gz", hash = "sha256:0633f1d2df477324f53a895b02c901fb961bdbf65a17122586ea7019292cbcf0", size = 186976, upload-time = "2025-04-16T00:41:48.867Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/50/3d/9373ad9c56321fdab5b41197068e1d8c25883b3fea29dd361f9b55116869/dill-0.4.0-py3-none-any.whl", hash = "sha256:44f54bf6412c2c8464c14e8243eb163690a9800dbe2c367330883b19c7561049", size = 119668, upload-time = "2025-04-16T00:41:47.671Z" },
-]
-
 [[package]]
 name = "dirtyjson"
 version = "1.0.8"
@@ -754,15 +720,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/55/e2/2537ebcff11c1ee1ff17d8d0b6f4db75873e3b0fb32c2d4a2ee31ecb310a/docstring_parser-0.17.0-py3-none-any.whl", hash = "sha256:cf2569abd23dce8099b300f9b4fa8191e9582dda731fd533daf54c4551658708", size = 36896, upload-time = "2025-07-21T07:35:00.684Z" },
 ]
 
-[[package]]
-name = "et-xmlfile"
-version = "2.0.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/d3/38/af70d7ab1ae9d4da450eeec1fa3918940a5fafb9055e934af8d6eb0c2313/et_xmlfile-2.0.0.tar.gz", hash = "sha256:dab3f4764309081ce75662649be815c4c9081e88f0837825f90fd28317d4da54", size = 17234, upload-time = "2024-10-25T17:25:40.039Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/c1/8b/5fe2cc11fee489817272089c4203e679c63b570a5aaeb18d852ae3cbba6a/et_xmlfile-2.0.0-py3-none-any.whl", hash = "sha256:7a91720bc756843502c3b7504c77b8fe44217c85c537d85037f0f536151b2caa", size = 18059, upload-time = "2024-10-25T17:25:39.051Z" },
-]
-
 [[package]]
 name = "expandvars"
 version = "1.1.2"
@@ -958,11 +915,6 @@ wheels = [
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 ]
 
-[package.optional-dependencies]
-http = [
-    { name = "aiohttp" },
-]
-
 [[package]]
 name = "google-auth"
 version = "2.48.0"
@@ -2277,26 +2229,6 @@ wheels = [
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 ]
 
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-name = "multiprocess"
-version = "0.70.18"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
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     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
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-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
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 [package.metadata.requires-dev]
 dev = [
@@ -2619,6 +2553,16 @@ dev = [
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 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
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+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -2637,6 +2581,7 @@ dependencies = [
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     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
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     { name = "pandas" },
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 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
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-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
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index d2154d7377..3422b051f1 100644
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+++ b/examples/frameworks/nat_autogen_demo/uv.lock
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 [[package]]
@@ -1654,7 +1653,7 @@ autogen = [
     { name = "nvidia-nat-autogen" },
 ]
 eval = [
-    { name = "nvidia-nat-eval" },
+    { name = "nvidia-nat-eval", extra = ["full"] },
 ]
 mcp = [
     { name = "nvidia-nat-mcp" },
@@ -1720,6 +1719,8 @@ requires-dist = [
     { name = "nvidia-nat-agno", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_agno" },
     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "../../../packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -1734,8 +1735,8 @@ requires-dist = [
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     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -1783,7 +1784,7 @@ requires-dist = [
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     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "../../documentation_guides/workflows/text_file_ingest" },
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -1813,6 +1814,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-autogen"
 source = { editable = "../../../packages/nvidia_nat_autogen" }
@@ -1851,6 +1862,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1894,6 +1906,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -1927,6 +1940,11 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
+    { name = "nvidia-nat-atif" },
+]
+
+[package.optional-dependencies]
+full = [
     { name = "datasets" },
     { name = "nvidia-nat-core" },
     { name = "openpyxl" },
@@ -1934,13 +1952,16 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
 [[package]]
 name = "nvidia-nat-mcp"
diff --git a/examples/frameworks/semantic_kernel_demo/uv.lock b/examples/frameworks/semantic_kernel_demo/uv.lock
index f550da39c3..3a8edb7574 100644
--- a/examples/frameworks/semantic_kernel_demo/uv.lock
+++ b/examples/frameworks/semantic_kernel_demo/uv.lock
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-    { name = "pandas" },
-    { name = "pyarrow" },
-    { name = "pyyaml" },
-    { name = "requests" },
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 version = "1.9.0"
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 name = "expandvars"
 version = "1.1.2"
@@ -1003,11 +960,6 @@ wheels = [
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-[package.optional-dependencies]
-http = [
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 [[package]]
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 version = "1.8.0"
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-]
-
 [[package]]
 name = "mypy-extensions"
 version = "1.1.0"
@@ -2246,6 +2178,8 @@ requires-dist = [
     { name = "nvidia-nat-agno", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_agno" },
     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "../../../packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -2260,8 +2194,8 @@ requires-dist = [
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     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -2309,7 +2243,7 @@ requires-dist = [
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -2339,6 +2273,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -2357,6 +2301,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2400,6 +2345,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
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     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -2433,20 +2379,21 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
-    { name = "datasets" },
-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
 [[package]]
 name = "nvidia-nat-langchain"
@@ -2666,18 +2613,6 @@ wheels = [
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 version = "0.9.13"
diff --git a/examples/frameworks/strands_demo/uv.lock b/examples/frameworks/strands_demo/uv.lock
index cb9564b707..5ffd7e59e2 100644
--- a/examples/frameworks/strands_demo/uv.lock
+++ b/examples/frameworks/strands_demo/uv.lock
@@ -650,7 +650,7 @@ wheels = [
 
 [[package]]
 name = "datasets"
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+version = "4.8.4"
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@@ -668,9 +668,9 @@ dependencies = [
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 [[package]]
@@ -2092,7 +2092,7 @@ dependencies = [
 
 [package.optional-dependencies]
 eval = [
-    { name = "nvidia-nat-eval" },
+    { name = "nvidia-nat-eval", extra = ["full"] },
 ]
 langchain = [
     { name = "nvidia-nat-langchain" },
@@ -2164,6 +2164,8 @@ requires-dist = [
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     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "../../../packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -2178,8 +2180,8 @@ requires-dist = [
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     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
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     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -2227,7 +2229,7 @@ requires-dist = [
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     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "../../documentation_guides/workflows/text_file_ingest" },
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -2257,6 +2259,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -2275,6 +2287,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2318,6 +2331,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -2351,6 +2365,11 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
+    { name = "nvidia-nat-atif" },
+]
+
+[package.optional-dependencies]
+full = [
     { name = "datasets" },
     { name = "nvidia-nat-core" },
     { name = "openpyxl" },
@@ -2358,13 +2377,16 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
 [[package]]
 name = "nvidia-nat-langchain"
diff --git a/examples/front_ends/per_user_workflow/uv.lock b/examples/front_ends/per_user_workflow/uv.lock
index f06aea3c7e..e1a6fba1bd 100644
--- a/examples/front_ends/per_user_workflow/uv.lock
+++ b/examples/front_ends/per_user_workflow/uv.lock
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 version = "1.1.2"
@@ -802,11 +759,6 @@ wheels = [
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-[package.optional-dependencies]
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-
 [[package]]
 name = "mypy-extensions"
 version = "1.1.0"
@@ -1846,6 +1778,8 @@ requires-dist = [
     { name = "nvidia-nat-agno", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_agno" },
     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "../../../packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -1860,8 +1794,8 @@ requires-dist = [
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     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -1909,7 +1843,7 @@ requires-dist = [
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     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "../../documentation_guides/workflows/text_file_ingest" },
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-provides-extras = ["a2a", "adk", "agno", "app", "autogen", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -1939,6 +1873,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -1957,6 +1901,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2000,6 +1945,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
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     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -2033,20 +1979,21 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
-    { name = "datasets" },
-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
 [[package]]
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     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -1864,8 +1798,8 @@ requires-dist = [
     { name = "nvidia-nat-crewai", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_crewai" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -1913,7 +1847,7 @@ requires-dist = [
     { name = "nvidia-nat-zep-cloud", marker = "extra == 'zep-cloud'", editable = "../../../packages/nvidia_nat_zep_cloud" },
     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "../../documentation_guides/workflows/text_file_ingest" },
 ]
-provides-extras = ["a2a", "adk", "agno", "app", "autogen", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -1943,6 +1877,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -1961,6 +1905,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2004,6 +1949,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -2037,20 +1983,21 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
-    { name = "datasets" },
-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
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 name = "nvidia-nat-langchain"
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-source = { registry = "https://pypi.org/simple" }
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 version = "1.39.1"
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diff --git a/examples/front_ends/simple_calculator_custom_routes/uv.lock b/examples/front_ends/simple_calculator_custom_routes/uv.lock
index 4f7d074e48..e979d4d3e3 100644
--- a/examples/front_ends/simple_calculator_custom_routes/uv.lock
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     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
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+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -1953,6 +1887,16 @@ dev = [
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 ]
 
+[[package]]
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+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
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+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -1971,6 +1915,7 @@ dependencies = [
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     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
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 dependencies = [
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     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -1860,8 +1794,8 @@ requires-dist = [
     { name = "nvidia-nat-crewai", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_crewai" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -1909,7 +1843,7 @@ requires-dist = [
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     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "../../documentation_guides/workflows/text_file_ingest" },
 ]
-provides-extras = ["a2a", "adk", "agno", "app", "autogen", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -1939,6 +1873,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -1957,6 +1901,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2000,6 +1945,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -2033,20 +1979,21 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
-    { name = "datasets" },
-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
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 name = "nvidia-nat-langchain"
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 version = "1.39.1"
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diff --git a/examples/getting_started/simple_web_query/uv.lock b/examples/getting_started/simple_web_query/uv.lock
index 12513c7ea0..d9a8809027 100644
--- a/examples/getting_started/simple_web_query/uv.lock
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@@ -2780,6 +2712,8 @@ requires-dist = [
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     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
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@@ -2794,8 +2728,8 @@ requires-dist = [
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-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
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@@ -2843,7 +2777,7 @@ requires-dist = [
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -2873,6 +2807,16 @@ dev = [
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 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -2891,6 +2835,7 @@ dependencies = [
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     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2934,6 +2879,7 @@ requires-dist = [
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     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
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@@ -2967,20 +2913,21 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
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 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
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-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
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+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
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+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
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@@ -3131,6 +3078,7 @@ requires-dist = [
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+    { name = "nvidia-nat-eval", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
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@@ -1880,6 +1812,8 @@ requires-dist = [
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     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
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@@ -1894,8 +1828,8 @@ requires-dist = [
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-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -1973,6 +1907,16 @@ dev = [
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 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
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+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -1991,6 +1935,7 @@ dependencies = [
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     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
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     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
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@@ -2067,20 +2013,21 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
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-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
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+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
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     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
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+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
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-    { url = "https://files.pythonhosted.org/packages/e9/a1/22df0620a9fac31d68397a75465c344e83c3dfe521f7612aea33e27ab6c0/pyarrow-23.0.1-cp313-cp313t-win_amd64.whl", hash = "sha256:a35581e856a2fafa12f3f54fce4331862b1cfb0bef5758347a858a4aa9d6bae8", size = 27660642, upload-time = "2026-02-16T10:12:17.746Z" },
-]
-
 [[package]]
 name = "pycparser"
 version = "3.0"
diff --git a/examples/notebooks/eval_atif_custom_evaluator.ipynb b/examples/notebooks/eval_atif_custom_evaluator.ipynb
index 6f95999520..dbbd159391 100644
--- a/examples/notebooks/eval_atif_custom_evaluator.ipynb
+++ b/examples/notebooks/eval_atif_custom_evaluator.ipynb
@@ -46,7 +46,7 @@
     "# !uv pip install nvidia-nat-eval\n",
     "#\n",
     "# Install pinned alpha release from PyPI:\n",
-    "!uv pip install -q \"nvidia-nat-eval==1.6.0a20260309\""
+    "!uv pip install -e \"packages/nvidia_nat_eval/\""
    ]
   },
   {
@@ -66,7 +66,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from nat.data_models.atif import ATIFTrajectory\n",
+    "from nat.atif import ATIFTrajectory\n",
     "\n",
     "# Sample 1: Agent uses a calculator tool and gets the right answer\n",
     "trajectory_correct = ATIFTrajectory.model_validate({\n",
@@ -203,7 +203,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from nat.data_models.evaluator import EvalOutputItem\n",
+    "from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem\n",
     "from nat.plugins.eval.evaluator.atif_base_evaluator import AtifBaseEvaluator\n",
     "from nat.plugins.eval.evaluator.atif_evaluator import AtifEvalSample\n",
     "\n",
@@ -339,13 +339,21 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
   "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
    "name": "python",
-   "version": "3.12.0"
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.13.12"
   }
  },
  "nbformat": 4,
diff --git a/examples/notebooks/eval_atif_standalone.ipynb b/examples/notebooks/eval_atif_standalone.ipynb
index 6f3ffde480..3ee85d172a 100644
--- a/examples/notebooks/eval_atif_standalone.ipynb
+++ b/examples/notebooks/eval_atif_standalone.ipynb
@@ -150,7 +150,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from nat.data_models.atif import ATIFTrajectory\n",
+    "from nat.atif import ATIFTrajectory\n",
     "\n",
     "trajectory = ATIFTrajectory.model_validate(atif_trajectory_data)\n",
     "\n",
diff --git a/examples/notebooks/eval_harbor_atif_interop.ipynb b/examples/notebooks/eval_harbor_atif_interop.ipynb
index bb40b0c037..06276f3adc 100644
--- a/examples/notebooks/eval_harbor_atif_interop.ipynb
+++ b/examples/notebooks/eval_harbor_atif_interop.ipynb
@@ -156,7 +156,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from nat.data_models.atif import ATIFTrajectory\n",
+    "from nat.atif import ATIFTrajectory\n",
     "\n",
     "jobs_dir = Path(\"jobs\")\n",
     "latest_job = max(jobs_dir.iterdir(), key=lambda p: p.stat().st_mtime)\n",
@@ -283,7 +283,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from nat.data_models.evaluator import EvalOutputItem\n",
+    "from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem\n",
     "from nat.plugins.eval.evaluator.atif_base_evaluator import AtifBaseEvaluator\n",
     "from nat.plugins.eval.evaluator.atif_evaluator import AtifEvalSample\n",
     "\n",
diff --git a/examples/notebooks/uv.lock b/examples/notebooks/uv.lock
index 99549c7350..dee5187547 100644
--- a/examples/notebooks/uv.lock
+++ b/examples/notebooks/uv.lock
@@ -2887,7 +2887,7 @@ dependencies = [
 
 [package.optional-dependencies]
 eval = [
-    { name = "nvidia-nat-eval" },
+    { name = "nvidia-nat-eval", extra = ["full"] },
 ]
 langchain = [
     { name = "nvidia-nat-langchain" },
@@ -2965,6 +2965,8 @@ requires-dist = [
     { name = "nvidia-nat-agno", marker = "extra == 'most'", editable = "../../packages/nvidia_nat_agno" },
     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "../../packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../packages/nvidia_nat_config_optimizer" },
@@ -2979,8 +2981,8 @@ requires-dist = [
     { name = "nvidia-nat-crewai", marker = "extra == 'most'", editable = "../../packages/nvidia_nat_crewai" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'most'", editable = "../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../packages/nvidia_nat_langchain" },
@@ -3028,7 +3030,7 @@ requires-dist = [
     { name = "nvidia-nat-zep-cloud", marker = "extra == 'zep-cloud'", editable = "../../packages/nvidia_nat_zep_cloud" },
     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "../documentation_guides/workflows/text_file_ingest" },
 ]
-provides-extras = ["a2a", "adk", "agno", "app", "autogen", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -3058,6 +3060,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../packages/nvidia_nat_core" }
@@ -3076,6 +3088,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -3119,6 +3132,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -3152,6 +3166,11 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../packages/nvidia_nat_eval" }
 dependencies = [
+    { name = "nvidia-nat-atif" },
+]
+
+[package.optional-dependencies]
+full = [
     { name = "datasets" },
     { name = "nvidia-nat-core" },
     { name = "openpyxl" },
@@ -3159,13 +3178,16 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
 [[package]]
 name = "nvidia-nat-langchain"
diff --git a/examples/object_store/user_report/uv.lock b/examples/object_store/user_report/uv.lock
index 8155b7c88a..ddf85d4d07 100644
--- a/examples/object_store/user_report/uv.lock
+++ b/examples/object_store/user_report/uv.lock
@@ -588,40 +588,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c3/be/d0d44e092656fe7a06b55e6103cbce807cdbdee17884a5367c68c9860853/dataclasses_json-0.6.7-py3-none-any.whl", hash = "sha256:0dbf33f26c8d5305befd61b39d2b3414e8a407bedc2834dea9b8d642666fb40a", size = 28686, upload-time = "2024-06-09T16:20:16.715Z" },
 ]
 
-[[package]]
-name = "datasets"
-version = "4.6.1"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "dill" },
-    { name = "filelock" },
-    { name = "fsspec", extra = ["http"] },
-    { name = "httpx" },
-    { name = "huggingface-hub" },
-    { name = "multiprocess" },
-    { name = "numpy" },
-    { name = "packaging" },
-    { name = "pandas" },
-    { name = "pyarrow" },
-    { name = "pyyaml" },
-    { name = "requests" },
-    { name = "tqdm" },
-    { name = "xxhash" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/d7/94/eb81c6fe32e9b6ef92223141b5a553aeff2e9456968424a8533cbe88f476/datasets-4.6.1.tar.gz", hash = "sha256:140ce500bc41939ff6ce995702d66b1f4b2ee7f117bb9b07512fab6804d4070a", size = 593865, upload-time = "2026-02-27T23:26:49.482Z" }
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-]
-
-[[package]]
-name = "dill"
-version = "0.4.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/12/80/630b4b88364e9a8c8c5797f4602d0f76ef820909ee32f0bacb9f90654042/dill-0.4.0.tar.gz", hash = "sha256:0633f1d2df477324f53a895b02c901fb961bdbf65a17122586ea7019292cbcf0", size = 186976, upload-time = "2025-04-16T00:41:48.867Z" }
-wheels = [
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-]
-
 [[package]]
 name = "distro"
 version = "1.9.0"
@@ -631,15 +597,6 @@ wheels = [
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 ]
 
-[[package]]
-name = "et-xmlfile"
-version = "2.0.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/d3/38/af70d7ab1ae9d4da450eeec1fa3918940a5fafb9055e934af8d6eb0c2313/et_xmlfile-2.0.0.tar.gz", hash = "sha256:dab3f4764309081ce75662649be815c4c9081e88f0837825f90fd28317d4da54", size = 17234, upload-time = "2024-10-25T17:25:40.039Z" }
-wheels = [
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-]
-
 [[package]]
 name = "expandvars"
 version = "1.1.2"
@@ -823,11 +780,6 @@ wheels = [
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 ]
 
-[package.optional-dependencies]
-http = [
-    { name = "aiohttp" },
-]
-
 [[package]]
 name = "googleapis-common-protos"
 version = "1.72.0"
@@ -1671,26 +1623,6 @@ wheels = [
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 ]
 
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     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
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@@ -1890,8 +1824,8 @@ requires-dist = [
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-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -1969,6 +1903,16 @@ dev = [
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 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
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+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -1987,6 +1931,7 @@ dependencies = [
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     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
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     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
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 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
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-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
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+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
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     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
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+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
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diff --git a/examples/observability/simple_calculator_observability/uv.lock b/examples/observability/simple_calculator_observability/uv.lock
index f287f80c00..8cbf78e150 100644
--- a/examples/observability/simple_calculator_observability/uv.lock
+++ b/examples/observability/simple_calculator_observability/uv.lock
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-
 [[package]]
 name = "murmurhash"
 version = "1.0.15"
@@ -2830,6 +2762,8 @@ requires-dist = [
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     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "../../../packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -2844,8 +2778,8 @@ requires-dist = [
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     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
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-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
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     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -2893,7 +2827,7 @@ requires-dist = [
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -2923,6 +2857,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -2941,6 +2885,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2984,6 +2929,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
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     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -3017,20 +2963,21 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
-    { name = "datasets" },
-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
 [[package]]
 name = "nvidia-nat-langchain"
@@ -3181,6 +3128,7 @@ requires-dist = [
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     { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_core" },
+    { name = "nvidia-nat-eval", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
     { name = "presidio-analyzer", specifier = "~=2.2" },
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@@ -3496,18 +3444,6 @@ wheels = [
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     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../packages/nvidia_nat_atif" },
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-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../packages/nvidia_nat_eval" },
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -1953,6 +1887,16 @@ dev = [
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 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
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+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../packages/nvidia_nat_core" }
@@ -1971,6 +1915,7 @@ dependencies = [
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     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
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+    { name = "nvidia-nat-atif", editable = "../../packages/nvidia_nat_atif" },
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 name = "nvidia-nat-eval"
 source = { editable = "../../packages/nvidia_nat_eval" }
 dependencies = [
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-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
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+    { name = "nvidia-nat-atif", editable = "../../packages/nvidia_nat_atif" },
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     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../packages/nvidia_nat_test" },
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+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
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index c08d42581c..24ca21116c 100644
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 [[package]]
@@ -1783,7 +1782,7 @@ dependencies = [
 
 [package.optional-dependencies]
 eval = [
-    { name = "nvidia-nat-eval" },
+    { name = "nvidia-nat-eval", extra = ["full"] },
 ]
 langchain = [
     { name = "nvidia-nat-langchain" },
@@ -1849,6 +1848,8 @@ requires-dist = [
     { name = "nvidia-nat-agno", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_agno" },
     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "../../../packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "../../../packages/nvidia_nat_autogen" },
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     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "../../../packages/nvidia_nat_config_optimizer" },
@@ -1863,8 +1864,8 @@ requires-dist = [
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     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "../../../packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "../../../packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'most'", editable = "../../../packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "../../../packages/nvidia_nat_langchain" },
@@ -1912,7 +1913,7 @@ requires-dist = [
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     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "../../documentation_guides/workflows/text_file_ingest" },
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+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -1942,6 +1943,16 @@ dev = [
     { name = "yapf", specifier = "==0.43.0" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../../../packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../../../packages/nvidia_nat_core" }
@@ -1960,6 +1971,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2003,6 +2015,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -2036,6 +2049,11 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../../../packages/nvidia_nat_eval" }
 dependencies = [
+    { name = "nvidia-nat-atif" },
+]
+
+[package.optional-dependencies]
+full = [
     { name = "datasets" },
     { name = "nvidia-nat-core" },
     { name = "openpyxl" },
@@ -2043,13 +2061,16 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../../../packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../../../packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../../../packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
 [[package]]
 name = "nvidia-nat-langchain"
diff --git a/packages/nvidia_nat_a2a/uv.lock b/packages/nvidia_nat_a2a/uv.lock
index e7ea3c1edd..e44557f2d0 100644
--- a/packages/nvidia_nat_a2a/uv.lock
+++ b/packages/nvidia_nat_a2a/uv.lock
@@ -1427,6 +1427,16 @@ requires-dist = [
 ]
 provides-extras = ["test"]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1445,6 +1455,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1488,6 +1499,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/packages/nvidia_nat_adk/uv.lock b/packages/nvidia_nat_adk/uv.lock
index 7f43edc214..9f8953942d 100644
--- a/packages/nvidia_nat_adk/uv.lock
+++ b/packages/nvidia_nat_adk/uv.lock
@@ -2241,6 +2241,16 @@ requires-dist = [
 ]
 provides-extras = ["test"]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -2259,6 +2269,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2302,6 +2313,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/packages/nvidia_nat_agno/uv.lock b/packages/nvidia_nat_agno/uv.lock
index 6fe967cabc..55981da13d 100644
--- a/packages/nvidia_nat_agno/uv.lock
+++ b/packages/nvidia_nat_agno/uv.lock
@@ -1606,6 +1606,16 @@ requires-dist = [
 ]
 provides-extras = ["test"]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1624,6 +1634,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1667,6 +1678,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/packages/nvidia_nat_app/uv.lock b/packages/nvidia_nat_app/uv.lock
index 6f52e0491b..96f6f50512 100644
--- a/packages/nvidia_nat_app/uv.lock
+++ b/packages/nvidia_nat_app/uv.lock
@@ -1354,6 +1354,16 @@ test = [
 requires-dist = [{ name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" }]
 provides-extras = ["test"]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1372,6 +1382,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1415,6 +1426,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/packages/nvidia_nat_atif/pyproject.toml b/packages/nvidia_nat_atif/pyproject.toml
new file mode 100644
index 0000000000..4ac2e10e08
--- /dev/null
+++ b/packages/nvidia_nat_atif/pyproject.toml
@@ -0,0 +1,64 @@
+# SPDX-FileCopyrightText: Copyright (c) 2026, NVIDIA CORPORATION & AFFILIATES.
+# All rights reserved.
+# SPDX-License-Identifier: Apache-2.0
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+[build-system]
+build-backend = "setuptools.build_meta"
+requires = ["setuptools>=64", "setuptools-scm>=8", "setuptools_dynamic_dependencies>=1.0.0"]
+
+
+[tool.setuptools.packages.find]
+where = ["src"]
+include = ["nat.*"]
+
+
+[tool.setuptools_scm]
+git_describe_command = "git describe --long --first-parent"
+root = "../.."
+
+
+[project]
+name = "nvidia-nat-atif"
+dynamic = ["version", "dependencies", "optional-dependencies"]
+requires-python = ">=3.11,<3.14"
+description = "Subpackage for ATIF schema models in NVIDIA NeMo Agent Toolkit"
+readme = "src/nat/meta/pypi.md"
+keywords = ["ai", "agents", "evaluation", "atif"]
+license = { text = "Apache-2.0" }
+authors = [{ name = "NVIDIA Corporation" }]
+maintainers = [{ name = "NVIDIA Corporation" }]
+classifiers = [
+  "Programming Language :: Python",
+  "Programming Language :: Python :: 3.11",
+  "Programming Language :: Python :: 3.12",
+  "Programming Language :: Python :: 3.13",
+]
+
+[project.urls]
+documentation = "https://docs.nvidia.com/nemo/agent-toolkit/latest/"
+source = "https://github.com/NVIDIA/NeMo-Agent-Toolkit"
+
+[tool.setuptools_dynamic_dependencies]
+dependencies = [
+  # Keep package version constraints as open as possible to avoid conflicts with other packages. Always define a minimum
+  # version when adding a new package. If unsure, default to using `~=` instead of `==`. Does not apply to nvidia-nat packages.
+  # Keep sorted!!!
+  "pydantic~=2.11",
+]
+
+[tool.uv]
+build-constraint-dependencies = ["setuptools>=64", "setuptools-scm>=8", "setuptools_dynamic_dependencies>=1.0.0"]
+managed = true
+config-settings = { editable_mode = "compat" }
diff --git a/packages/nvidia_nat_core/src/nat/data_models/atif/__init__.py b/packages/nvidia_nat_atif/src/nat/atif/__init__.py
similarity index 59%
rename from packages/nvidia_nat_core/src/nat/data_models/atif/__init__.py
rename to packages/nvidia_nat_atif/src/nat/atif/__init__.py
index bd004b0dcb..947ec516e0 100644
--- a/packages/nvidia_nat_core/src/nat/data_models/atif/__init__.py
+++ b/packages/nvidia_nat_atif/src/nat/atif/__init__.py
@@ -1,5 +1,5 @@
-# SPDX-FileCopyrightText: Copyright (c) 2025, Harbor Framework Contributors (https://github.com/harbor-framework/harbor)
-# SPDX-FileCopyrightText: Copyright (c) 2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2026, NVIDIA CORPORATION & AFFILIATES.
+# All rights reserved.
 # SPDX-License-Identifier: Apache-2.0
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
@@ -17,31 +17,31 @@
 
 Models are derived from the Harbor reference implementation
 (https://github.com/harbor-framework/harbor) and follow the ATIF RFC
-(0001-trajectory-format).  NAT-specific relaxations are documented inline
+(0001-trajectory-format). NAT-specific relaxations are documented inline
 in the individual model files.
 
-Backward-compatible aliases (``ATIFStep``, ``ATIFTrajectory``, etc.) are
-provided so that existing NAT code continues to work without import changes.
+Backward-compatible aliases (``ATIFStep``, ``ATIFTrajectory``, and so on)
+are provided so existing code can continue to work without import changes.
 """
 
-from nat.data_models.atif.agent import Agent
-from nat.data_models.atif.atif_step_extra import AtifAncestry
-from nat.data_models.atif.atif_step_extra import AtifInvocationInfo
-from nat.data_models.atif.atif_step_extra import AtifStepExtra
-from nat.data_models.atif.content import ContentPart
-from nat.data_models.atif.content import ImageSource
-from nat.data_models.atif.final_metrics import FinalMetrics
-from nat.data_models.atif.metrics import Metrics
-from nat.data_models.atif.observation import Observation
-from nat.data_models.atif.observation_result import ObservationResult
-from nat.data_models.atif.step import Step
-from nat.data_models.atif.subagent_trajectory_ref import SubagentTrajectoryRef
-from nat.data_models.atif.tool_call import ToolCall
-from nat.data_models.atif.trajectory import ATIF_VERSION
-from nat.data_models.atif.trajectory import Trajectory
+from nat.atif.agent import Agent
+from nat.atif.atif_step_extra import AtifAncestry
+from nat.atif.atif_step_extra import AtifInvocationInfo
+from nat.atif.atif_step_extra import AtifStepExtra
+from nat.atif.content import ContentPart
+from nat.atif.content import ImageSource
+from nat.atif.final_metrics import FinalMetrics
+from nat.atif.metrics import Metrics
+from nat.atif.observation import Observation
+from nat.atif.observation_result import ObservationResult
+from nat.atif.step import Step
+from nat.atif.subagent_trajectory_ref import SubagentTrajectoryRef
+from nat.atif.tool_call import ToolCall
+from nat.atif.trajectory import ATIF_VERSION
+from nat.atif.trajectory import Trajectory
 
 # ---------------------------------------------------------------------------
-# Backward-compatible aliases used by the converter, API server, and tests.
+# Backward-compatible aliases used by converter, API server, and tests.
 # Prefer the Harbor-aligned names for new code.
 # ---------------------------------------------------------------------------
 ATIFAgentConfig = Agent
diff --git a/packages/nvidia_nat_core/src/nat/data_models/atif/agent.py b/packages/nvidia_nat_atif/src/nat/atif/agent.py
similarity index 100%
rename from packages/nvidia_nat_core/src/nat/data_models/atif/agent.py
rename to packages/nvidia_nat_atif/src/nat/atif/agent.py
diff --git a/packages/nvidia_nat_core/src/nat/data_models/atif/atif_step_extra.py b/packages/nvidia_nat_atif/src/nat/atif/atif_step_extra.py
similarity index 100%
rename from packages/nvidia_nat_core/src/nat/data_models/atif/atif_step_extra.py
rename to packages/nvidia_nat_atif/src/nat/atif/atif_step_extra.py
diff --git a/packages/nvidia_nat_core/src/nat/data_models/atif/content.py b/packages/nvidia_nat_atif/src/nat/atif/content.py
similarity index 100%
rename from packages/nvidia_nat_core/src/nat/data_models/atif/content.py
rename to packages/nvidia_nat_atif/src/nat/atif/content.py
diff --git a/packages/nvidia_nat_core/src/nat/data_models/atif/final_metrics.py b/packages/nvidia_nat_atif/src/nat/atif/final_metrics.py
similarity index 100%
rename from packages/nvidia_nat_core/src/nat/data_models/atif/final_metrics.py
rename to packages/nvidia_nat_atif/src/nat/atif/final_metrics.py
diff --git a/packages/nvidia_nat_core/src/nat/data_models/atif/metrics.py b/packages/nvidia_nat_atif/src/nat/atif/metrics.py
similarity index 100%
rename from packages/nvidia_nat_core/src/nat/data_models/atif/metrics.py
rename to packages/nvidia_nat_atif/src/nat/atif/metrics.py
diff --git a/packages/nvidia_nat_core/src/nat/data_models/atif/observation.py b/packages/nvidia_nat_atif/src/nat/atif/observation.py
similarity index 94%
rename from packages/nvidia_nat_core/src/nat/data_models/atif/observation.py
rename to packages/nvidia_nat_atif/src/nat/atif/observation.py
index 28cc70bb21..32f0998176 100644
--- a/packages/nvidia_nat_core/src/nat/data_models/atif/observation.py
+++ b/packages/nvidia_nat_atif/src/nat/atif/observation.py
@@ -21,7 +21,7 @@
 from pydantic import ConfigDict
 from pydantic import Field
 
-from nat.data_models.atif.observation_result import ObservationResult
+from nat.atif.observation_result import ObservationResult
 
 
 class Observation(BaseModel):
diff --git a/packages/nvidia_nat_core/src/nat/data_models/atif/observation_result.py b/packages/nvidia_nat_atif/src/nat/atif/observation_result.py
similarity index 93%
rename from packages/nvidia_nat_core/src/nat/data_models/atif/observation_result.py
rename to packages/nvidia_nat_atif/src/nat/atif/observation_result.py
index a5f567ee45..45d4b216b3 100644
--- a/packages/nvidia_nat_core/src/nat/data_models/atif/observation_result.py
+++ b/packages/nvidia_nat_atif/src/nat/atif/observation_result.py
@@ -21,8 +21,8 @@
 from pydantic import ConfigDict
 from pydantic import Field
 
-from nat.data_models.atif.content import ContentPart
-from nat.data_models.atif.subagent_trajectory_ref import SubagentTrajectoryRef
+from nat.atif.content import ContentPart
+from nat.atif.subagent_trajectory_ref import SubagentTrajectoryRef
 
 
 class ObservationResult(BaseModel):
diff --git a/packages/nvidia_nat_core/src/nat/data_models/atif/scripts/__init__.py b/packages/nvidia_nat_atif/src/nat/atif/scripts/__init__.py
similarity index 100%
rename from packages/nvidia_nat_core/src/nat/data_models/atif/scripts/__init__.py
rename to packages/nvidia_nat_atif/src/nat/atif/scripts/__init__.py
diff --git a/packages/nvidia_nat_core/src/nat/data_models/atif/scripts/generate_atif_trajectory.py b/packages/nvidia_nat_atif/src/nat/atif/scripts/generate_atif_trajectory.py
similarity index 98%
rename from packages/nvidia_nat_core/src/nat/data_models/atif/scripts/generate_atif_trajectory.py
rename to packages/nvidia_nat_atif/src/nat/atif/scripts/generate_atif_trajectory.py
index 95261ffa59..767e287173 100644
--- a/packages/nvidia_nat_core/src/nat/data_models/atif/scripts/generate_atif_trajectory.py
+++ b/packages/nvidia_nat_atif/src/nat/atif/scripts/generate_atif_trajectory.py
@@ -24,7 +24,7 @@
     - An appropriate API key must be set (for example, ``NVIDIA_API_KEY``).
 
 Usage (from repo root):
-    python -m nat.data_models.atif.scripts.generate_atif_trajectory \\
+    python -m nat.atif.scripts.generate_atif_trajectory \\
         --config examples/getting_started/simple_calculator/src/nat_simple_calculator/configs/config.yml \\
         --input "What is 7 * 8?" \\
         -o atif_output.json
diff --git a/packages/nvidia_nat_core/src/nat/data_models/atif/step.py b/packages/nvidia_nat_atif/src/nat/atif/step.py
similarity index 94%
rename from packages/nvidia_nat_core/src/nat/data_models/atif/step.py
rename to packages/nvidia_nat_atif/src/nat/atif/step.py
index 658d9e792d..788a778e00 100644
--- a/packages/nvidia_nat_core/src/nat/data_models/atif/step.py
+++ b/packages/nvidia_nat_atif/src/nat/atif/step.py
@@ -27,10 +27,10 @@
 from pydantic import field_validator
 from pydantic import model_validator
 
-from nat.data_models.atif.content import ContentPart
-from nat.data_models.atif.metrics import Metrics
-from nat.data_models.atif.observation import Observation
-from nat.data_models.atif.tool_call import ToolCall
+from nat.atif.content import ContentPart
+from nat.atif.metrics import Metrics
+from nat.atif.observation import Observation
+from nat.atif.tool_call import ToolCall
 
 
 class Step(BaseModel):
@@ -59,7 +59,7 @@ class Step(BaseModel):
         description="Qualitative or quantitative measure of effort",
     )
     # NAT deviation: defaults to "" so the converter can create steps without
-    # explicitly passing a message.  Harbor upstream requires this field.
+    # explicitly passing a message. Harbor upstream requires this field.
     message: str | list[ContentPart] = Field(
         default="",
         description=("The dialogue message. String for text-only content, or array of "
diff --git a/packages/nvidia_nat_core/src/nat/data_models/atif/subagent_trajectory_ref.py b/packages/nvidia_nat_atif/src/nat/atif/subagent_trajectory_ref.py
similarity index 100%
rename from packages/nvidia_nat_core/src/nat/data_models/atif/subagent_trajectory_ref.py
rename to packages/nvidia_nat_atif/src/nat/atif/subagent_trajectory_ref.py
diff --git a/packages/nvidia_nat_core/src/nat/data_models/atif/tool_call.py b/packages/nvidia_nat_atif/src/nat/atif/tool_call.py
similarity index 100%
rename from packages/nvidia_nat_core/src/nat/data_models/atif/tool_call.py
rename to packages/nvidia_nat_atif/src/nat/atif/tool_call.py
diff --git a/packages/nvidia_nat_core/src/nat/data_models/atif/trajectory.py b/packages/nvidia_nat_atif/src/nat/atif/trajectory.py
similarity index 94%
rename from packages/nvidia_nat_core/src/nat/data_models/atif/trajectory.py
rename to packages/nvidia_nat_atif/src/nat/atif/trajectory.py
index 9c642dfc90..a9719b439c 100644
--- a/packages/nvidia_nat_core/src/nat/data_models/atif/trajectory.py
+++ b/packages/nvidia_nat_atif/src/nat/atif/trajectory.py
@@ -26,9 +26,9 @@
 from pydantic import Field
 from pydantic import model_validator
 
-from nat.data_models.atif.agent import Agent
-from nat.data_models.atif.final_metrics import FinalMetrics
-from nat.data_models.atif.step import Step
+from nat.atif.agent import Agent
+from nat.atif.final_metrics import FinalMetrics
+from nat.atif.step import Step
 
 ATIF_VERSION = "ATIF-v1.6"
 
@@ -49,7 +49,7 @@ class Trajectory(BaseModel):
         description="String defining ATIF compatibility",
     )
     # NAT deviation: defaults to a generated UUID so the converter can create
-    # trajectories without an explicit session_id.  Harbor upstream requires it.
+    # trajectories without an explicit session_id. Harbor upstream requires it.
     session_id: str = Field(
         default_factory=lambda: str(uuid.uuid4()),
         description="Unique identifier for the entire agent run",
@@ -59,7 +59,7 @@ class Trajectory(BaseModel):
         description="Object specifying the agent configuration",
     )
     # NAT deviation: allows an empty steps list (the batch converter returns an
-    # empty trajectory for empty input).  Harbor upstream requires min_length=1.
+    # empty trajectory for empty input). Harbor upstream requires min_length=1.
     steps: list[Step] = Field(
         default_factory=list,
         description="Array of step objects representing the complete interaction history",
diff --git a/packages/nvidia_nat_atif/src/nat/meta/pypi.md b/packages/nvidia_nat_atif/src/nat/meta/pypi.md
new file mode 100644
index 0000000000..ecabef3b3c
--- /dev/null
+++ b/packages/nvidia_nat_atif/src/nat/meta/pypi.md
@@ -0,0 +1,24 @@
+<!--
+SPDX-FileCopyrightText: Copyright (c) 2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+SPDX-License-Identifier: Apache-2.0
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+-->
+
+![NVIDIA NeMo Agent Toolkit](https://media.githubusercontent.com/media/NVIDIA/NeMo-Agent-Toolkit/refs/heads/main/docs/source/_static/banner.png "NeMo Agent Toolkit banner image")
+
+# NVIDIA NeMo Agent Toolkit ATIF Subpackage
+
+Subpackage for ATIF schema models in NeMo Agent Toolkit.
+
+For more information about the NVIDIA NeMo Agent Toolkit, please visit the [NeMo Agent Toolkit GitHub Repo](https://github.com/NVIDIA/NeMo-Agent-Toolkit).
diff --git a/packages/nvidia_nat_atif/uv.lock b/packages/nvidia_nat_atif/uv.lock
new file mode 100644
index 0000000000..406dcb6f38
--- /dev/null
+++ b/packages/nvidia_nat_atif/uv.lock
@@ -0,0 +1,139 @@
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+version = "0.4.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
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diff --git a/packages/nvidia_nat_autogen/uv.lock b/packages/nvidia_nat_autogen/uv.lock
index 31ac5e621f..658dc605d7 100644
--- a/packages/nvidia_nat_autogen/uv.lock
+++ b/packages/nvidia_nat_autogen/uv.lock
@@ -1510,6 +1510,16 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/e5/b7d20451657664b07986c2f6e3be564433f5dcaf3482d68eaecd79afaf03/numpy-2.4.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:be71bf1edb48ebbbf7f6337b5bfd2f895d1902f6335a5830b20141fc126ffba0", size = 12502577, upload-time = "2026-01-31T23:13:07.08Z" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-autogen"
 source = { editable = "." }
@@ -1553,6 +1563,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1596,6 +1607,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/packages/nvidia_nat_config_optimizer/tests/test_oracle_feedback.py b/packages/nvidia_nat_config_optimizer/tests/test_oracle_feedback.py
index d484aa07af..e24350c87c 100644
--- a/packages/nvidia_nat_config_optimizer/tests/test_oracle_feedback.py
+++ b/packages/nvidia_nat_config_optimizer/tests/test_oracle_feedback.py
@@ -28,8 +28,8 @@
 from nat.plugins.config_optimizer.prompts.oracle_feedback import check_adaptive_triggers
 from nat.plugins.config_optimizer.prompts.oracle_feedback import extract_worst_reasoning
 from nat.plugins.config_optimizer.prompts.oracle_feedback import should_inject_feedback
-from nat.plugins.eval.evaluator.evaluator_model import EvalOutput
-from nat.plugins.eval.evaluator.evaluator_model import EvalOutputItem
+from nat.plugins.eval.data_models.evaluator_io import EvalOutput
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 
 
 class TestBuildOracleFeedback:
diff --git a/packages/nvidia_nat_config_optimizer/tests/test_prompt_optimizer.py b/packages/nvidia_nat_config_optimizer/tests/test_prompt_optimizer.py
index 9377603453..ea0362b17a 100644
--- a/packages/nvidia_nat_config_optimizer/tests/test_prompt_optimizer.py
+++ b/packages/nvidia_nat_config_optimizer/tests/test_prompt_optimizer.py
@@ -262,8 +262,8 @@ def __init__(self, config):  # noqa: ANN001
             self.config = config
 
         async def run_and_evaluate(self):
-            from nat.plugins.eval.evaluator.evaluator_model import EvalOutput
-            from nat.plugins.eval.evaluator.evaluator_model import EvalOutputItem
+            from nat.plugins.eval.data_models.evaluator_io import EvalOutput
+            from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 
             items = [
                 EvalOutputItem(id=1, score=0.2, reasoning="Failed to greet properly"),
diff --git a/packages/nvidia_nat_config_optimizer/uv.lock b/packages/nvidia_nat_config_optimizer/uv.lock
index 2f59b693eb..562e2004a7 100644
--- a/packages/nvidia_nat_config_optimizer/uv.lock
+++ b/packages/nvidia_nat_config_optimizer/uv.lock
@@ -643,49 +643,6 @@ wheels = [
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 ]
 
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-    { name = "huggingface-hub" },
-    { name = "multiprocess" },
-    { name = "numpy" },
-    { name = "packaging" },
-    { name = "pandas" },
-    { name = "pyarrow" },
-    { name = "pyyaml" },
-    { name = "requests" },
-    { name = "tqdm" },
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-]
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-]
-
-[[package]]
-name = "et-xmlfile"
-version = "2.0.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/d3/38/af70d7ab1ae9d4da450eeec1fa3918940a5fafb9055e934af8d6eb0c2313/et_xmlfile-2.0.0.tar.gz", hash = "sha256:dab3f4764309081ce75662649be815c4c9081e88f0837825f90fd28317d4da54", size = 17234, upload-time = "2024-10-25T17:25:40.039Z" }
-wheels = [
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-]
-
 [[package]]
 name = "expandvars"
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+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
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+]
+
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+
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 name = "nvidia-nat-config-optimizer"
 source = { editable = "." }
@@ -1678,6 +1620,7 @@ dependencies = [
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     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
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     { name = "pandas" },
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+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
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 source = { editable = "../nvidia_nat_eval" }
 dependencies = [
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-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
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 [package.metadata]
 requires-dist = [
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+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../nvidia_nat_core" },
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     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
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+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
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-    { url = "https://files.pythonhosted.org/packages/69/c2/f2a717fb824f62d0be952ea724b4f6f9372a17eed6f704b5c9526f12f2f1/pyarrow-23.0.1-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:00be9576d970c31defb5c32eb72ef585bf600ef6d0a82d5eccaae96639cf9d07", size = 47548944, upload-time = "2026-02-16T10:11:56.607Z" },
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-]
-
 [[package]]
 name = "pycparser"
 version = "3.0"
diff --git a/packages/nvidia_nat_core/pyproject.toml b/packages/nvidia_nat_core/pyproject.toml
index 3e2a008c48..e499f84165 100644
--- a/packages/nvidia_nat_core/pyproject.toml
+++ b/packages/nvidia_nat_core/pyproject.toml
@@ -31,7 +31,26 @@ root = "../.."
 
 [project]
 name = "nvidia-nat-core"
-dynamic = ["version", "optional-dependencies"]
+dynamic = ["version", "dependencies", "optional-dependencies"]
+requires-python = ">=3.11,<3.14"
+description = "Core library for NVIDIA NeMo Agent Toolkit"
+readme = "src/nat/meta/pypi.md"
+license = { text = "Apache-2.0" }
+keywords = ["ai", "rag", "agents"]
+classifiers = [
+  "Programming Language :: Python",
+  "Programming Language :: Python :: 3.11",
+  "Programming Language :: Python :: 3.12",
+  "Programming Language :: Python :: 3.13",
+]
+authors = [{ name = "NVIDIA Corporation" }]
+maintainers = [{ name = "NVIDIA Corporation" }]
+
+[project.urls]
+documentation = "https://docs.nvidia.com/nemo/agent-toolkit/latest/"
+source = "https://github.com/NVIDIA/NeMo-Agent-Toolkit"
+
+[tool.setuptools_dynamic_dependencies]
 dependencies = [
   # Keep package version constraints as open as possible to avoid conflicts with other packages. Always define a minimum
   # version when adding a new package. If unsure, default to using `~=` instead of `==`. When using `~=`, use 2 digits
@@ -51,6 +70,7 @@ dependencies = [
   "jsonpath-ng~=1.7",
   "nest-asyncio2~=1.7",
   "networkx~=3.4",
+  "nvidia-nat-atif == {version}",
   "numpy~=2.3",
   "openinference-semantic-conventions>=0.1.14,<1.0.0",
   "optuna~=4.4",
@@ -75,23 +95,6 @@ dependencies = [
   "starlette~=0.51",  # Added due to breaking 1.0 changes
   "urllib3>=2.6.3,<3.0.0",
 ]
-requires-python = ">=3.11,<3.14"
-description = "Core library for NVIDIA NeMo Agent Toolkit"
-readme = "src/nat/meta/pypi.md"
-license = { text = "Apache-2.0" }
-keywords = ["ai", "rag", "agents"]
-classifiers = [
-  "Programming Language :: Python",
-  "Programming Language :: Python :: 3.11",
-  "Programming Language :: Python :: 3.12",
-  "Programming Language :: Python :: 3.13",
-]
-authors = [{ name = "NVIDIA Corporation" }]
-maintainers = [{ name = "NVIDIA Corporation" }]
-
-[project.urls]
-documentation = "https://docs.nvidia.com/nemo/agent-toolkit/latest/"
-source = "https://github.com/NVIDIA/NeMo-Agent-Toolkit"
 
 [tool.setuptools_dynamic_dependencies.optional-dependencies]
 # Optional dependencies are things that users would want to install with NAT core.
@@ -115,6 +118,7 @@ test = [
 ]
 
 [tool.uv.sources]
+nvidia-nat-atif = { path = "../nvidia_nat_atif", editable = true }
 nvidia-nat-eval = { path = "../nvidia_nat_eval", editable = true }
 nvidia-nat-test = { path = "../nvidia_nat_test", editable = true }
 
diff --git a/packages/nvidia_nat_core/src/nat/builder/evaluator.py b/packages/nvidia_nat_core/src/nat/builder/evaluator.py
index 3019a0d31f..569319051e 100644
--- a/packages/nvidia_nat_core/src/nat/builder/evaluator.py
+++ b/packages/nvidia_nat_core/src/nat/builder/evaluator.py
@@ -16,7 +16,7 @@
 from collections.abc import Callable
 
 from nat.data_models.evaluator import EvalInput
-from nat.data_models.evaluator import EvalOutput
+from nat.data_models.evaluator import EvalOutputLike
 from nat.data_models.evaluator import EvaluatorBaseConfig
 
 
@@ -25,7 +25,7 @@ class EvaluatorInfo:
     def __init__(self,
                  *,
                  config: EvaluatorBaseConfig,
-                 evaluate_fn: Callable[[EvalInput], EvalOutput] | None = None,
+                 evaluate_fn: Callable[[EvalInput], EvalOutputLike] | None = None,
                  description: str):
         self.config = config
         self.evaluate_fn = evaluate_fn
diff --git a/packages/nvidia_nat_core/src/nat/data_models/atif/data/atif_output_non_reasoning.json b/packages/nvidia_nat_core/src/nat/data_models/atif/data/atif_output_non_reasoning.json
deleted file mode 100644
index 4f0019fc8b..0000000000
--- a/packages/nvidia_nat_core/src/nat/data_models/atif/data/atif_output_non_reasoning.json
+++ /dev/null
@@ -1,128 +0,0 @@
-{
-  "schema_version": "ATIF-v1.6",
-  "session_id": "010f16e8-032b-453b-85bf-2d7b72c397f1",
-  "agent": {
-    "name": "nat-agent",
-    "version": "0.0.0",
-    "model_name": "nvidia/nemotron-3-nano-30b-a3b"
-  },
-  "steps": [
-    {
-      "step_id": 1,
-      "timestamp": "2026-03-03T00:11:30.819759+00:00",
-      "source": "user",
-      "message": "What is 12 * 15 + 8?"
-    },
-    {
-      "step_id": 2,
-      "timestamp": "2026-03-03T00:11:33.460266+00:00",
-      "source": "agent",
-      "model_name": "nvidia/nemotron-3-nano-30b-a3b",
-      "message": "n.\n</think>\nQuestion: What is 12 * 15 + 8?\nThought: I need to first multiply 12 by 15, then add 8 to the product.\nAction: calculator__multiply\nAction Input: {\"numbers\": [12, 15]}",
-      "tool_calls": [
-        {
-          "tool_call_id": "call_019cb109-28d7-7e43-8d3f-bac5be6d7537",
-          "function_name": "calculator__multiply",
-          "arguments": {
-            "numbers": [
-              12,
-              15
-            ]
-          }
-        }
-      ],
-      "observation": {
-        "results": [
-          {
-            "source_call_id": "call_019cb109-28d7-7e43-8d3f-bac5be6d7537",
-            "content": "180.0"
-          }
-        ]
-      },
-      "metrics": {
-        "prompt_tokens": 519,
-        "completion_tokens": 473
-      },
-      "extra": {
-        "nat_events": [
-          {
-            "type": "FUNCTION_END",
-            "name": "calculator__multiply",
-            "timestamp": "2026-03-03T00:11:33.464094+00:00"
-          }
-        ]
-      }
-    },
-    {
-      "step_id": 3,
-      "timestamp": "2026-03-03T00:11:34.267582+00:00",
-      "source": "agent",
-      "model_name": "nvidia/nemotron-3-nano-30b-a3b",
-      "message": "].\n</think>\nQuestion: What is 12 * 15 + 8?\nThought: I have the product 12 * 15 = 180.0. Now I need to add 8 to it.\nAction: calculator__add\nAction Input: {\"numbers\": [180.0, 8]}",
-      "tool_calls": [
-        {
-          "tool_call_id": "call_019cb109-2bfe-72e0-8496-76e1c35c5bd4",
-          "function_name": "calculator__add",
-          "arguments": {
-            "numbers": [
-              180.0,
-              8
-            ]
-          }
-        }
-      ],
-      "observation": {
-        "results": [
-          {
-            "source_call_id": "call_019cb109-2bfe-72e0-8496-76e1c35c5bd4",
-            "content": "188.0"
-          }
-        ]
-      },
-      "metrics": {
-        "prompt_tokens": 599,
-        "completion_tokens": 106
-      },
-      "extra": {
-        "nat_events": [
-          {
-            "type": "FUNCTION_END",
-            "name": "calculator__add",
-            "timestamp": "2026-03-03T00:11:34.272482+00:00"
-          }
-        ]
-      }
-    },
-    {
-      "step_id": 4,
-      "timestamp": "2026-03-03T00:11:34.851834+00:00",
-      "source": "agent",
-      "model_name": "nvidia/nemotron-3-nano-30b-a3b",
-      "message": "0.\n</think>\nThought: I now know the final answer\nFinal Answer: 188.0",
-      "metrics": {
-        "prompt_tokens": 687,
-        "completion_tokens": 51
-      },
-      "extra": {
-        "nat_events": [
-          {
-            "type": "FUNCTION_END",
-            "name": "<workflow>",
-            "timestamp": "2026-03-03T00:11:34.854381+00:00"
-          }
-        ]
-      }
-    },
-    {
-      "step_id": 5,
-      "timestamp": "2026-03-03T00:11:34.854470+00:00",
-      "source": "agent",
-      "message": "188.0"
-    }
-  ],
-  "final_metrics": {
-    "total_prompt_tokens": 1805,
-    "total_completion_tokens": 630,
-    "total_steps": 4
-  }
-}
diff --git a/packages/nvidia_nat_core/src/nat/data_models/atif/data/atif_output_reasoning.json b/packages/nvidia_nat_core/src/nat/data_models/atif/data/atif_output_reasoning.json
deleted file mode 100644
index 00e44a1e7a..0000000000
--- a/packages/nvidia_nat_core/src/nat/data_models/atif/data/atif_output_reasoning.json
+++ /dev/null
@@ -1,95 +0,0 @@
-{
-  "schema_version": "ATIF-v1.6",
-  "session_id": "9ab022ea-43c1-445c-b443-bcd37cb0ccf7",
-  "agent": {
-    "name": "nat-agent",
-    "version": "0.0.0",
-    "model_name": "nvidia/llama-3.3-nemotron-super-49b-v1"
-  },
-  "steps": [
-    {
-      "step_id": 1,
-      "timestamp": "2026-03-03T00:16:19.622737+00:00",
-      "source": "user",
-      "message": "What is 12 * 15 + 8?"
-    },
-    {
-      "step_id": 2,
-      "timestamp": "2026-03-03T00:16:34.171387+00:00",
-      "source": "agent",
-      "model_name": "nvidia/llama-3.3-nemotron-super-49b-v1",
-      "message": "<think>\nOkay, let's tackle this problem. The user wants a detailed execution plan for the Tool Calling Agent Workflow based on the given input and available tools.\n\nFirst, I need to understand the input. The input is a mathematical question: \"What is 12 * 15 + 8?\" The role is a user message. The available tool is current_datetime, which gives the current date and time. Wait, but the user's question is a math problem. The tool provided doesn't handle math. Hmm, that's a problem.\n\nSo the key components here are the mathematical operation and the need to compute the result. But the only tool available is for getting the current time. That means the system can't actually solve the math problem with the given tools. \n\nBut the task requires creating a plan using the available tools. Since there's no math tool, maybe the system should respond by stating it can't perform calculations and then provide the current time as per the available tool. But the example plan includes calling tools and interpreting outputs. \n\nWait, the user's instruction says to determine the most suitable tools for each task. If the task is to answer the math question but there's no math tool, the system might have to inform the user that it can't perform the task. However, the plan must use the available tools. So perhaps the plan involves acknowledging the request, stating inability, and then providing the current time as a fallback using the current_datetime tool.\n\nSo steps would be: \n1. Identify the task (math calculation).\n2. Determine no suitable tool exists.\n3. Use current_datetime as a default response or additional info.\n4. Formulate a response combining both.\n\nBut the example plan shows calling tools and interpreting. Since the only tool is current_datetime, maybe the plan is to call that tool and include the time in the response, even though it doesn't answer the math question. Alternatively, the system might apologize and then give the time. \n\nThe plan needs to be step-by-step. Let's outline:\n\n1. Parse the input to identify the math operation.\n2. Check available tools; none suit math.\n3. Decide to respond with an apology and offer current time.\n4. Call current_datetime tool.\n5. Combine apology with the time output.\n\nSo the final plan would involve these steps, even though the main task can't be fulfilled. The system uses the available tool to provide some response.\n</think>\n\n**PLAN:**  \n\n1. **Parse Input & Identify Task**:  \n   - Analyze the input `{'content': 'What is 12 * 15 + 8?', 'role': USER}` to detect a mathematical calculation request (`12 * 15 + 8`).  \n   - Key components: Arithmetic operation, user expectation of a numerical result.  \n\n2. **Tool Suitability Check**:  \n   - Compare the task (math calculation) with available tools (`current_datetime`).  \n   - **Outcome**: No tool supports mathematical computations.  \n\n3. **Generate Response Strategy**:  \n   - Since no math tool exists, craft a response acknowledging the request and stating the limitation.  \n   - Append a fallback action using `current_datetime` to provide *some* relevant output (e.g., contextual timing info).  \n\n4. **Call `current_datetime` Tool**:  \n   - Input: `{}` (no arguments required).  \n   - Expected Output: `\"[Current Date and Time with Timezone]\"` (e.g., `\"2023-07-25 14:30:00 UTC\"`).  \n\n5. **Compose Final Response**:  \n   - Interpret `current_datetime` output and merge with a pre-defined apology template.  \n   - Example Output:  \n     `\"Sorry, I can't perform calculations. However, the current time is [Current Date and Time with Timezone].\"`.  \n\n---\n\n**Detailed Step-by-Step Execution Plan**:  \n\n| **Step** | **Action** | **Input/Tool** | **Expected Output** |  \n|---------|-----------|---------------|--------------------|  \n| 1       | Parse Input | User Message  | `Math Task Detected` |  \n| 2       | Tool Check | Math vs. Tools| `Tool Not Found`    |  \n| 3       | Call `current_datetime` | `{}`         | `\"2023-07-25 14:30:00 UTC\"` |  \n| 4       | Generate Response | Tool Output + Template | `\"Sorry... Current time is 2023-07-25 14:30:00 UTC\"` |  \n| 5       | Return Result | Composed Response | Delivered to User |  \n\n---\n\n**Rationale**:  \n- The plan prioritizes transparency (acknowledging the request) and leverages the only available tool to add contextual value (timestamp).  \n- If additional tools (e.g., `math_solver`) were available, Step 2 would redirect to calling that tool instead.  \n\n**Example Output to User**:  \n*\"Sorry, I can't perform calculations. However, the current time is 2023-07-25 14:30:00 UTC.\"*",
-      "metrics": {
-        "prompt_tokens": 240679,
-        "completion_tokens": 551769
-      }
-    },
-    {
-      "step_id": 3,
-      "timestamp": "2026-03-03T00:16:35.324631+00:00",
-      "source": "agent",
-      "model_name": "meta/llama-3.3-70b-instruct",
-      "message": "\n\nTool calls: [{'name': 'current_datetime', 'args': {'unused': ''}, 'id': 'chatcmpl-tool-bc93fa3a1771d5be', 'type': 'tool_call'}]",
-      "tool_calls": [
-        {
-          "tool_call_id": "call_019cb10d-c3ff-7851-af1c-b24cad05f9eb",
-          "function_name": "current_datetime",
-          "arguments": {
-            "unused": ""
-          }
-        }
-      ],
-      "observation": {
-        "results": [
-          {
-            "source_call_id": "call_019cb10d-c3ff-7851-af1c-b24cad05f9eb",
-            "content": "content='The current time of day is 2026-03-03 00:16:35 +0000' name='current_datetime' tool_call_id='chatcmpl-tool-bc93fa3a1771d5be'"
-          }
-        ]
-      },
-      "metrics": {
-        "prompt_tokens": 1320,
-        "completion_tokens": 22
-      },
-      "extra": {
-        "nat_events": [
-          {
-            "type": "FUNCTION_END",
-            "name": "current_datetime",
-            "timestamp": "2026-03-03T00:16:35.498538+00:00"
-          }
-        ]
-      }
-    },
-    {
-      "step_id": 4,
-      "timestamp": "2026-03-03T00:16:36.802914+00:00",
-      "source": "agent",
-      "model_name": "meta/llama-3.3-70b-instruct",
-      "message": "Sorry, I can't perform calculations. However, the current time is 2026-03-03 00:16:35 +0000.",
-      "metrics": {
-        "prompt_tokens": 1358,
-        "completion_tokens": 32
-      },
-      "extra": {
-        "nat_events": [
-          {
-            "type": "FUNCTION_END",
-            "name": "react_agent",
-            "timestamp": "2026-03-03T00:16:36.804493+00:00"
-          },
-          {
-            "type": "FUNCTION_END",
-            "name": "<workflow>",
-            "timestamp": "2026-03-03T00:16:36.804570+00:00"
-          }
-        ]
-      }
-    }
-  ],
-  "final_metrics": {
-    "total_prompt_tokens": 243357,
-    "total_completion_tokens": 551823,
-    "total_steps": 3
-  }
-}
diff --git a/packages/nvidia_nat_core/src/nat/data_models/evaluate_runtime.py b/packages/nvidia_nat_core/src/nat/data_models/evaluate_runtime.py
index 29b4eeed9f..4a77daf6b6 100644
--- a/packages/nvidia_nat_core/src/nat/data_models/evaluate_runtime.py
+++ b/packages/nvidia_nat_core/src/nat/data_models/evaluate_runtime.py
@@ -15,12 +15,20 @@
 """Runtime-only evaluation models used by `nat eval` programmatic execution."""
 
 from pathlib import Path
+from typing import TYPE_CHECKING
+from typing import TypeAlias
 
 from pydantic import BaseModel
 from pydantic import Field
 
 from nat.data_models.evaluator import EvalInput
-from nat.data_models.evaluator import EvalOutput
+
+if TYPE_CHECKING:
+    from nat.data_models.evaluator import EvalOutputLike
+    EvaluationResultOutput: TypeAlias = EvalOutputLike
+else:
+    # Keep runtime type pydantic-compatible while exposing EvalOutputLike to static analysis.
+    EvaluationResultOutput: TypeAlias = BaseModel
 
 
 class EndpointRetryConfig(BaseModel):
@@ -187,7 +195,7 @@ class EvaluationRunOutput(BaseModel):
         ...,
         description="Evaluation input containing all dataset items and their outputs.",
     )
-    evaluation_results: list[tuple[str, EvalOutput]] = Field(
+    evaluation_results: list[tuple[str, EvaluationResultOutput]] = Field(
         ...,
         description="List of evaluator results as (evaluator_name, output) tuples.",
     )
diff --git a/packages/nvidia_nat_core/src/nat/data_models/evaluator.py b/packages/nvidia_nat_core/src/nat/data_models/evaluator.py
index f26430cc14..d267ba2b15 100644
--- a/packages/nvidia_nat_core/src/nat/data_models/evaluator.py
+++ b/packages/nvidia_nat_core/src/nat/data_models/evaluator.py
@@ -12,14 +12,15 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-"""Evaluation input/output data models shared across core and eval."""
+"""Evaluation input data models and evaluator configs."""
 
 import typing
+from collections.abc import Sequence
+from typing import Protocol
+from typing import runtime_checkable
 
 from pydantic import BaseModel
-from pydantic import ConfigDict
 from pydantic import Field
-from pydantic import SerializeAsAny
 
 from .common import BaseModelRegistryTag
 from .common import TypedBaseModel
@@ -70,19 +71,19 @@ class EvalInput(BaseModel):
     eval_input_items: list[EvalInputItem] = Field(description="List of items to evaluate.")
 
 
-class EvalOutputItem(BaseModel):
-    """A single output item from evaluation."""
+@runtime_checkable
+class EvalOutputItemLike(Protocol):
+    """Structural contract for a single evaluation output item."""
 
-    model_config = ConfigDict(exclude_none=True)  # pyright: ignore[reportCallIssue]
+    id: typing.Any
+    score: typing.Any
+    reasoning: typing.Any
+    error: str | None
 
-    id: typing.Any = Field(description="Identifier matching the corresponding EvalInputItem.")
-    score: typing.Any = Field(description="Evaluation score (typically float, may be NaN on failure).")
-    reasoning: typing.Any = Field(description="Evaluation context and LLM judge explanation.")
-    error: str | None = Field(default=None, description="Evaluation error message if this item failed.")
 
+@runtime_checkable
+class EvalOutputLike(Protocol):
+    """Structural contract for a collection of evaluation output items."""
 
-class EvalOutput(BaseModel):
-    """Container for evaluation output items."""
-
-    average_score: typing.Any = Field(description="Average score across all evaluated items.")
-    eval_output_items: list[SerializeAsAny[EvalOutputItem]] = Field(description="List of evaluation results.")
+    average_score: typing.Any
+    eval_output_items: Sequence[EvalOutputItemLike]
diff --git a/packages/nvidia_nat_core/src/nat/finetuning/interfaces/trajectory_builder.py b/packages/nvidia_nat_core/src/nat/finetuning/interfaces/trajectory_builder.py
index be6a4a66be..51db015638 100644
--- a/packages/nvidia_nat_core/src/nat/finetuning/interfaces/trajectory_builder.py
+++ b/packages/nvidia_nat_core/src/nat/finetuning/interfaces/trajectory_builder.py
@@ -18,7 +18,7 @@
 from typing import Any
 
 from nat.data_models.evaluate_runtime import EvaluationRunOutput
-from nat.data_models.evaluator import EvalOutputItem
+from nat.data_models.evaluator import EvalOutputItemLike
 from nat.data_models.finetuning import FinetuneConfig
 from nat.data_models.finetuning import TrajectoryBuilderConfig
 from nat.data_models.finetuning import TrajectoryCollection
@@ -89,12 +89,12 @@ async def finalize(self, run_id: str, meta: dict | None = None) -> TrajectoryCol
         """
         raise NotImplementedError
 
-    async def compute_reward(self, output_item: EvalOutputItem, meta: dict | None = None):
+    async def compute_reward(self, output_item: EvalOutputItemLike, meta: dict | None = None):
         """
         Compute reward for a given EvalOutputItem.
 
         Args:
-            output_item (EvalOutputItem): The evaluation output item.
+            output_item (EvalOutputItemLike): The evaluation output item.
             meta (dict): Metadata associated with the training run.
 
         Returns:
diff --git a/packages/nvidia_nat_core/src/nat/front_ends/fastapi/fastapi_front_end_config.py b/packages/nvidia_nat_core/src/nat/front_ends/fastapi/fastapi_front_end_config.py
index b13e6bab47..7e098a55b3 100644
--- a/packages/nvidia_nat_core/src/nat/front_ends/fastapi/fastapi_front_end_config.py
+++ b/packages/nvidia_nat_core/src/nat/front_ends/fastapi/fastapi_front_end_config.py
@@ -22,11 +22,11 @@
 
 from pydantic import BaseModel
 from pydantic import Field
+from pydantic import SerializeAsAny
 from pydantic import field_validator
 
 from nat.data_models.component_ref import ObjectStoreRef
 from nat.data_models.evaluator import EvalInputItem
-from nat.data_models.evaluator import EvalOutputItem
 from nat.data_models.front_end import FrontEndBaseConfig
 from nat.data_models.step_adaptor import StepAdaptorConfig
 
@@ -144,7 +144,7 @@ class EvaluateItemRequest(BaseModel):
 class EvaluateItemResponse(BaseModel):
     """Response model for single-item evaluation endpoint."""
     success: bool = Field(description="Whether the evaluation completed successfully")
-    result: EvalOutputItem | None = Field(default=None, description="Evaluation result if successful")
+    result: SerializeAsAny[BaseModel] | None = Field(default=None, description="Evaluation result if successful")
     error: str | None = Field(default=None, description="Error message if evaluation failed")
 
 
diff --git a/packages/nvidia_nat_core/src/nat/utils/atif_converter.py b/packages/nvidia_nat_core/src/nat/utils/atif_converter.py
index 7cd669dfd5..a0c9944bf1 100644
--- a/packages/nvidia_nat_core/src/nat/utils/atif_converter.py
+++ b/packages/nvidia_nat_core/src/nat/utils/atif_converter.py
@@ -33,17 +33,17 @@
 from dataclasses import dataclass
 from typing import Any
 
-from nat.data_models.atif import ATIFAgentConfig
-from nat.data_models.atif import AtifAncestry
-from nat.data_models.atif import ATIFFinalMetrics
-from nat.data_models.atif import AtifInvocationInfo
-from nat.data_models.atif import ATIFObservation
-from nat.data_models.atif import ATIFObservationResult
-from nat.data_models.atif import ATIFStep
-from nat.data_models.atif import AtifStepExtra
-from nat.data_models.atif import ATIFStepMetrics
-from nat.data_models.atif import ATIFToolCall
-from nat.data_models.atif import ATIFTrajectory
+from nat.atif import ATIFAgentConfig
+from nat.atif import AtifAncestry
+from nat.atif import ATIFFinalMetrics
+from nat.atif import AtifInvocationInfo
+from nat.atif import ATIFObservation
+from nat.atif import ATIFObservationResult
+from nat.atif import ATIFStep
+from nat.atif import AtifStepExtra
+from nat.atif import ATIFStepMetrics
+from nat.atif import ATIFToolCall
+from nat.atif import ATIFTrajectory
 from nat.data_models.intermediate_step import IntermediateStep
 from nat.data_models.intermediate_step import IntermediateStepCategory
 from nat.data_models.intermediate_step import IntermediateStepState
diff --git a/packages/nvidia_nat_core/src/nat/utils/atif_message_utils.py b/packages/nvidia_nat_core/src/nat/utils/atif_message_utils.py
index 6033a5749c..2da858a67a 100644
--- a/packages/nvidia_nat_core/src/nat/utils/atif_message_utils.py
+++ b/packages/nvidia_nat_core/src/nat/utils/atif_message_utils.py
@@ -18,8 +18,8 @@
 
 from collections.abc import Sequence
 
-from nat.data_models.atif import ATIFContentPart
-from nat.data_models.atif import ATIFTrajectory
+from nat.atif import ATIFContentPart
+from nat.atif import ATIFTrajectory
 
 
 def content_part_to_text(part: ATIFContentPart) -> str:
diff --git a/packages/nvidia_nat_core/tests/nat/finetuning/interfaces/test_trajectory_builder.py b/packages/nvidia_nat_core/tests/nat/finetuning/interfaces/test_trajectory_builder.py
index 72c79b75c1..ee81b185cc 100644
--- a/packages/nvidia_nat_core/tests/nat/finetuning/interfaces/test_trajectory_builder.py
+++ b/packages/nvidia_nat_core/tests/nat/finetuning/interfaces/test_trajectory_builder.py
@@ -21,7 +21,6 @@
 import pytest
 
 from nat.data_models.evaluate_runtime import EvaluationRunOutput
-from nat.data_models.evaluator import EvalOutputItem
 from nat.data_models.finetuning import CurriculumLearningConfig
 from nat.data_models.finetuning import EpisodeItem
 from nat.data_models.finetuning import EpisodeItemRole
@@ -32,6 +31,7 @@
 from nat.data_models.finetuning import TrajectoryBuilderConfig
 from nat.data_models.finetuning import TrajectoryCollection
 from nat.finetuning.interfaces.trajectory_builder import TrajectoryBuilder
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 
 
 class ConcreteTrajectoryBuilder(TrajectoryBuilder):
diff --git a/packages/nvidia_nat_core/tests/nat/utils/test_atif_converter.py b/packages/nvidia_nat_core/tests/nat/utils/test_atif_converter.py
index 34de03bd5e..a3a601b84b 100644
--- a/packages/nvidia_nat_core/tests/nat/utils/test_atif_converter.py
+++ b/packages/nvidia_nat_core/tests/nat/utils/test_atif_converter.py
@@ -18,8 +18,8 @@
 
 import pytest
 
+from nat.atif import ATIFTrajectory
 from nat.builder.framework_enum import LLMFrameworkEnum
-from nat.data_models.atif import ATIFTrajectory
 from nat.data_models.intermediate_step import IntermediateStep
 from nat.data_models.intermediate_step import IntermediateStepPayload
 from nat.data_models.intermediate_step import IntermediateStepType
diff --git a/packages/nvidia_nat_core/uv.lock b/packages/nvidia_nat_core/uv.lock
index 0c05e1490b..337d194d3c 100644
--- a/packages/nvidia_nat_core/uv.lock
+++ b/packages/nvidia_nat_core/uv.lock
@@ -714,40 +714,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c3/be/d0d44e092656fe7a06b55e6103cbce807cdbdee17884a5367c68c9860853/dataclasses_json-0.6.7-py3-none-any.whl", hash = "sha256:0dbf33f26c8d5305befd61b39d2b3414e8a407bedc2834dea9b8d642666fb40a", size = 28686, upload-time = "2024-06-09T16:20:16.715Z" },
 ]
 
-[[package]]
-name = "datasets"
-version = "4.5.0"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "dill" },
-    { name = "filelock" },
-    { name = "fsspec", extra = ["http"] },
-    { name = "httpx" },
-    { name = "huggingface-hub" },
-    { name = "multiprocess" },
-    { name = "numpy" },
-    { name = "packaging" },
-    { name = "pandas" },
-    { name = "pyarrow" },
-    { name = "pyyaml" },
-    { name = "requests" },
-    { name = "tqdm" },
-    { name = "xxhash" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/55/bf/bb927bde63d649296c83e883171ae77074717c1b80fe2868b328bd0dbcbb/datasets-4.5.0.tar.gz", hash = "sha256:00c698ce1c2452e646cc5fad47fef39d3fe78dd650a8a6eb205bb45eb63cd500", size = 588384, upload-time = "2026-01-14T18:27:54.297Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/fc/d5/0d563ea3c205eee226dc8053cf7682a8ac588db8acecd0eda2b587987a0b/datasets-4.5.0-py3-none-any.whl", hash = "sha256:b5d7e08096ffa407dd69e58b1c0271c9b2506140839b8d99af07375ad31b6726", size = 515196, upload-time = "2026-01-14T18:27:52.419Z" },
-]
-
-[[package]]
-name = "dill"
-version = "0.4.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/12/80/630b4b88364e9a8c8c5797f4602d0f76ef820909ee32f0bacb9f90654042/dill-0.4.0.tar.gz", hash = "sha256:0633f1d2df477324f53a895b02c901fb961bdbf65a17122586ea7019292cbcf0", size = 186976, upload-time = "2025-04-16T00:41:48.867Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/50/3d/9373ad9c56321fdab5b41197068e1d8c25883b3fea29dd361f9b55116869/dill-0.4.0-py3-none-any.whl", hash = "sha256:44f54bf6412c2c8464c14e8243eb163690a9800dbe2c367330883b19c7561049", size = 119668, upload-time = "2025-04-16T00:41:47.671Z" },
-]
-
 [[package]]
 name = "distributed"
 version = "2026.1.2"
@@ -774,15 +740,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/ad/14/0fe5889a83991ac29c93e6b2e121ad2afc3bff5f9327f34447d3068d8142/distributed-2026.1.2-py3-none-any.whl", hash = "sha256:30ccb5587351f50304f6f6e219ea91bc09d88401125779caa8be5253e9d3ecf2", size = 1009083, upload-time = "2026-01-30T21:07:01.363Z" },
 ]
 
-[[package]]
-name = "et-xmlfile"
-version = "2.0.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/d3/38/af70d7ab1ae9d4da450eeec1fa3918940a5fafb9055e934af8d6eb0c2313/et_xmlfile-2.0.0.tar.gz", hash = "sha256:dab3f4764309081ce75662649be815c4c9081e88f0837825f90fd28317d4da54", size = 17234, upload-time = "2024-10-25T17:25:40.039Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/c1/8b/5fe2cc11fee489817272089c4203e679c63b570a5aaeb18d852ae3cbba6a/et_xmlfile-2.0.0-py3-none-any.whl", hash = "sha256:7a91720bc756843502c3b7504c77b8fe44217c85c537d85037f0f536151b2caa", size = 18059, upload-time = "2024-10-25T17:25:39.051Z" },
-]
-
 [[package]]
 name = "expandvars"
 version = "1.1.2"
@@ -916,11 +873,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/eb/02/a6b21098b1d5d6249b7c5ab69dde30108a71e4e819d4a9778f1de1d5b70d/fsspec-2025.10.0-py3-none-any.whl", hash = "sha256:7c7712353ae7d875407f97715f0e1ffcc21e33d5b24556cb1e090ae9409ec61d", size = 200966, upload-time = "2025-10-30T14:58:42.53Z" },
 ]
 
-[package.optional-dependencies]
-http = [
-    { name = "aiohttp" },
-]
-
 [[package]]
 name = "greenlet"
 version = "3.3.1"
@@ -1532,26 +1484,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/81/08/7036c080d7117f28a4af526d794aab6a84463126db031b007717c1a6676e/multidict-6.7.1-py3-none-any.whl", hash = "sha256:55d97cc6dae627efa6a6e548885712d4864b81110ac76fa4e534c03819fa4a56", size = 12319, upload-time = "2026-01-26T02:46:44.004Z" },
 ]
 
-[[package]]
-name = "multiprocess"
-version = "0.70.18"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "dill" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/72/fd/2ae3826f5be24c6ed87266bc4e59c46ea5b059a103f3d7e7eb76a52aeecb/multiprocess-0.70.18.tar.gz", hash = "sha256:f9597128e6b3e67b23956da07cf3d2e5cba79e2f4e0fba8d7903636663ec6d0d", size = 1798503, upload-time = "2025-04-17T03:11:27.742Z" }
-wheels = [
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-    { url = "https://files.pythonhosted.org/packages/17/bf/87323e79dd0562474fad3373c21c66bc6c3c9963b68eb2a209deb4c8575e/multiprocess-0.70.18-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:0929ba95831adb938edbd5fb801ac45e705ecad9d100b3e653946b7716cb6bd3", size = 144742, upload-time = "2025-04-17T03:11:10.072Z" },
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-    { url = "https://files.pythonhosted.org/packages/bf/b6/5f922792be93b82ec6b5f270bbb1ef031fd0622847070bbcf9da816502cc/multiprocess-0.70.18-py312-none-any.whl", hash = "sha256:9b78f8e5024b573730bfb654783a13800c2c0f2dfc0c25e70b40d184d64adaa2", size = 150287, upload-time = "2025-04-17T03:11:22.69Z" },
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-    { url = "https://files.pythonhosted.org/packages/3b/c3/ca84c19bd14cdfc21c388fdcebf08b86a7a470ebc9f5c3c084fc2dbc50f7/multiprocess-0.70.18-py38-none-any.whl", hash = "sha256:dbf705e52a154fe5e90fb17b38f02556169557c2dd8bb084f2e06c2784d8279b", size = 132636, upload-time = "2025-04-17T03:11:24.936Z" },
-    { url = "https://files.pythonhosted.org/packages/6c/28/dd72947e59a6a8c856448a5e74da6201cb5502ddff644fbc790e4bd40b9a/multiprocess-0.70.18-py39-none-any.whl", hash = "sha256:e78ca805a72b1b810c690b6b4cc32579eba34f403094bbbae962b7b5bf9dfcb8", size = 133478, upload-time = "2025-04-17T03:11:26.253Z" },
-]
-
 [[package]]
 name = "murmurhash"
 version = "1.0.15"
@@ -1686,6 +1618,16 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/e5/b7d20451657664b07986c2f6e3be564433f5dcaf3482d68eaecd79afaf03/numpy-2.4.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:be71bf1edb48ebbbf7f6337b5bfd2f895d1902f6335a5830b20141fc126ffba0", size = 12502577, upload-time = "2026-01-31T23:13:07.08Z" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "." }
@@ -1704,6 +1646,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1766,6 +1709,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -1799,20 +1743,21 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../nvidia_nat_eval" }
 dependencies = [
-    { name = "datasets" },
-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "." },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "." },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "." },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
 [[package]]
 name = "nvidia-nat-test"
@@ -1849,18 +1794,6 @@ wheels = [
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-version = "3.1.5"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
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-
 [[package]]
 name = "optuna"
 version = "4.7.0"
@@ -2240,42 +2173,6 @@ wheels = [
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 ]
 
-[[package]]
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-]
-
 [[package]]
 name = "pycparser"
 version = "3.0"
diff --git a/packages/nvidia_nat_crewai/uv.lock b/packages/nvidia_nat_crewai/uv.lock
index d3929fe87a..65bc01242c 100644
--- a/packages/nvidia_nat_crewai/uv.lock
+++ b/packages/nvidia_nat_crewai/uv.lock
@@ -1938,6 +1938,16 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/e5/b7d20451657664b07986c2f6e3be564433f5dcaf3482d68eaecd79afaf03/numpy-2.4.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:be71bf1edb48ebbbf7f6337b5bfd2f895d1902f6335a5830b20141fc126ffba0", size = 12502577, upload-time = "2026-01-31T23:13:07.08Z" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1956,6 +1966,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1999,6 +2010,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/packages/nvidia_nat_data_flywheel/uv.lock b/packages/nvidia_nat_data_flywheel/uv.lock
index a065057f31..bdcaa0f771 100644
--- a/packages/nvidia_nat_data_flywheel/uv.lock
+++ b/packages/nvidia_nat_data_flywheel/uv.lock
@@ -1368,6 +1368,16 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/e5/b7d20451657664b07986c2f6e3be564433f5dcaf3482d68eaecd79afaf03/numpy-2.4.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:be71bf1edb48ebbbf7f6337b5bfd2f895d1902f6335a5830b20141fc126ffba0", size = 12502577, upload-time = "2026-01-31T23:13:07.08Z" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1386,6 +1396,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1429,6 +1440,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/packages/nvidia_nat_eval/atif-rich-path-proposal.md b/packages/nvidia_nat_eval/atif-rich-path-proposal.md
index 3429d376f0..b064113d88 100644
--- a/packages/nvidia_nat_eval/atif-rich-path-proposal.md
+++ b/packages/nvidia_nat_eval/atif-rich-path-proposal.md
@@ -31,7 +31,7 @@ This is intended to be a shareable reference for:
 ## Data Model
 
 The data model is defined in
-`packages/nvidia_nat_core/src/nat/data_models/atif/atif_step_extra.py`.
+`packages/nvidia_nat_atif/src/nat/atif/atif_step_extra.py`.
 
 The converter emits this model into ATIF `Step.extra`, and downstream tools
 consume it for lineage reconstruction, invocation identity mapping, and timing.
diff --git a/packages/nvidia_nat_eval/pyproject.toml b/packages/nvidia_nat_eval/pyproject.toml
index e62e5ada2a..b66acfedc5 100644
--- a/packages/nvidia_nat_eval/pyproject.toml
+++ b/packages/nvidia_nat_eval/pyproject.toml
@@ -55,15 +55,20 @@ dependencies = [
   # Keep package version constraints as open as possible to avoid conflicts with other packages. Always define a minimum
   # version when adding a new package. If unsure, default to using `~=` instead of `==`. Does not apply to nvidia-nat packages.
   # Keep sorted!!!
+  "nvidia-nat-atif == {version}",
+]
+
+[tool.setuptools_dynamic_dependencies.optional-dependencies]
+full = [
   "datasets~=4.4",
   "nvidia-nat-core == {version}",
   "openpyxl~=3.1",
 ]
-
-[tool.setuptools_dynamic_dependencies.optional-dependencies]
 test = [
+  "datasets~=4.4",
   "nvidia-nat-core[async_endpoints] == {version}",
   "nvidia-nat-test == {version}",
+  "openpyxl~=3.1",
 ]
 
 [tool.uv]
@@ -72,6 +77,7 @@ managed = true
 config-settings = { editable_mode = "compat" }
 
 [tool.uv.sources]
+nvidia-nat-atif = { path = "../nvidia_nat_atif", editable = true }
 nvidia-nat-core = { path = "../nvidia_nat_core", editable = true }
 nvidia-nat-test = { path = "../nvidia_nat_test", editable = true }
 
diff --git a/packages/nvidia_nat_eval/src/nat/plugins/eval/cli/evaluate.py b/packages/nvidia_nat_eval/src/nat/plugins/eval/cli/evaluate.py
index 918c6cf5b7..c39d1f3239 100644
--- a/packages/nvidia_nat_eval/src/nat/plugins/eval/cli/evaluate.py
+++ b/packages/nvidia_nat_eval/src/nat/plugins/eval/cli/evaluate.py
@@ -20,9 +20,21 @@
 import click
 from tabulate import tabulate
 
-from nat.data_models.evaluate_runtime import EvaluationRunConfig
-from nat.data_models.evaluate_runtime import EvaluationRunOutput
-from nat.plugins.eval.runtime.evaluate import EvaluationRun
+FULL_EVAL_INSTALL_HINT = ("Full workflow evaluation requires optional dependencies that are not installed. "
+                          "Install with: pip install \"nvidia-nat[eval]\" "
+                          "(or pip install \"nvidia-nat-eval[full]\")")
+
+
+def _raise_full_eval_dependency_error(error: Exception):
+    raise ModuleNotFoundError(FULL_EVAL_INSTALL_HINT) from error
+
+
+try:
+    from nat.data_models.evaluate_runtime import EvaluationRunConfig
+    from nat.data_models.evaluate_runtime import EvaluationRunOutput
+    from nat.plugins.eval.runtime.evaluate import EvaluationRun
+except ImportError as import_error:  # pragma: no cover - guarded runtime path
+    _raise_full_eval_dependency_error(import_error)
 
 logger = logging.getLogger(__name__)
 
diff --git a/packages/nvidia_nat_eval/src/nat/plugins/eval/data_models/__init__.py b/packages/nvidia_nat_eval/src/nat/plugins/eval/data_models/__init__.py
new file mode 100644
index 0000000000..a0c7fb7932
--- /dev/null
+++ b/packages/nvidia_nat_eval/src/nat/plugins/eval/data_models/__init__.py
@@ -0,0 +1,15 @@
+# SPDX-FileCopyrightText: Copyright (c) 2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-License-Identifier: Apache-2.0
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""Eval plugin data models."""
diff --git a/packages/nvidia_nat_eval/src/nat/plugins/eval/data_models/evaluator_io.py b/packages/nvidia_nat_eval/src/nat/plugins/eval/data_models/evaluator_io.py
new file mode 100644
index 0000000000..7ca11eaecd
--- /dev/null
+++ b/packages/nvidia_nat_eval/src/nat/plugins/eval/data_models/evaluator_io.py
@@ -0,0 +1,42 @@
+# SPDX-FileCopyrightText: Copyright (c) 2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-License-Identifier: Apache-2.0
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""Evaluation output models owned by the eval plugin."""
+
+from __future__ import annotations
+
+from typing import Any
+
+from pydantic import BaseModel
+from pydantic import ConfigDict
+from pydantic import Field
+from pydantic import SerializeAsAny
+
+
+class EvalOutputItem(BaseModel):
+    """A single output item from evaluation."""
+
+    model_config = ConfigDict(exclude_none=True)  # pyright: ignore[reportCallIssue]
+
+    id: Any = Field(description="Identifier matching the corresponding input item.")
+    score: Any = Field(description="Evaluation score (typically float, may be NaN on failure).")
+    reasoning: Any = Field(description="Evaluation context and LLM judge explanation.")
+    error: str | None = Field(default=None, description="Evaluation error message if this item failed.")
+
+
+class EvalOutput(BaseModel):
+    """Container for evaluation output items."""
+
+    average_score: Any = Field(description="Average score across all evaluated items.")
+    eval_output_items: list[SerializeAsAny[EvalOutputItem]] = Field(description="List of evaluation results.")
diff --git a/packages/nvidia_nat_eval/src/nat/plugins/eval/evaluator/__init__.py b/packages/nvidia_nat_eval/src/nat/plugins/eval/evaluator/__init__.py
index 77ac9649b5..3b27ec67d2 100644
--- a/packages/nvidia_nat_eval/src/nat/plugins/eval/evaluator/__init__.py
+++ b/packages/nvidia_nat_eval/src/nat/plugins/eval/evaluator/__init__.py
@@ -14,6 +14,14 @@
 # limitations under the License.
 
 from .atif_base_evaluator import AtifBaseEvaluator
-from .base_evaluator import BaseEvaluator
 
-__all__ = ["AtifBaseEvaluator", "BaseEvaluator"]
+__all__ = ["AtifBaseEvaluator"]
+
+try:  # Base evaluator requires core runtime models.
+    from .base_evaluator import BaseEvaluator as _BaseEvaluator
+    BaseEvaluator = _BaseEvaluator
+    __all__.append("BaseEvaluator")
+except ModuleNotFoundError:
+    # In base `nvidia-nat-eval` installs, `nat.data_models` is intentionally absent.
+    # Keep ATIF-native imports working without pulling core dependencies.
+    pass
diff --git a/packages/nvidia_nat_eval/src/nat/plugins/eval/evaluator/atif_base_evaluator.py b/packages/nvidia_nat_eval/src/nat/plugins/eval/evaluator/atif_base_evaluator.py
index daf91b4bc5..142a0263aa 100644
--- a/packages/nvidia_nat_eval/src/nat/plugins/eval/evaluator/atif_base_evaluator.py
+++ b/packages/nvidia_nat_eval/src/nat/plugins/eval/evaluator/atif_base_evaluator.py
@@ -20,8 +20,8 @@
 from abc import ABC
 from abc import abstractmethod
 
-from nat.data_models.evaluator import EvalOutput
-from nat.data_models.evaluator import EvalOutputItem
+from nat.plugins.eval.data_models.evaluator_io import EvalOutput
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 from nat.plugins.eval.evaluator.atif_evaluator import AtifEvalSample
 from nat.plugins.eval.evaluator.atif_evaluator import AtifEvalSampleList
 
diff --git a/packages/nvidia_nat_eval/src/nat/plugins/eval/evaluator/atif_evaluator.py b/packages/nvidia_nat_eval/src/nat/plugins/eval/evaluator/atif_evaluator.py
index ea7c780d86..c5b5720efa 100644
--- a/packages/nvidia_nat_eval/src/nat/plugins/eval/evaluator/atif_evaluator.py
+++ b/packages/nvidia_nat_eval/src/nat/plugins/eval/evaluator/atif_evaluator.py
@@ -24,8 +24,8 @@
 from pydantic import BaseModel
 from pydantic import Field
 
-from nat.data_models.atif import ATIFTrajectory
-from nat.data_models.evaluator import EvalOutput
+from nat.atif import ATIFTrajectory
+from nat.plugins.eval.data_models.evaluator_io import EvalOutput
 
 
 class AtifEvalSample(BaseModel):
diff --git a/packages/nvidia_nat_eval/src/nat/plugins/eval/evaluator/base_evaluator.py b/packages/nvidia_nat_eval/src/nat/plugins/eval/evaluator/base_evaluator.py
index e35135b35d..69b120510c 100644
--- a/packages/nvidia_nat_eval/src/nat/plugins/eval/evaluator/base_evaluator.py
+++ b/packages/nvidia_nat_eval/src/nat/plugins/eval/evaluator/base_evaluator.py
@@ -21,8 +21,8 @@
 
 from nat.data_models.evaluator import EvalInput
 from nat.data_models.evaluator import EvalInputItem
-from nat.data_models.evaluator import EvalOutput
-from nat.data_models.evaluator import EvalOutputItem
+from nat.plugins.eval.data_models.evaluator_io import EvalOutput
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 from nat.plugins.eval.utils.tqdm_position_registry import TqdmPositionRegistry
 
 
diff --git a/packages/nvidia_nat_eval/src/nat/plugins/eval/evaluator/evaluator_model.py b/packages/nvidia_nat_eval/src/nat/plugins/eval/evaluator/evaluator_model.py
index d6ae990e4c..4f303d81cc 100644
--- a/packages/nvidia_nat_eval/src/nat/plugins/eval/evaluator/evaluator_model.py
+++ b/packages/nvidia_nat_eval/src/nat/plugins/eval/evaluator/evaluator_model.py
@@ -18,12 +18,13 @@
 
 from nat.data_models.evaluator import EvalInput  # noqa: F401
 from nat.data_models.evaluator import EvalInputItem  # noqa: F401
-from nat.data_models.evaluator import EvalOutput  # noqa: F401
-from nat.data_models.evaluator import EvalOutputItem  # noqa: F401
+from nat.plugins.eval.data_models.evaluator_io import EvalOutput  # noqa: F401
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem  # noqa: F401
 
 warnings.warn(
     "Importing evaluator models from 'nat.plugins.eval.evaluator.evaluator_model' is deprecated and this "
-    "compatibility layer will be removed in a future release. Use 'nat.data_models.evaluator' instead.",
+    "compatibility layer will be removed in a future release. Use 'nat.plugins.eval.data_models.evaluator_io' and "
+    "'nat.data_models.evaluator' instead.",
     UserWarning,
     stacklevel=2,
 )
diff --git a/packages/nvidia_nat_eval/src/nat/plugins/eval/fastapi/routes.py b/packages/nvidia_nat_eval/src/nat/plugins/eval/fastapi/routes.py
index 09fe7897ae..a38a900afc 100644
--- a/packages/nvidia_nat_eval/src/nat/plugins/eval/fastapi/routes.py
+++ b/packages/nvidia_nat_eval/src/nat/plugins/eval/fastapi/routes.py
@@ -24,6 +24,8 @@
 from fastapi import HTTPException
 from fastapi import Request
 
+from nat.data_models.evaluate_runtime import EvaluationRunConfig
+from nat.data_models.evaluate_runtime import EvaluationRunOutput
 from nat.data_models.evaluator import EvalInput
 from nat.front_ends.fastapi.fastapi_front_end_config import EvaluateItemRequest
 from nat.front_ends.fastapi.fastapi_front_end_config import EvaluateItemResponse
@@ -33,8 +35,6 @@
 from nat.front_ends.fastapi.routes.common_utils import RESPONSE_500
 from nat.front_ends.fastapi.routes.common_utils import _serialize_request
 from nat.plugins.eval.runtime.evaluate import EvaluationRun
-from nat.plugins.eval.runtime.evaluate import EvaluationRunConfig
-from nat.plugins.eval.runtime.evaluate import EvaluationRunOutput
 from nat.runtime.loader import load_workflow
 from nat.runtime.session import SessionManager
 
diff --git a/packages/nvidia_nat_eval/src/nat/plugins/eval/runtime/atif_adapter.py b/packages/nvidia_nat_eval/src/nat/plugins/eval/runtime/atif_adapter.py
index c0a8500daf..ed599fa20f 100644
--- a/packages/nvidia_nat_eval/src/nat/plugins/eval/runtime/atif_adapter.py
+++ b/packages/nvidia_nat_eval/src/nat/plugins/eval/runtime/atif_adapter.py
@@ -24,7 +24,7 @@
 from collections.abc import Mapping
 from typing import Any
 
-from nat.data_models.atif import ATIFTrajectory
+from nat.atif import ATIFTrajectory
 from nat.data_models.evaluator import EvalInput
 from nat.data_models.evaluator import EvalInputItem
 from nat.plugins.eval.evaluator.atif_evaluator import AtifEvalSample
diff --git a/packages/nvidia_nat_eval/src/nat/plugins/eval/runtime/eval_harness.py b/packages/nvidia_nat_eval/src/nat/plugins/eval/runtime/eval_harness.py
index 431b705e84..482964702e 100644
--- a/packages/nvidia_nat_eval/src/nat/plugins/eval/runtime/eval_harness.py
+++ b/packages/nvidia_nat_eval/src/nat/plugins/eval/runtime/eval_harness.py
@@ -34,7 +34,7 @@
 import asyncio
 import logging
 
-from nat.data_models.evaluator import EvalOutput
+from nat.plugins.eval.data_models.evaluator_io import EvalOutput
 from nat.plugins.eval.evaluator.atif_evaluator import AtifEvalSampleList
 from nat.plugins.eval.evaluator.atif_evaluator import AtifEvaluator
 
diff --git a/packages/nvidia_nat_eval/src/nat/plugins/eval/runtime/evaluate.py b/packages/nvidia_nat_eval/src/nat/plugins/eval/runtime/evaluate.py
index 4770a2cc8c..38df04f7b0 100644
--- a/packages/nvidia_nat_eval/src/nat/plugins/eval/runtime/evaluate.py
+++ b/packages/nvidia_nat_eval/src/nat/plugins/eval/runtime/evaluate.py
@@ -32,22 +32,6 @@
 from pydantic import SecretStr
 from tqdm import tqdm
 
-from nat.builder.context import ContextState
-from nat.data_models.config import Config
-from nat.data_models.evaluate_config import EvalConfig
-from nat.data_models.evaluate_config import JobEvictionPolicy
-from nat.data_models.evaluate_runtime import EvaluationRunConfig
-from nat.data_models.evaluate_runtime import EvaluationRunOutput
-from nat.data_models.evaluate_runtime import ProfilerResults
-from nat.data_models.evaluate_runtime import UsageStats
-from nat.data_models.evaluate_runtime import UsageStatsItem
-from nat.data_models.evaluate_runtime import UsageStatsLLM
-from nat.data_models.evaluator import EvalInput
-from nat.data_models.evaluator import EvalInputItem
-from nat.data_models.evaluator import EvalOutput
-from nat.data_models.intermediate_step import IntermediateStepType
-from nat.data_models.user_info import BasicUserInfo
-from nat.data_models.user_info import UserInfo
 from nat.plugins.eval.dataset_handler.dataset_handler import DatasetHandler
 from nat.plugins.eval.eval_callbacks import EvalCallbackManager
 from nat.plugins.eval.evaluator.atif_evaluator import AtifEvaluator
@@ -55,7 +39,36 @@
 from nat.plugins.eval.runtime.eval_harness import EvaluationHarness
 from nat.plugins.eval.runtime.llm_validator import validate_llm_endpoints
 from nat.plugins.eval.utils.output_uploader import OutputUploader
-from nat.runtime.session import SessionManager
+
+FULL_EVAL_INSTALL_HINT = ("Full workflow evaluation requires optional dependencies that are not installed. "
+                          "Install with: pip install \"nvidia-nat[eval]\" "
+                          "(or pip install \"nvidia-nat-eval[full]\")")
+
+
+def _raise_full_eval_dependency_error(error: Exception):
+    raise ModuleNotFoundError(FULL_EVAL_INSTALL_HINT) from error
+
+
+try:
+    from nat.builder.context import ContextState
+    from nat.data_models.config import Config
+    from nat.data_models.evaluate_config import EvalConfig
+    from nat.data_models.evaluate_config import JobEvictionPolicy
+    from nat.data_models.evaluate_runtime import EvaluationRunConfig
+    from nat.data_models.evaluate_runtime import EvaluationRunOutput
+    from nat.data_models.evaluate_runtime import ProfilerResults
+    from nat.data_models.evaluate_runtime import UsageStats
+    from nat.data_models.evaluate_runtime import UsageStatsItem
+    from nat.data_models.evaluate_runtime import UsageStatsLLM
+    from nat.data_models.evaluator import EvalInput
+    from nat.data_models.evaluator import EvalInputItem
+    from nat.data_models.intermediate_step import IntermediateStepType
+    from nat.data_models.user_info import BasicUserInfo
+    from nat.data_models.user_info import UserInfo
+    from nat.plugins.eval.data_models.evaluator_io import EvalOutput
+    from nat.runtime.session import SessionManager
+except ImportError as import_error:  # pragma: no cover - guarded runtime path
+    _raise_full_eval_dependency_error(import_error)
 
 if TYPE_CHECKING:
     from starlette.requests import HTTPConnection
diff --git a/packages/nvidia_nat_eval/tests/eval/dataset_handler/test_dataset_handler.py b/packages/nvidia_nat_eval/tests/eval/dataset_handler/test_dataset_handler.py
index be544f624d..b9f286e7b5 100644
--- a/packages/nvidia_nat_eval/tests/eval/dataset_handler/test_dataset_handler.py
+++ b/packages/nvidia_nat_eval/tests/eval/dataset_handler/test_dataset_handler.py
@@ -25,11 +25,11 @@
 from nat.data_models.dataset_handler import EvalDatasetStructureConfig
 from nat.data_models.evaluator import EvalInput
 from nat.data_models.evaluator import EvalInputItem
-from nat.data_models.evaluator import EvalOutputItem
 from nat.data_models.intermediate_step import IntermediateStep
 from nat.data_models.intermediate_step import IntermediateStepPayload
 from nat.data_models.intermediate_step import IntermediateStepType
 from nat.data_models.invocation_node import InvocationNode
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 from nat.plugins.eval.dataset_handler.dataset_handler import DatasetHandler
 
 
diff --git a/packages/nvidia_nat_eval/tests/eval/evaluator/test_atif_base_evaluator.py b/packages/nvidia_nat_eval/tests/eval/evaluator/test_atif_base_evaluator.py
index b71dc25af6..c43f394d47 100644
--- a/packages/nvidia_nat_eval/tests/eval/evaluator/test_atif_base_evaluator.py
+++ b/packages/nvidia_nat_eval/tests/eval/evaluator/test_atif_base_evaluator.py
@@ -15,9 +15,9 @@
 
 import asyncio
 
-from nat.data_models.atif import ATIFAgentConfig
-from nat.data_models.atif import ATIFTrajectory
-from nat.data_models.evaluator import EvalOutputItem
+from nat.atif import ATIFAgentConfig
+from nat.atif import ATIFTrajectory
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 from nat.plugins.eval.evaluator.atif_base_evaluator import AtifBaseEvaluator
 from nat.plugins.eval.evaluator.atif_evaluator import AtifEvalSample
 
diff --git a/packages/nvidia_nat_eval/tests/eval/evaluator/test_custom_evaluator.py b/packages/nvidia_nat_eval/tests/eval/evaluator/test_custom_evaluator.py
index 177c8488d8..f0835be5ad 100644
--- a/packages/nvidia_nat_eval/tests/eval/evaluator/test_custom_evaluator.py
+++ b/packages/nvidia_nat_eval/tests/eval/evaluator/test_custom_evaluator.py
@@ -17,7 +17,7 @@
 
 from nat.data_models.evaluator import EvalInput
 from nat.data_models.evaluator import EvalInputItem
-from nat.data_models.evaluator import EvalOutputItem
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 from nat.plugins.eval.evaluator.base_evaluator import BaseEvaluator
 
 
diff --git a/packages/nvidia_nat_eval/tests/eval/runners/test_multi_eval_runner.py b/packages/nvidia_nat_eval/tests/eval/runners/test_multi_eval_runner.py
index 0983982eda..7f1b3c88ea 100644
--- a/packages/nvidia_nat_eval/tests/eval/runners/test_multi_eval_runner.py
+++ b/packages/nvidia_nat_eval/tests/eval/runners/test_multi_eval_runner.py
@@ -24,8 +24,8 @@
 from nat.data_models.evaluate_runtime import ProfilerResults
 from nat.data_models.evaluator import EvalInput
 from nat.data_models.evaluator import EvalInputItem
-from nat.data_models.evaluator import EvalOutput
-from nat.data_models.evaluator import EvalOutputItem
+from nat.plugins.eval.data_models.evaluator_io import EvalOutput
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 from nat.plugins.eval.runners.config import MultiEvaluationRunConfig
 from nat.plugins.eval.runners.multi_eval_runner import MultiEvaluationRunner
 
diff --git a/packages/nvidia_nat_eval/tests/eval/test_atif_adapter.py b/packages/nvidia_nat_eval/tests/eval/test_atif_adapter.py
index b0488022c7..f56334c4cf 100644
--- a/packages/nvidia_nat_eval/tests/eval/test_atif_adapter.py
+++ b/packages/nvidia_nat_eval/tests/eval/test_atif_adapter.py
@@ -13,8 +13,8 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-from nat.data_models.atif import ATIFAgentConfig
-from nat.data_models.atif import ATIFTrajectory
+from nat.atif import ATIFAgentConfig
+from nat.atif import ATIFTrajectory
 from nat.data_models.evaluator import EvalInput
 from nat.data_models.evaluator import EvalInputItem
 from nat.data_models.intermediate_step import IntermediateStep
diff --git a/packages/nvidia_nat_eval/tests/eval/test_dependency_guidance.py b/packages/nvidia_nat_eval/tests/eval/test_dependency_guidance.py
new file mode 100644
index 0000000000..9b91c6759a
--- /dev/null
+++ b/packages/nvidia_nat_eval/tests/eval/test_dependency_guidance.py
@@ -0,0 +1,29 @@
+# SPDX-FileCopyrightText: Copyright (c) 2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-License-Identifier: Apache-2.0
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import pytest
+
+from nat.plugins.eval.cli import evaluate as cli_evaluate
+from nat.plugins.eval.runtime import evaluate as runtime_evaluate
+
+
+def test_runtime_full_dependency_error_includes_install_hint():
+    with pytest.raises(ModuleNotFoundError, match=r'nvidia-nat-eval\[full\]'):
+        runtime_evaluate._raise_full_eval_dependency_error(ImportError("mock missing dependency"))
+
+
+def test_cli_full_dependency_error_includes_install_hint():
+    with pytest.raises(ModuleNotFoundError, match=r'nvidia-nat-eval\[full\]'):
+        cli_evaluate._raise_full_eval_dependency_error(ImportError("mock missing dependency"))
diff --git a/packages/nvidia_nat_eval/tests/eval/test_eval_harness.py b/packages/nvidia_nat_eval/tests/eval/test_eval_harness.py
index ed9be89738..2e3f8d67fd 100644
--- a/packages/nvidia_nat_eval/tests/eval/test_eval_harness.py
+++ b/packages/nvidia_nat_eval/tests/eval/test_eval_harness.py
@@ -16,8 +16,8 @@
 from unittest.mock import AsyncMock
 from unittest.mock import patch
 
-from nat.data_models.evaluator import EvalOutput
-from nat.data_models.evaluator import EvalOutputItem
+from nat.plugins.eval.data_models.evaluator_io import EvalOutput
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 from nat.plugins.eval.runtime.eval_harness import EvaluationHarness
 
 
diff --git a/packages/nvidia_nat_eval/tests/eval/test_evaluate.py b/packages/nvidia_nat_eval/tests/eval/test_evaluate.py
index fa8bcce58f..78e9dbdf86 100644
--- a/packages/nvidia_nat_eval/tests/eval/test_evaluate.py
+++ b/packages/nvidia_nat_eval/tests/eval/test_evaluate.py
@@ -40,13 +40,13 @@
 from nat.data_models.evaluate_runtime import ProfilerResults
 from nat.data_models.evaluator import EvalInput
 from nat.data_models.evaluator import EvalInputItem
-from nat.data_models.evaluator import EvalOutput
-from nat.data_models.evaluator import EvalOutputItem
 from nat.data_models.intermediate_step import IntermediateStep
 from nat.data_models.intermediate_step import IntermediateStepPayload
 from nat.data_models.intermediate_step import IntermediateStepType
 from nat.data_models.intermediate_step import StreamEventData
 from nat.data_models.invocation_node import InvocationNode
+from nat.plugins.eval.data_models.evaluator_io import EvalOutput
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 from nat.plugins.eval.exporters.file_eval_callback import FileEvalCallback
 from nat.plugins.eval.runtime.evaluate import EvaluationRun
 from nat.runtime.session import SessionManager
diff --git a/packages/nvidia_nat_eval/tests/eval/test_file_eval_callback.py b/packages/nvidia_nat_eval/tests/eval/test_file_eval_callback.py
index 0111c50511..63ac6fee10 100644
--- a/packages/nvidia_nat_eval/tests/eval/test_file_eval_callback.py
+++ b/packages/nvidia_nat_eval/tests/eval/test_file_eval_callback.py
@@ -23,10 +23,10 @@
 from nat.data_models.config import Config
 from nat.data_models.evaluate_config import EvalConfig
 from nat.data_models.evaluate_runtime import EvaluationRunConfig
-from nat.data_models.evaluator import EvalOutput
-from nat.data_models.evaluator import EvalOutputItem
 from nat.eval.eval_callbacks import EvalResult
 from nat.eval.eval_callbacks import EvalResultItem
+from nat.plugins.eval.data_models.evaluator_io import EvalOutput
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 from nat.plugins.eval.exporters.file_eval_callback import FileEvalCallback
 
 
diff --git a/packages/nvidia_nat_eval/tests/fastapi/test_evaluate_endpoints.py b/packages/nvidia_nat_eval/tests/fastapi/test_evaluate_endpoints.py
index 5d49301ef9..58a1af9435 100644
--- a/packages/nvidia_nat_eval/tests/fastapi/test_evaluate_endpoints.py
+++ b/packages/nvidia_nat_eval/tests/fastapi/test_evaluate_endpoints.py
@@ -347,8 +347,8 @@ async def evaluate_item_client_fixture(restore_environ) -> TestClient:
 
     from nat.builder.evaluator import EvaluatorInfo
     from nat.data_models.evaluator import EvalInput
-    from nat.data_models.evaluator import EvalOutput
-    from nat.data_models.evaluator import EvalOutputItem
+    from nat.plugins.eval.data_models.evaluator_io import EvalOutput
+    from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 
     config = Config()
     config.general.front_end = FastApiFrontEndConfig(evaluate_item=FastApiFrontEndConfig.EndpointBase(
diff --git a/packages/nvidia_nat_eval/uv.lock b/packages/nvidia_nat_eval/uv.lock
index 2a31739586..b6fbf7968f 100644
--- a/packages/nvidia_nat_eval/uv.lock
+++ b/packages/nvidia_nat_eval/uv.lock
@@ -1531,6 +1531,16 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/e5/b7d20451657664b07986c2f6e3be564433f5dcaf3482d68eaecd79afaf03/numpy-2.4.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:be71bf1edb48ebbbf7f6337b5bfd2f895d1902f6335a5830b20141fc126ffba0", size = 12502577, upload-time = "2026-01-31T23:13:07.08Z" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1549,6 +1559,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1600,6 +1611,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "." },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -1633,26 +1645,34 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "." }
 dependencies = [
+    { name = "nvidia-nat-atif" },
+]
+
+[package.optional-dependencies]
+full = [
     { name = "datasets" },
     { name = "nvidia-nat-core" },
     { name = "openpyxl" },
 ]
-
-[package.optional-dependencies]
 test = [
+    { name = "datasets" },
     { name = "nvidia-nat-core", extra = ["async-endpoints"] },
     { name = "nvidia-nat-test" },
+    { name = "openpyxl" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
 [[package]]
 name = "nvidia-nat-test"
diff --git a/packages/nvidia_nat_fastmcp/uv.lock b/packages/nvidia_nat_fastmcp/uv.lock
index c6ff650948..9ce46b6b7f 100644
--- a/packages/nvidia_nat_fastmcp/uv.lock
+++ b/packages/nvidia_nat_fastmcp/uv.lock
@@ -333,10 +333,16 @@ sdist = { url = "https://files.pythonhosted.org/packages/92/88/b8527e1b00c1811db
 wheels = [
     { url = "https://files.pythonhosted.org/packages/ec/90/543f556fcfcfa270713eef906b6352ab048e1e557afec12925c991dc93c2/caio-0.9.25-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:d6956d9e4a27021c8bd6c9677f3a59eb1d820cc32d0343cea7961a03b1371965", size = 36839, upload-time = "2025-12-26T15:21:40.267Z" },
     { url = "https://files.pythonhosted.org/packages/51/3b/36f3e8ec38dafe8de4831decd2e44c69303d2a3892d16ceda42afed44e1b/caio-0.9.25-cp311-cp311-manylinux2010_x86_64.manylinux2014_x86_64.manylinux_2_12_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:bf84bfa039f25ad91f4f52944452a5f6f405e8afab4d445450978cd6241d1478", size = 80255, upload-time = "2025-12-26T15:22:20.271Z" },
+    { url = "https://files.pythonhosted.org/packages/df/ce/65e64867d928e6aff1b4f0e12dba0ef6d5bf412c240dc1df9d421ac10573/caio-0.9.25-cp311-cp311-manylinux_2_34_aarch64.whl", hash = "sha256:ae3d62587332bce600f861a8de6256b1014d6485cfd25d68c15caf1611dd1f7c", size = 80052, upload-time = "2026-03-04T22:08:20.402Z" },
+    { url = "https://files.pythonhosted.org/packages/46/90/e278863c47e14ec58309aa2e38a45882fbe67b4cc29ec9bc8f65852d3e45/caio-0.9.25-cp311-cp311-manylinux_2_34_x86_64.whl", hash = "sha256:fc220b8533dcf0f238a6b1a4a937f92024c71e7b10b5a2dfc1c73604a25709bc", size = 78273, upload-time = "2026-03-04T22:08:21.368Z" },
     { url = "https://files.pythonhosted.org/packages/d3/25/79c98ebe12df31548ba4eaf44db11b7cad6b3e7b4203718335620939083c/caio-0.9.25-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:fb7ff95af4c31ad3f03179149aab61097a71fd85e05f89b4786de0359dffd044", size = 36983, upload-time = "2025-12-26T15:21:36.075Z" },
     { url = "https://files.pythonhosted.org/packages/a3/2b/21288691f16d479945968a0a4f2856818c1c5be56881d51d4dac9b255d26/caio-0.9.25-cp312-cp312-manylinux2010_x86_64.manylinux2014_x86_64.manylinux_2_12_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:97084e4e30dfa598449d874c4d8e0c8d5ea17d2f752ef5e48e150ff9d240cd64", size = 82012, upload-time = "2025-12-26T15:22:20.983Z" },
+    { url = "https://files.pythonhosted.org/packages/03/c4/8a1b580875303500a9c12b9e0af58cb82e47f5bcf888c2457742a138273c/caio-0.9.25-cp312-cp312-manylinux_2_34_aarch64.whl", hash = "sha256:4fa69eba47e0f041b9d4f336e2ad40740681c43e686b18b191b6c5f4c5544bfb", size = 81502, upload-time = "2026-03-04T22:08:22.381Z" },
+    { url = "https://files.pythonhosted.org/packages/d1/1c/0fe770b8ffc8362c48134d1592d653a81a3d8748d764bec33864db36319d/caio-0.9.25-cp312-cp312-manylinux_2_34_x86_64.whl", hash = "sha256:6bebf6f079f1341d19f7386db9b8b1f07e8cc15ae13bfdaff573371ba0575d69", size = 80200, upload-time = "2026-03-04T22:08:23.382Z" },
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+    { url = "https://files.pythonhosted.org/packages/9c/12/c39ae2a4037cb10ad5eb3578eb4d5f8c1a2575c62bba675f3406b7ef0824/caio-0.9.25-cp313-cp313-manylinux_2_34_aarch64.whl", hash = "sha256:1a177d4777141b96f175fe2c37a3d96dec7911ed9ad5f02bac38aaa1c936611f", size = 81523, upload-time = "2026-03-04T22:08:25.187Z" },
+    { url = "https://files.pythonhosted.org/packages/22/59/f8f2e950eb4f1a5a3883e198dca514b9d475415cb6cd7b78b9213a0dd45a/caio-0.9.25-cp313-cp313-manylinux_2_34_x86_64.whl", hash = "sha256:9ed3cfb28c0e99fec5e208c934e5c157d0866aa9c32aa4dc5e9b6034af6286b7", size = 80243, upload-time = "2026-03-04T22:08:26.449Z" },
     { url = "https://files.pythonhosted.org/packages/86/93/1f76c8d1bafe3b0614e06b2195784a3765bbf7b0a067661af9e2dd47fc33/caio-0.9.25-py3-none-any.whl", hash = "sha256:06c0bb02d6b929119b1cfbe1ca403c768b2013a369e2db46bfa2a5761cf82e40", size = 19087, upload-time = "2025-12-26T15:22:00.221Z" },
 ]
 
@@ -1643,6 +1649,16 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/e5/b7d20451657664b07986c2f6e3be564433f5dcaf3482d68eaecd79afaf03/numpy-2.4.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:be71bf1edb48ebbbf7f6337b5bfd2f895d1902f6335a5830b20141fc126ffba0", size = 12502577, upload-time = "2026-01-31T23:13:07.08Z" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1661,6 +1677,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1704,6 +1721,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/packages/nvidia_nat_langchain/src/nat/plugins/langchain/eval/langsmith_evaluator_adapter.py b/packages/nvidia_nat_langchain/src/nat/plugins/langchain/eval/langsmith_evaluator_adapter.py
index c65a992879..d9287ee2c5 100644
--- a/packages/nvidia_nat_langchain/src/nat/plugins/langchain/eval/langsmith_evaluator_adapter.py
+++ b/packages/nvidia_nat_langchain/src/nat/plugins/langchain/eval/langsmith_evaluator_adapter.py
@@ -23,7 +23,7 @@
 from typing_extensions import override
 
 from nat.data_models.evaluator import EvalInputItem
-from nat.data_models.evaluator import EvalOutputItem
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 from nat.plugins.eval.evaluator.base_evaluator import BaseEvaluator
 
 from .utils import eval_input_item_to_openevals_kwargs
diff --git a/packages/nvidia_nat_langchain/src/nat/plugins/langchain/eval/trajectory_evaluator.py b/packages/nvidia_nat_langchain/src/nat/plugins/langchain/eval/trajectory_evaluator.py
index b33a7ffd12..02f60925ee 100644
--- a/packages/nvidia_nat_langchain/src/nat/plugins/langchain/eval/trajectory_evaluator.py
+++ b/packages/nvidia_nat_langchain/src/nat/plugins/langchain/eval/trajectory_evaluator.py
@@ -28,11 +28,11 @@
 from nat.builder.evaluator import EvaluatorInfo
 from nat.cli.register_workflow import register_evaluator
 from nat.data_models.evaluator import EvalInputItem
-from nat.data_models.evaluator import EvalOutput
-from nat.data_models.evaluator import EvalOutputItem
 from nat.data_models.evaluator import EvaluatorLLMConfig
 from nat.data_models.intermediate_step import IntermediateStep
 from nat.data_models.intermediate_step import IntermediateStepType
+from nat.plugins.eval.data_models.evaluator_io import EvalOutput
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 from nat.plugins.eval.evaluator.atif_evaluator import AtifEvalSample
 from nat.plugins.eval.evaluator.atif_evaluator import AtifEvalSampleList
 from nat.plugins.eval.evaluator.base_evaluator import BaseEvaluator
diff --git a/packages/nvidia_nat_langchain/src/nat/plugins/langchain/eval/tunable_rag_evaluator.py b/packages/nvidia_nat_langchain/src/nat/plugins/langchain/eval/tunable_rag_evaluator.py
index 323fe3762b..9c691603de 100644
--- a/packages/nvidia_nat_langchain/src/nat/plugins/langchain/eval/tunable_rag_evaluator.py
+++ b/packages/nvidia_nat_langchain/src/nat/plugins/langchain/eval/tunable_rag_evaluator.py
@@ -25,17 +25,17 @@
 from langchain_core.runnables import RunnableLambda
 from pydantic import Field
 
+from nat.atif import ATIFContentPart
+from nat.atif import ATIFTrajectory
 from nat.builder.builder import EvalBuilder
 from nat.builder.evaluator import EvaluatorInfo
 from nat.builder.framework_enum import LLMFrameworkEnum
 from nat.cli.register_workflow import register_evaluator
-from nat.data_models.atif import ATIFContentPart
-from nat.data_models.atif import ATIFTrajectory
 from nat.data_models.component_ref import LLMRef
 from nat.data_models.evaluator import EvalInputItem
-from nat.data_models.evaluator import EvalOutput
-from nat.data_models.evaluator import EvalOutputItem
 from nat.data_models.evaluator import EvaluatorBaseConfig
+from nat.plugins.eval.data_models.evaluator_io import EvalOutput
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 from nat.plugins.eval.evaluator.atif_evaluator import AtifEvalSample
 from nat.plugins.eval.evaluator.atif_evaluator import AtifEvalSampleList
 from nat.plugins.eval.evaluator.base_evaluator import BaseEvaluator
diff --git a/packages/nvidia_nat_langchain/src/nat/plugins/langchain/eval/utils.py b/packages/nvidia_nat_langchain/src/nat/plugins/langchain/eval/utils.py
index e721401be9..bcb239b0d6 100644
--- a/packages/nvidia_nat_langchain/src/nat/plugins/langchain/eval/utils.py
+++ b/packages/nvidia_nat_langchain/src/nat/plugins/langchain/eval/utils.py
@@ -22,7 +22,7 @@
 from langsmith.evaluation.evaluator import EvaluationResult
 
 from nat.data_models.evaluator import EvalInputItem
-from nat.data_models.evaluator import EvalOutputItem
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 
 _MISSING = object()
 
diff --git a/packages/nvidia_nat_langchain/tests/eval/test_langsmith_evaluator.py b/packages/nvidia_nat_langchain/tests/eval/test_langsmith_evaluator.py
index 00617b51a8..db7f045652 100644
--- a/packages/nvidia_nat_langchain/tests/eval/test_langsmith_evaluator.py
+++ b/packages/nvidia_nat_langchain/tests/eval/test_langsmith_evaluator.py
@@ -22,7 +22,7 @@
 
 from nat.builder.evaluator import EvaluatorInfo
 from nat.data_models.evaluator import EvalInput
-from nat.data_models.evaluator import EvalOutputItem
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 from nat.plugins.langchain.eval.langsmith_evaluator import LangSmithEvaluatorConfig
 from nat.plugins.langchain.eval.langsmith_evaluator import register_langsmith_evaluator
 from nat.plugins.langchain.eval.langsmith_evaluator_adapter import LangSmithEvaluatorAdapter
diff --git a/packages/nvidia_nat_langchain/tests/eval/test_trajectory_evaluate.py b/packages/nvidia_nat_langchain/tests/eval/test_trajectory_evaluate.py
index 57fd75e1f5..983a927ed3 100644
--- a/packages/nvidia_nat_langchain/tests/eval/test_trajectory_evaluate.py
+++ b/packages/nvidia_nat_langchain/tests/eval/test_trajectory_evaluate.py
@@ -21,20 +21,20 @@
 from langchain_core.language_models import BaseChatModel
 from langchain_core.tools import BaseTool
 
-from nat.data_models.atif import ATIFAgentConfig
-from nat.data_models.atif import ATIFObservation
-from nat.data_models.atif import ATIFObservationResult
-from nat.data_models.atif import ATIFStep
-from nat.data_models.atif import ATIFToolCall
-from nat.data_models.atif import ATIFTrajectory
+from nat.atif import ATIFAgentConfig
+from nat.atif import ATIFObservation
+from nat.atif import ATIFObservationResult
+from nat.atif import ATIFStep
+from nat.atif import ATIFToolCall
+from nat.atif import ATIFTrajectory
 from nat.data_models.evaluator import EvalInput
 from nat.data_models.evaluator import EvalInputItem
-from nat.data_models.evaluator import EvalOutput
 from nat.data_models.intermediate_step import IntermediateStep
 from nat.data_models.intermediate_step import IntermediateStepPayload
 from nat.data_models.intermediate_step import IntermediateStepType
 from nat.data_models.intermediate_step import StreamEventData
 from nat.data_models.invocation_node import InvocationNode
+from nat.plugins.eval.data_models.evaluator_io import EvalOutput
 from nat.plugins.eval.evaluator.atif_evaluator import AtifEvalSample
 from nat.plugins.langchain.eval.trajectory_evaluator import TrajectoryEvaluator
 from nat.plugins.langchain.eval.trajectory_evaluator import TrajectoryEvaluatorConfig
diff --git a/packages/nvidia_nat_langchain/tests/eval/test_tunable_rag_evaluate.py b/packages/nvidia_nat_langchain/tests/eval/test_tunable_rag_evaluate.py
index 09110c3e7a..483ef55459 100644
--- a/packages/nvidia_nat_langchain/tests/eval/test_tunable_rag_evaluate.py
+++ b/packages/nvidia_nat_langchain/tests/eval/test_tunable_rag_evaluate.py
@@ -19,12 +19,12 @@
 import pytest
 from langchain_core.language_models import BaseChatModel
 
-from nat.data_models.atif import ATIFAgentConfig
-from nat.data_models.atif import ATIFStep
-from nat.data_models.atif import ATIFTrajectory
+from nat.atif import ATIFAgentConfig
+from nat.atif import ATIFStep
+from nat.atif import ATIFTrajectory
 from nat.data_models.evaluator import EvalInput
 from nat.data_models.evaluator import EvalInputItem
-from nat.data_models.evaluator import EvalOutput
+from nat.plugins.eval.data_models.evaluator_io import EvalOutput
 from nat.plugins.eval.evaluator.atif_evaluator import AtifEvalSample
 from nat.plugins.langchain.eval.tunable_rag_evaluator import TunableRagEvaluator
 from nat.plugins.langchain.eval.tunable_rag_evaluator import TunableRagEvaluatorConfig
diff --git a/packages/nvidia_nat_langchain/tests/eval/test_utils.py b/packages/nvidia_nat_langchain/tests/eval/test_utils.py
index 141d0d60b3..75c518baac 100644
--- a/packages/nvidia_nat_langchain/tests/eval/test_utils.py
+++ b/packages/nvidia_nat_langchain/tests/eval/test_utils.py
@@ -20,7 +20,7 @@
 
 from nat.data_models.evaluator import EvalInput
 from nat.data_models.evaluator import EvalInputItem
-from nat.data_models.evaluator import EvalOutputItem
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 from nat.plugins.langchain.eval.langsmith_evaluator_adapter import LangSmithEvaluatorAdapter
 from nat.plugins.langchain.eval.utils import _extract_field
 from nat.plugins.langchain.eval.utils import eval_input_item_to_openevals_kwargs
diff --git a/packages/nvidia_nat_langchain/uv.lock b/packages/nvidia_nat_langchain/uv.lock
index 2bd15bd1e8..6ebb1648ff 100644
--- a/packages/nvidia_nat_langchain/uv.lock
+++ b/packages/nvidia_nat_langchain/uv.lock
@@ -574,40 +574,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c3/be/d0d44e092656fe7a06b55e6103cbce807cdbdee17884a5367c68c9860853/dataclasses_json-0.6.7-py3-none-any.whl", hash = "sha256:0dbf33f26c8d5305befd61b39d2b3414e8a407bedc2834dea9b8d642666fb40a", size = 28686, upload-time = "2024-06-09T16:20:16.715Z" },
 ]
 
-[[package]]
-name = "datasets"
-version = "4.5.0"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "dill" },
-    { name = "filelock" },
-    { name = "fsspec", extra = ["http"] },
-    { name = "httpx" },
-    { name = "huggingface-hub" },
-    { name = "multiprocess" },
-    { name = "numpy" },
-    { name = "packaging" },
-    { name = "pandas" },
-    { name = "pyarrow" },
-    { name = "pyyaml" },
-    { name = "requests" },
-    { name = "tqdm" },
-    { name = "xxhash" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/55/bf/bb927bde63d649296c83e883171ae77074717c1b80fe2868b328bd0dbcbb/datasets-4.5.0.tar.gz", hash = "sha256:00c698ce1c2452e646cc5fad47fef39d3fe78dd650a8a6eb205bb45eb63cd500", size = 588384, upload-time = "2026-01-14T18:27:54.297Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/fc/d5/0d563ea3c205eee226dc8053cf7682a8ac588db8acecd0eda2b587987a0b/datasets-4.5.0-py3-none-any.whl", hash = "sha256:b5d7e08096ffa407dd69e58b1c0271c9b2506140839b8d99af07375ad31b6726", size = 515196, upload-time = "2026-01-14T18:27:52.419Z" },
-]
-
-[[package]]
-name = "dill"
-version = "0.4.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/12/80/630b4b88364e9a8c8c5797f4602d0f76ef820909ee32f0bacb9f90654042/dill-0.4.0.tar.gz", hash = "sha256:0633f1d2df477324f53a895b02c901fb961bdbf65a17122586ea7019292cbcf0", size = 186976, upload-time = "2025-04-16T00:41:48.867Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/50/3d/9373ad9c56321fdab5b41197068e1d8c25883b3fea29dd361f9b55116869/dill-0.4.0-py3-none-any.whl", hash = "sha256:44f54bf6412c2c8464c14e8243eb163690a9800dbe2c367330883b19c7561049", size = 119668, upload-time = "2025-04-16T00:41:47.671Z" },
-]
-
 [[package]]
 name = "distro"
 version = "1.9.0"
@@ -617,15 +583,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/12/b3/231ffd4ab1fc9d679809f356cebee130ac7daa00d6d6f3206dd4fd137e9e/distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2", size = 20277, upload-time = "2023-12-24T09:54:30.421Z" },
 ]
 
-[[package]]
-name = "et-xmlfile"
-version = "2.0.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/d3/38/af70d7ab1ae9d4da450eeec1fa3918940a5fafb9055e934af8d6eb0c2313/et_xmlfile-2.0.0.tar.gz", hash = "sha256:dab3f4764309081ce75662649be815c4c9081e88f0837825f90fd28317d4da54", size = 17234, upload-time = "2024-10-25T17:25:40.039Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/c1/8b/5fe2cc11fee489817272089c4203e679c63b570a5aaeb18d852ae3cbba6a/et_xmlfile-2.0.0-py3-none-any.whl", hash = "sha256:7a91720bc756843502c3b7504c77b8fe44217c85c537d85037f0f536151b2caa", size = 18059, upload-time = "2024-10-25T17:25:39.051Z" },
-]
-
 [[package]]
 name = "expandvars"
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+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
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 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1789,6 +1731,7 @@ dependencies = [
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     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1832,6 +1775,7 @@ requires-dist = [
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     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
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@@ -1865,20 +1809,21 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../nvidia_nat_eval" }
 dependencies = [
-    { name = "datasets" },
-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
 ]
 
 [package.metadata]
 requires-dist = [
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-    { name = "nvidia-nat-core", editable = "../nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../nvidia_nat_core" },
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     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
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-    { url = "https://files.pythonhosted.org/packages/0c/86/b912195eee0903b5611bf596833def7d146ab2d301afeb4b722c57ffc966/pyarrow-23.0.1-cp313-cp313t-manylinux_2_28_aarch64.whl", hash = "sha256:cd395abf8f91c673dd3589cadc8cc1ee4e8674fa61b2e923c8dd215d9c7d1f41", size = 44520337, upload-time = "2026-02-16T10:11:47.764Z" },
-    { url = "https://files.pythonhosted.org/packages/69/c2/f2a717fb824f62d0be952ea724b4f6f9372a17eed6f704b5c9526f12f2f1/pyarrow-23.0.1-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:00be9576d970c31defb5c32eb72ef585bf600ef6d0a82d5eccaae96639cf9d07", size = 47548944, upload-time = "2026-02-16T10:11:56.607Z" },
-    { url = "https://files.pythonhosted.org/packages/84/a7/90007d476b9f0dc308e3bc57b832d004f848fd6c0da601375d20d92d1519/pyarrow-23.0.1-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:c2139549494445609f35a5cda4eb94e2c9e4d704ce60a095b342f82460c73a83", size = 48236269, upload-time = "2026-02-16T10:12:04.47Z" },
-    { url = "https://files.pythonhosted.org/packages/b0/3f/b16fab3e77709856eb6ac328ce35f57a6d4a18462c7ca5186ef31b45e0e0/pyarrow-23.0.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:7044b442f184d84e2351e5084600f0d7343d6117aabcbc1ac78eb1ae11eb4125", size = 50604794, upload-time = "2026-02-16T10:12:11.797Z" },
-    { url = "https://files.pythonhosted.org/packages/e9/a1/22df0620a9fac31d68397a75465c344e83c3dfe521f7612aea33e27ab6c0/pyarrow-23.0.1-cp313-cp313t-win_amd64.whl", hash = "sha256:a35581e856a2fafa12f3f54fce4331862b1cfb0bef5758347a858a4aa9d6bae8", size = 27660642, upload-time = "2026-02-16T10:12:17.746Z" },
-]
-
 [[package]]
 name = "pycparser"
 version = "3.0"
diff --git a/packages/nvidia_nat_llama_index/uv.lock b/packages/nvidia_nat_llama_index/uv.lock
index 83b21091f5..e8572d732b 100644
--- a/packages/nvidia_nat_llama_index/uv.lock
+++ b/packages/nvidia_nat_llama_index/uv.lock
@@ -950,6 +950,7 @@ dependencies = [
     { name = "griffecli" },
     { name = "griffelib" },
 ]
+sdist = { url = "https://files.pythonhosted.org/packages/04/56/28a0accac339c164b52a92c6cfc45a903acc0c174caa5c1713803467b533/griffe-2.0.0.tar.gz", hash = "sha256:c68979cd8395422083a51ea7cf02f9c119d889646d99b7b656ee43725de1b80f", size = 293906, upload-time = "2026-03-23T21:06:53.402Z" }
 wheels = [
     { url = "https://files.pythonhosted.org/packages/8b/94/ee21d41e7eb4f823b94603b9d40f86d3c7fde80eacc2c3c71845476dddaa/griffe-2.0.0-py3-none-any.whl", hash = "sha256:5418081135a391c3e6e757a7f3f156f1a1a746cc7b4023868ff7d5e2f9a980aa", size = 5214, upload-time = "2026-02-09T19:09:44.105Z" },
 ]
@@ -962,6 +963,7 @@ dependencies = [
     { name = "colorama" },
     { name = "griffelib" },
 ]
+sdist = { url = "https://files.pythonhosted.org/packages/a4/f8/2e129fd4a86e52e58eefe664de05e7d502decf766e7316cc9e70fdec3e18/griffecli-2.0.0.tar.gz", hash = "sha256:312fa5ebb4ce6afc786356e2d0ce85b06c1c20d45abc42d74f0cda65e159f6ef", size = 56213, upload-time = "2026-03-23T21:06:54.8Z" }
 wheels = [
     { url = "https://files.pythonhosted.org/packages/e6/ed/d93f7a447bbf7a935d8868e9617cbe1cadf9ee9ee6bd275d3040fbf93d60/griffecli-2.0.0-py3-none-any.whl", hash = "sha256:9f7cd9ee9b21d55e91689358978d2385ae65c22f307a63fb3269acf3f21e643d", size = 9345, upload-time = "2026-02-09T19:09:42.554Z" },
 ]
@@ -970,6 +972,7 @@ wheels = [
 name = "griffelib"
 version = "2.0.0"
 source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ad/06/eccbd311c9e2b3ca45dbc063b93134c57a1ccc7607c5e545264ad092c4a9/griffelib-2.0.0.tar.gz", hash = "sha256:e504d637a089f5cab9b5daf18f7645970509bf4f53eda8d79ed71cce8bd97934", size = 166312, upload-time = "2026-03-23T21:06:55.954Z" }
 wheels = [
     { url = "https://files.pythonhosted.org/packages/4d/51/c936033e16d12b627ea334aaaaf42229c37620d0f15593456ab69ab48161/griffelib-2.0.0-py3-none-any.whl", hash = "sha256:01284878c966508b6d6f1dbff9b6fa607bc062d8261c5c7253cb285b06422a7f", size = 142004, upload-time = "2026-02-09T19:09:40.561Z" },
 ]
@@ -2077,6 +2080,16 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/e5/b7d20451657664b07986c2f6e3be564433f5dcaf3482d68eaecd79afaf03/numpy-2.4.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:be71bf1edb48ebbbf7f6337b5bfd2f895d1902f6335a5830b20141fc126ffba0", size = 12502577, upload-time = "2026-01-31T23:13:07.08Z" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -2095,6 +2108,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2138,6 +2152,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/packages/nvidia_nat_mcp/uv.lock b/packages/nvidia_nat_mcp/uv.lock
index 765c3abcdb..02a1a15fc2 100644
--- a/packages/nvidia_nat_mcp/uv.lock
+++ b/packages/nvidia_nat_mcp/uv.lock
@@ -1524,6 +1524,16 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/e5/b7d20451657664b07986c2f6e3be564433f5dcaf3482d68eaecd79afaf03/numpy-2.4.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:be71bf1edb48ebbbf7f6337b5bfd2f895d1902f6335a5830b20141fc126ffba0", size = 12502577, upload-time = "2026-01-31T23:13:07.08Z" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1542,6 +1552,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1593,6 +1604,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/packages/nvidia_nat_mem0ai/uv.lock b/packages/nvidia_nat_mem0ai/uv.lock
index d1646a0874..d4576bca95 100644
--- a/packages/nvidia_nat_mem0ai/uv.lock
+++ b/packages/nvidia_nat_mem0ai/uv.lock
@@ -1473,6 +1473,16 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/e5/b7d20451657664b07986c2f6e3be564433f5dcaf3482d68eaecd79afaf03/numpy-2.4.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:be71bf1edb48ebbbf7f6337b5bfd2f895d1902f6335a5830b20141fc126ffba0", size = 12502577, upload-time = "2026-01-31T23:13:07.08Z" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1491,6 +1501,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1534,6 +1545,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/packages/nvidia_nat_memmachine/uv.lock b/packages/nvidia_nat_memmachine/uv.lock
index c7186af695..b6289a477d 100644
--- a/packages/nvidia_nat_memmachine/uv.lock
+++ b/packages/nvidia_nat_memmachine/uv.lock
@@ -1372,6 +1372,16 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/e5/b7d20451657664b07986c2f6e3be564433f5dcaf3482d68eaecd79afaf03/numpy-2.4.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:be71bf1edb48ebbbf7f6337b5bfd2f895d1902f6335a5830b20141fc126ffba0", size = 12502577, upload-time = "2026-01-31T23:13:07.08Z" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1390,6 +1400,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1433,6 +1444,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/packages/nvidia_nat_mysql/uv.lock b/packages/nvidia_nat_mysql/uv.lock
index 18dc58b1ee..307b738678 100644
--- a/packages/nvidia_nat_mysql/uv.lock
+++ b/packages/nvidia_nat_mysql/uv.lock
@@ -1353,6 +1353,16 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/e5/b7d20451657664b07986c2f6e3be564433f5dcaf3482d68eaecd79afaf03/numpy-2.4.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:be71bf1edb48ebbbf7f6337b5bfd2f895d1902f6335a5830b20141fc126ffba0", size = 12502577, upload-time = "2026-01-31T23:13:07.08Z" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1371,6 +1381,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1414,6 +1425,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/packages/nvidia_nat_nemo_customizer/uv.lock b/packages/nvidia_nat_nemo_customizer/uv.lock
index 9c9cead7bc..5350ca5d60 100644
--- a/packages/nvidia_nat_nemo_customizer/uv.lock
+++ b/packages/nvidia_nat_nemo_customizer/uv.lock
@@ -1366,6 +1366,16 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/e5/b7d20451657664b07986c2f6e3be564433f5dcaf3482d68eaecd79afaf03/numpy-2.4.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:be71bf1edb48ebbbf7f6337b5bfd2f895d1902f6335a5830b20141fc126ffba0", size = 12502577, upload-time = "2026-01-31T23:13:07.08Z" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1384,6 +1394,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1427,6 +1438,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/packages/nvidia_nat_openpipe_art/pyproject.toml b/packages/nvidia_nat_openpipe_art/pyproject.toml
index af5053d075..ceef10ae30 100644
--- a/packages/nvidia_nat_openpipe_art/pyproject.toml
+++ b/packages/nvidia_nat_openpipe_art/pyproject.toml
@@ -56,6 +56,7 @@ dependencies = [
   # version when adding a new package. If unsure, default to using `~=` instead of `==`. Does not apply to nvidia-nat packages.
   # Keep sorted!!!
   "nvidia-nat-core == {version}",
+  "nvidia-nat-eval == {version}",
   "matplotlib~=3.9",
   "openpipe-art==0.5.4"
 ]
@@ -72,6 +73,7 @@ config-settings = { editable_mode = "compat" }
 
 [tool.uv.sources]
 nvidia-nat-core = { path = "../nvidia_nat_core", editable = true }
+nvidia-nat-eval = { path = "../nvidia_nat_eval", editable = true }
 nvidia-nat-opentelemetry = { path = "../nvidia_nat_opentelemetry", editable = true }
 nvidia-nat-test = { path = "../nvidia_nat_test", editable = true }
 
diff --git a/packages/nvidia_nat_openpipe_art/src/nat/plugins/openpipe/trajectory_builder.py b/packages/nvidia_nat_openpipe_art/src/nat/plugins/openpipe/trajectory_builder.py
index ac51a676d2..ee2acf2eb7 100644
--- a/packages/nvidia_nat_openpipe_art/src/nat/plugins/openpipe/trajectory_builder.py
+++ b/packages/nvidia_nat_openpipe_art/src/nat/plugins/openpipe/trajectory_builder.py
@@ -31,6 +31,7 @@
 from nat.data_models.intermediate_step import IntermediateStepCategory
 from nat.finetuning.interfaces.trajectory_builder import TrajectoryBuilder
 from nat.finetuning.utils.parsers.base_parser import parse_to_openai_messages
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 
 from .config import ARTTrajectoryBuilderConfig
 
@@ -107,8 +108,6 @@ async def finalize(self, run_id: str, meta: dict | None = None) -> TrajectoryCol
         Returns:
             TrajectoryCollection: The collection of built trajectories grouped by example.
         """
-        from nat.data_models.evaluator import EvalOutputItem
-
         if run_id not in self.evaluation_runs:
             raise ValueError(f"No evaluation runs found for run_id: {run_id}")
 
diff --git a/packages/nvidia_nat_openpipe_art/tests/test_trajectory_builder.py b/packages/nvidia_nat_openpipe_art/tests/test_trajectory_builder.py
index fd64b51837..0c9f050296 100644
--- a/packages/nvidia_nat_openpipe_art/tests/test_trajectory_builder.py
+++ b/packages/nvidia_nat_openpipe_art/tests/test_trajectory_builder.py
@@ -22,7 +22,6 @@
 import pytest
 
 from nat.data_models.evaluator import EvalInputItem
-from nat.data_models.evaluator import EvalOutputItem
 from nat.data_models.finetuning import CurriculumLearningConfig
 from nat.data_models.finetuning import FinetuneConfig
 from nat.data_models.finetuning import FinetuneRunConfig
@@ -30,6 +29,7 @@
 from nat.data_models.finetuning import TrajectoryCollection
 from nat.data_models.intermediate_step import IntermediateStep
 from nat.data_models.invocation_node import InvocationNode
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 from nat.plugins.openpipe.config import ARTTrajectoryBuilderConfig
 from nat.plugins.openpipe.trajectory_builder import ARTTrajectoryBuilder
 
diff --git a/packages/nvidia_nat_openpipe_art/uv.lock b/packages/nvidia_nat_openpipe_art/uv.lock
index 540a22a635..318b6c6df9 100644
--- a/packages/nvidia_nat_openpipe_art/uv.lock
+++ b/packages/nvidia_nat_openpipe_art/uv.lock
@@ -1833,6 +1833,16 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/e5/b7d20451657664b07986c2f6e3be564433f5dcaf3482d68eaecd79afaf03/numpy-2.4.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:be71bf1edb48ebbbf7f6337b5bfd2f895d1902f6335a5830b20141fc126ffba0", size = 12502577, upload-time = "2026-01-31T23:13:07.08Z" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1851,6 +1861,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1894,6 +1905,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -1923,12 +1935,33 @@ requires-dist = [
 ]
 provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 
+[[package]]
+name = "nvidia-nat-eval"
+source = { editable = "../nvidia_nat_eval" }
+dependencies = [
+    { name = "nvidia-nat-atif" },
+]
+
+[package.metadata]
+requires-dist = [
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../nvidia_nat_core" },
+    { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../nvidia_nat_core" },
+    { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
+]
+provides-extras = ["full", "test"]
+
 [[package]]
 name = "nvidia-nat-openpipe-art"
 source = { editable = "." }
 dependencies = [
     { name = "matplotlib" },
     { name = "nvidia-nat-core" },
+    { name = "nvidia-nat-eval" },
     { name = "openpipe-art" },
 ]
 
@@ -1941,6 +1974,7 @@ test = [
 requires-dist = [
     { name = "matplotlib", specifier = "~=3.9" },
     { name = "nvidia-nat-core", editable = "../nvidia_nat_core" },
+    { name = "nvidia-nat-eval", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openpipe-art", specifier = "==0.5.4" },
 ]
diff --git a/packages/nvidia_nat_opentelemetry/uv.lock b/packages/nvidia_nat_opentelemetry/uv.lock
index fe152f0354..8adb1db9fe 100644
--- a/packages/nvidia_nat_opentelemetry/uv.lock
+++ b/packages/nvidia_nat_opentelemetry/uv.lock
@@ -1365,6 +1365,16 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/e5/b7d20451657664b07986c2f6e3be564433f5dcaf3482d68eaecd79afaf03/numpy-2.4.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:be71bf1edb48ebbbf7f6337b5bfd2f895d1902f6335a5830b20141fc126ffba0", size = 12502577, upload-time = "2026-01-31T23:13:07.08Z" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1383,6 +1393,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1426,6 +1437,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/packages/nvidia_nat_phoenix/uv.lock b/packages/nvidia_nat_phoenix/uv.lock
index 56b91809ab..07e5b92aeb 100644
--- a/packages/nvidia_nat_phoenix/uv.lock
+++ b/packages/nvidia_nat_phoenix/uv.lock
@@ -1384,6 +1384,16 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/e5/b7d20451657664b07986c2f6e3be564433f5dcaf3482d68eaecd79afaf03/numpy-2.4.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:be71bf1edb48ebbbf7f6337b5bfd2f895d1902f6335a5830b20141fc126ffba0", size = 12502577, upload-time = "2026-01-31T23:13:07.08Z" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1402,6 +1412,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1445,6 +1456,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/packages/nvidia_nat_profiler/src/nat/plugins/profiler/atif_dataframe.py b/packages/nvidia_nat_profiler/src/nat/plugins/profiler/atif_dataframe.py
index 6bb77f5a18..cfce6dc9f2 100644
--- a/packages/nvidia_nat_profiler/src/nat/plugins/profiler/atif_dataframe.py
+++ b/packages/nvidia_nat_profiler/src/nat/plugins/profiler/atif_dataframe.py
@@ -22,9 +22,9 @@
 
 import pandas as pd
 
-from nat.data_models.atif import AtifAncestry
-from nat.data_models.atif import AtifStepExtra
-from nat.data_models.atif import Trajectory
+from nat.atif import AtifAncestry
+from nat.atif import AtifStepExtra
+from nat.atif import Trajectory
 from nat.data_models.intermediate_step import IntermediateStepType
 
 
diff --git a/packages/nvidia_nat_profiler/src/nat/plugins/profiler/profile_runner.py b/packages/nvidia_nat_profiler/src/nat/plugins/profiler/profile_runner.py
index de720e91ec..b1444278ba 100644
--- a/packages/nvidia_nat_profiler/src/nat/plugins/profiler/profile_runner.py
+++ b/packages/nvidia_nat_profiler/src/nat/plugins/profiler/profile_runner.py
@@ -24,7 +24,7 @@
 import pandas as pd
 from pydantic import BaseModel
 
-from nat.data_models.atif import Trajectory
+from nat.atif import Trajectory
 from nat.data_models.evaluate_runtime import InferenceMetricsModel
 from nat.data_models.evaluate_runtime import ProfilerResults
 from nat.data_models.profiler import ProfilerConfig
diff --git a/packages/nvidia_nat_profiler/src/nat/plugins/profiler/runtime_evaluator/atif_evaluate.py b/packages/nvidia_nat_profiler/src/nat/plugins/profiler/runtime_evaluator/atif_evaluate.py
index a4a3969a1e..c26f222ac6 100644
--- a/packages/nvidia_nat_profiler/src/nat/plugins/profiler/runtime_evaluator/atif_evaluate.py
+++ b/packages/nvidia_nat_profiler/src/nat/plugins/profiler/runtime_evaluator/atif_evaluate.py
@@ -18,7 +18,7 @@
 
 from datetime import datetime
 
-from nat.data_models.evaluator import EvalOutputItem
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 from nat.plugins.eval.evaluator.atif_base_evaluator import AtifBaseEvaluator
 from nat.plugins.eval.evaluator.atif_evaluator import AtifEvalSample
 
diff --git a/packages/nvidia_nat_profiler/src/nat/plugins/profiler/runtime_evaluator/evaluate.py b/packages/nvidia_nat_profiler/src/nat/plugins/profiler/runtime_evaluator/evaluate.py
index 1847dabea0..d48c948392 100644
--- a/packages/nvidia_nat_profiler/src/nat/plugins/profiler/runtime_evaluator/evaluate.py
+++ b/packages/nvidia_nat_profiler/src/nat/plugins/profiler/runtime_evaluator/evaluate.py
@@ -19,8 +19,8 @@
 from dataclasses import dataclass
 
 from nat.data_models.evaluator import EvalInputItem
-from nat.data_models.evaluator import EvalOutputItem
 from nat.data_models.intermediate_step import IntermediateStepType
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 from nat.plugins.eval.evaluator.base_evaluator import BaseEvaluator
 from nat.plugins.profiler.intermediate_property_adapter import IntermediatePropertyAdaptor
 
diff --git a/packages/nvidia_nat_profiler/src/nat/plugins/profiler/runtime_evaluator/register.py b/packages/nvidia_nat_profiler/src/nat/plugins/profiler/runtime_evaluator/register.py
index 2596cc3c2d..dadfaf7526 100644
--- a/packages/nvidia_nat_profiler/src/nat/plugins/profiler/runtime_evaluator/register.py
+++ b/packages/nvidia_nat_profiler/src/nat/plugins/profiler/runtime_evaluator/register.py
@@ -19,8 +19,8 @@
 from nat.builder.evaluator import EvaluatorInfo
 from nat.cli.register_workflow import register_evaluator
 from nat.data_models.evaluator import EvalInput
-from nat.data_models.evaluator import EvalOutput
 from nat.data_models.evaluator import EvaluatorBaseConfig
+from nat.plugins.eval.data_models.evaluator_io import EvalOutput
 from nat.plugins.eval.evaluator.atif_evaluator import AtifEvalSampleList
 
 
diff --git a/packages/nvidia_nat_profiler/tests/forecasting/test_model_trainer.py b/packages/nvidia_nat_profiler/tests/forecasting/test_model_trainer.py
index 260ec044f9..c51a79de28 100644
--- a/packages/nvidia_nat_profiler/tests/forecasting/test_model_trainer.py
+++ b/packages/nvidia_nat_profiler/tests/forecasting/test_model_trainer.py
@@ -15,10 +15,10 @@
 
 import pytest
 
-from nat.data_models.atif import Agent
-from nat.data_models.atif import Metrics
-from nat.data_models.atif import Step
-from nat.data_models.atif import Trajectory
+from nat.atif import Agent
+from nat.atif import Metrics
+from nat.atif import Step
+from nat.atif import Trajectory
 from nat.plugins.profiler.atif_dataframe import create_dataframe_from_atif
 from nat.plugins.profiler.forecasting.model_trainer import ModelTrainer
 from nat.plugins.profiler.forecasting.model_trainer import create_model
diff --git a/packages/nvidia_nat_profiler/tests/profiler/test_runtime_evaluator_atif.py b/packages/nvidia_nat_profiler/tests/profiler/test_runtime_evaluator_atif.py
index bfefee230a..08329be2cb 100644
--- a/packages/nvidia_nat_profiler/tests/profiler/test_runtime_evaluator_atif.py
+++ b/packages/nvidia_nat_profiler/tests/profiler/test_runtime_evaluator_atif.py
@@ -18,10 +18,10 @@
 
 import pytest
 
-from nat.data_models.atif import ATIFAgentConfig
-from nat.data_models.atif import ATIFStep
-from nat.data_models.atif import ATIFTrajectory
-from nat.data_models.atif import Metrics
+from nat.atif import ATIFAgentConfig
+from nat.atif import ATIFStep
+from nat.atif import ATIFTrajectory
+from nat.atif import Metrics
 from nat.plugins.eval.evaluator.atif_evaluator import AtifEvalSample
 from nat.plugins.profiler.runtime_evaluator.atif_evaluate import AverageLLMLatencyAtifEvaluator
 from nat.plugins.profiler.runtime_evaluator.atif_evaluate import AverageNumberOfLLMCallsAtifEvaluator
diff --git a/packages/nvidia_nat_profiler/tests/test_profiler_atif.py b/packages/nvidia_nat_profiler/tests/test_profiler_atif.py
index cb6643bb6c..cff87f881f 100644
--- a/packages/nvidia_nat_profiler/tests/test_profiler_atif.py
+++ b/packages/nvidia_nat_profiler/tests/test_profiler_atif.py
@@ -22,13 +22,13 @@
 import pandas as pd
 import pytest
 
-from nat.data_models.atif import Agent
-from nat.data_models.atif import Metrics
-from nat.data_models.atif import Observation
-from nat.data_models.atif import ObservationResult
-from nat.data_models.atif import Step
-from nat.data_models.atif import ToolCall
-from nat.data_models.atif import Trajectory
+from nat.atif import Agent
+from nat.atif import Metrics
+from nat.atif import Observation
+from nat.atif import ObservationResult
+from nat.atif import Step
+from nat.atif import ToolCall
+from nat.atif import Trajectory
 from nat.data_models.intermediate_step import IntermediateStep
 from nat.data_models.intermediate_step import IntermediateStepPayload
 from nat.data_models.intermediate_step import IntermediateStepType
diff --git a/packages/nvidia_nat_profiler/uv.lock b/packages/nvidia_nat_profiler/uv.lock
index 23ed9ab1b3..3a143d65e2 100644
--- a/packages/nvidia_nat_profiler/uv.lock
+++ b/packages/nvidia_nat_profiler/uv.lock
@@ -643,55 +643,12 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c3/be/d0d44e092656fe7a06b55e6103cbce807cdbdee17884a5367c68c9860853/dataclasses_json-0.6.7-py3-none-any.whl", hash = "sha256:0dbf33f26c8d5305befd61b39d2b3414e8a407bedc2834dea9b8d642666fb40a", size = 28686, upload-time = "2024-06-09T16:20:16.715Z" },
 ]
 
-[[package]]
-name = "datasets"
-version = "4.6.1"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "dill" },
-    { name = "filelock" },
-    { name = "fsspec", extra = ["http"] },
-    { name = "httpx" },
-    { name = "huggingface-hub" },
-    { name = "multiprocess" },
-    { name = "numpy" },
-    { name = "packaging" },
-    { name = "pandas" },
-    { name = "pyarrow" },
-    { name = "pyyaml" },
-    { name = "requests" },
-    { name = "tqdm" },
-    { name = "xxhash" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/d7/94/eb81c6fe32e9b6ef92223141b5a553aeff2e9456968424a8533cbe88f476/datasets-4.6.1.tar.gz", hash = "sha256:140ce500bc41939ff6ce995702d66b1f4b2ee7f117bb9b07512fab6804d4070a", size = 593865, upload-time = "2026-02-27T23:26:49.482Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/37/f0/99fe6eb530c7ee9ee1faee48059eb8a6437f80c893a496b98a78864e0fc6/datasets-4.6.1-py3-none-any.whl", hash = "sha256:f53228e6dadc9f837037b1bf3051d7d8c054abbb3eb29f1f022926e08090e0da", size = 520667, upload-time = "2026-02-27T23:26:46.855Z" },
-]
-
-[[package]]
-name = "dill"
-version = "0.4.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/12/80/630b4b88364e9a8c8c5797f4602d0f76ef820909ee32f0bacb9f90654042/dill-0.4.0.tar.gz", hash = "sha256:0633f1d2df477324f53a895b02c901fb961bdbf65a17122586ea7019292cbcf0", size = 186976, upload-time = "2025-04-16T00:41:48.867Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/50/3d/9373ad9c56321fdab5b41197068e1d8c25883b3fea29dd361f9b55116869/dill-0.4.0-py3-none-any.whl", hash = "sha256:44f54bf6412c2c8464c14e8243eb163690a9800dbe2c367330883b19c7561049", size = 119668, upload-time = "2025-04-16T00:41:47.671Z" },
-]
-
 [[package]]
 name = "docopt"
 version = "0.6.2"
 source = { registry = "https://pypi.org/simple" }
 sdist = { url = "https://files.pythonhosted.org/packages/a2/55/8f8cab2afd404cf578136ef2cc5dfb50baa1761b68c9da1fb1e4eed343c9/docopt-0.6.2.tar.gz", hash = "sha256:49b3a825280bd66b3aa83585ef59c4a8c82f2c8a522dbe754a8bc8d08c85c491", size = 25901, upload-time = "2014-06-16T11:18:57.406Z" }
 
-[[package]]
-name = "et-xmlfile"
-version = "2.0.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/d3/38/af70d7ab1ae9d4da450eeec1fa3918940a5fafb9055e934af8d6eb0c2313/et_xmlfile-2.0.0.tar.gz", hash = "sha256:dab3f4764309081ce75662649be815c4c9081e88f0837825f90fd28317d4da54", size = 17234, upload-time = "2024-10-25T17:25:40.039Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/c1/8b/5fe2cc11fee489817272089c4203e679c63b570a5aaeb18d852ae3cbba6a/et_xmlfile-2.0.0-py3-none-any.whl", hash = "sha256:7a91720bc756843502c3b7504c77b8fe44217c85c537d85037f0f536151b2caa", size = 18059, upload-time = "2024-10-25T17:25:39.051Z" },
-]
-
 [[package]]
 name = "expandvars"
 version = "1.1.2"
@@ -868,11 +825,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e6/ab/fb21f4c939bb440104cc2b396d3be1d9b7a9fd3c6c2a53d98c45b3d7c954/fsspec-2026.2.0-py3-none-any.whl", hash = "sha256:98de475b5cb3bd66bedd5c4679e87b4fdfe1a3bf4d707b151b3c07e58c9a2437", size = 202505, upload-time = "2026-02-05T21:50:51.819Z" },
 ]
 
-[package.optional-dependencies]
-http = [
-    { name = "aiohttp" },
-]
-
 [[package]]
 name = "greenlet"
 version = "3.3.2"
@@ -1535,26 +1487,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/81/08/7036c080d7117f28a4af526d794aab6a84463126db031b007717c1a6676e/multidict-6.7.1-py3-none-any.whl", hash = "sha256:55d97cc6dae627efa6a6e548885712d4864b81110ac76fa4e534c03819fa4a56", size = 12319, upload-time = "2026-01-26T02:46:44.004Z" },
 ]
 
-[[package]]
-name = "multiprocess"
-version = "0.70.18"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "dill" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/72/fd/2ae3826f5be24c6ed87266bc4e59c46ea5b059a103f3d7e7eb76a52aeecb/multiprocess-0.70.18.tar.gz", hash = "sha256:f9597128e6b3e67b23956da07cf3d2e5cba79e2f4e0fba8d7903636663ec6d0d", size = 1798503, upload-time = "2025-04-17T03:11:27.742Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/55/4d/9af0d1279c84618bcd35bf5fd7e371657358c7b0a523e54a9cffb87461f8/multiprocess-0.70.18-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:8b8940ae30139e04b076da6c5b83e9398585ebdf0f2ad3250673fef5b2ff06d6", size = 144695, upload-time = "2025-04-17T03:11:09.161Z" },
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+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
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 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1667,6 +1609,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1710,6 +1653,7 @@ requires-dist = [
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     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
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     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -1743,20 +1687,21 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../nvidia_nat_eval" }
 dependencies = [
-    { name = "datasets" },
-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../nvidia_nat_core" },
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     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
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+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1750,6 +1692,7 @@ dependencies = [
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     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1793,6 +1736,7 @@ requires-dist = [
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     { name = "networkx", specifier = "~=3.4" },
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+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
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 source = { editable = "../nvidia_nat_eval" }
 dependencies = [
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-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
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 [package.metadata]
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-]
-
 [[package]]
 name = "pycparser"
 version = "3.0"
diff --git a/packages/nvidia_nat_ragaai/uv.lock b/packages/nvidia_nat_ragaai/uv.lock
index e418312283..028a0a3ef3 100644
--- a/packages/nvidia_nat_ragaai/uv.lock
+++ b/packages/nvidia_nat_ragaai/uv.lock
@@ -999,6 +999,7 @@ dependencies = [
     { name = "griffecli" },
     { name = "griffelib" },
 ]
+sdist = { url = "https://files.pythonhosted.org/packages/04/56/28a0accac339c164b52a92c6cfc45a903acc0c174caa5c1713803467b533/griffe-2.0.0.tar.gz", hash = "sha256:c68979cd8395422083a51ea7cf02f9c119d889646d99b7b656ee43725de1b80f", size = 293906, upload-time = "2026-03-23T21:06:53.402Z" }
 wheels = [
     { url = "https://files.pythonhosted.org/packages/8b/94/ee21d41e7eb4f823b94603b9d40f86d3c7fde80eacc2c3c71845476dddaa/griffe-2.0.0-py3-none-any.whl", hash = "sha256:5418081135a391c3e6e757a7f3f156f1a1a746cc7b4023868ff7d5e2f9a980aa", size = 5214, upload-time = "2026-02-09T19:09:44.105Z" },
 ]
@@ -1011,6 +1012,7 @@ dependencies = [
     { name = "colorama" },
     { name = "griffelib" },
 ]
+sdist = { url = "https://files.pythonhosted.org/packages/a4/f8/2e129fd4a86e52e58eefe664de05e7d502decf766e7316cc9e70fdec3e18/griffecli-2.0.0.tar.gz", hash = "sha256:312fa5ebb4ce6afc786356e2d0ce85b06c1c20d45abc42d74f0cda65e159f6ef", size = 56213, upload-time = "2026-03-23T21:06:54.8Z" }
 wheels = [
     { url = "https://files.pythonhosted.org/packages/e6/ed/d93f7a447bbf7a935d8868e9617cbe1cadf9ee9ee6bd275d3040fbf93d60/griffecli-2.0.0-py3-none-any.whl", hash = "sha256:9f7cd9ee9b21d55e91689358978d2385ae65c22f307a63fb3269acf3f21e643d", size = 9345, upload-time = "2026-02-09T19:09:42.554Z" },
 ]
@@ -1019,6 +1021,7 @@ wheels = [
 name = "griffelib"
 version = "2.0.0"
 source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ad/06/eccbd311c9e2b3ca45dbc063b93134c57a1ccc7607c5e545264ad092c4a9/griffelib-2.0.0.tar.gz", hash = "sha256:e504d637a089f5cab9b5daf18f7645970509bf4f53eda8d79ed71cce8bd97934", size = 166312, upload-time = "2026-03-23T21:06:55.954Z" }
 wheels = [
     { url = "https://files.pythonhosted.org/packages/4d/51/c936033e16d12b627ea334aaaaf42229c37620d0f15593456ab69ab48161/griffelib-2.0.0-py3-none-any.whl", hash = "sha256:01284878c966508b6d6f1dbff9b6fa607bc062d8261c5c7253cb285b06422a7f", size = 142004, upload-time = "2026-02-09T19:09:40.561Z" },
 ]
@@ -2211,6 +2214,16 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/e5/b7d20451657664b07986c2f6e3be564433f5dcaf3482d68eaecd79afaf03/numpy-2.4.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:be71bf1edb48ebbbf7f6337b5bfd2f895d1902f6335a5830b20141fc126ffba0", size = 12502577, upload-time = "2026-01-31T23:13:07.08Z" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -2229,6 +2242,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2272,6 +2286,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/packages/nvidia_nat_ragas/src/nat/plugins/ragas/rag_evaluator/atif_evaluate.py b/packages/nvidia_nat_ragas/src/nat/plugins/ragas/rag_evaluator/atif_evaluate.py
index 5e8ea0d173..e08e942a90 100644
--- a/packages/nvidia_nat_ragas/src/nat/plugins/ragas/rag_evaluator/atif_evaluate.py
+++ b/packages/nvidia_nat_ragas/src/nat/plugins/ragas/rag_evaluator/atif_evaluate.py
@@ -13,9 +13,9 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-from nat.data_models.atif import ATIFObservationResult
-from nat.data_models.atif import ATIFTrajectory
-from nat.data_models.evaluator import EvalOutputItem
+from nat.atif import ATIFObservationResult
+from nat.atif import ATIFTrajectory
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 from nat.plugins.eval.evaluator.atif_base_evaluator import AtifBaseEvaluator
 from nat.plugins.eval.evaluator.atif_evaluator import AtifEvalSample
 from nat.utils.atif_message_utils import message_to_text
diff --git a/packages/nvidia_nat_ragas/src/nat/plugins/ragas/rag_evaluator/evaluate.py b/packages/nvidia_nat_ragas/src/nat/plugins/ragas/rag_evaluator/evaluate.py
index e825602673..2e32e12637 100644
--- a/packages/nvidia_nat_ragas/src/nat/plugins/ragas/rag_evaluator/evaluate.py
+++ b/packages/nvidia_nat_ragas/src/nat/plugins/ragas/rag_evaluator/evaluate.py
@@ -18,8 +18,8 @@
 from pydantic import BaseModel
 
 from nat.data_models.evaluator import EvalInputItem
-from nat.data_models.evaluator import EvalOutputItem
 from nat.data_models.intermediate_step import IntermediateStepType
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 from nat.plugins.eval.evaluator.base_evaluator import BaseEvaluator
 from ragas import SingleTurnSample
 from ragas.metrics.base import SimpleBaseMetric
diff --git a/packages/nvidia_nat_ragas/src/nat/plugins/ragas/rag_evaluator/register.py b/packages/nvidia_nat_ragas/src/nat/plugins/ragas/rag_evaluator/register.py
index 62fe8f892e..eedd9a8a16 100644
--- a/packages/nvidia_nat_ragas/src/nat/plugins/ragas/rag_evaluator/register.py
+++ b/packages/nvidia_nat_ragas/src/nat/plugins/ragas/rag_evaluator/register.py
@@ -26,8 +26,8 @@
 from nat.builder.framework_enum import LLMFrameworkEnum
 from nat.cli.register_workflow import register_evaluator
 from nat.data_models.evaluator import EvalInput
-from nat.data_models.evaluator import EvalOutput
 from nat.data_models.evaluator import EvaluatorLLMConfig
+from nat.plugins.eval.data_models.evaluator_io import EvalOutput
 from nat.plugins.eval.evaluator.atif_evaluator import AtifEvalSampleList
 from nat.utils.exception_handlers.automatic_retries import patch_with_retry
 
diff --git a/packages/nvidia_nat_ragas/tests/test_rag_evaluate.py b/packages/nvidia_nat_ragas/tests/test_rag_evaluate.py
index 023072bf32..66141e4aa8 100644
--- a/packages/nvidia_nat_ragas/tests/test_rag_evaluate.py
+++ b/packages/nvidia_nat_ragas/tests/test_rag_evaluate.py
@@ -48,11 +48,11 @@ class ExampleModel(BaseModel):
 @pytest.fixture(name="atif_samples")
 def fixture_atif_samples(rag_user_inputs, rag_expected_outputs, rag_generated_outputs):
     """ATIF-native samples for testing RAG ATIF evaluator path."""
-    from nat.data_models.atif import ATIFAgentConfig
-    from nat.data_models.atif import ATIFObservation
-    from nat.data_models.atif import ATIFObservationResult
-    from nat.data_models.atif import ATIFStep
-    from nat.data_models.atif import ATIFTrajectory
+    from nat.atif import ATIFAgentConfig
+    from nat.atif import ATIFObservation
+    from nat.atif import ATIFObservationResult
+    from nat.atif import ATIFStep
+    from nat.atif import ATIFTrajectory
     from nat.plugins.eval.evaluator.atif_evaluator import AtifEvalSample
 
     samples = []
@@ -152,7 +152,7 @@ async def test_rag_evaluate_failure(rag_evaluator, rag_eval_input):
     Validate evaluate processing when metric scoring raises an exception.
     """
 
-    from nat.data_models.evaluator import EvalOutput
+    from nat.plugins.eval.data_models.evaluator_io import EvalOutput
 
     error_message = "Mocked exception in metric.ascore"
 
@@ -217,11 +217,11 @@ def test_rag_legacy_and_atif_dataset_parity(rag_evaluator,
                                             rag_eval_input,
                                             intermediate_step_adapter):
     """Ensure legacy and ATIF lanes produce equivalent ragas input samples."""
-    from nat.data_models.atif import ATIFAgentConfig
-    from nat.data_models.atif import ATIFObservation
-    from nat.data_models.atif import ATIFObservationResult
-    from nat.data_models.atif import ATIFStep
-    from nat.data_models.atif import ATIFTrajectory
+    from nat.atif import ATIFAgentConfig
+    from nat.atif import ATIFObservation
+    from nat.atif import ATIFObservationResult
+    from nat.atif import ATIFStep
+    from nat.atif import ATIFTrajectory
     from nat.plugins.eval.evaluator.atif_evaluator import AtifEvalSample
     from nat.plugins.ragas.rag_evaluator.atif_evaluate import RAGAtifEvaluator
 
@@ -275,8 +275,8 @@ def test_atif_samples_to_ragas_edge_cases(ragas_judge_llm,
                                           expected_user_input,
                                           expected_contexts):
     """Ensure ATIF lane handles missing/partial trajectory content gracefully."""
-    from nat.data_models.atif import ATIFAgentConfig
-    from nat.data_models.atif import ATIFTrajectory
+    from nat.atif import ATIFAgentConfig
+    from nat.atif import ATIFTrajectory
     from nat.plugins.eval.evaluator.atif_evaluator import AtifEvalSample
     from nat.plugins.ragas.rag_evaluator.atif_evaluate import RAGAtifEvaluator
 
@@ -299,11 +299,11 @@ async def test_rag_legacy_and_atif_score_parity(rag_evaluator,
                                                 rag_eval_input,
                                                 intermediate_step_adapter):
     """Ensure legacy and ATIF evaluator lanes produce parity scores on the same dataset."""
-    from nat.data_models.atif import ATIFAgentConfig
-    from nat.data_models.atif import ATIFObservation
-    from nat.data_models.atif import ATIFObservationResult
-    from nat.data_models.atif import ATIFStep
-    from nat.data_models.atif import ATIFTrajectory
+    from nat.atif import ATIFAgentConfig
+    from nat.atif import ATIFObservation
+    from nat.atif import ATIFObservationResult
+    from nat.atif import ATIFStep
+    from nat.atif import ATIFTrajectory
     from nat.plugins.eval.evaluator.atif_evaluator import AtifEvalSample
     from nat.plugins.ragas.rag_evaluator.atif_evaluate import RAGAtifEvaluator
 
diff --git a/packages/nvidia_nat_ragas/uv.lock b/packages/nvidia_nat_ragas/uv.lock
index b6719f02b7..fb4ae690ff 100644
--- a/packages/nvidia_nat_ragas/uv.lock
+++ b/packages/nvidia_nat_ragas/uv.lock
@@ -644,15 +644,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/55/e2/2537ebcff11c1ee1ff17d8d0b6f4db75873e3b0fb32c2d4a2ee31ecb310a/docstring_parser-0.17.0-py3-none-any.whl", hash = "sha256:cf2569abd23dce8099b300f9b4fa8191e9582dda731fd533daf54c4551658708", size = 36896, upload-time = "2025-07-21T07:35:00.684Z" },
 ]
 
-[[package]]
-name = "et-xmlfile"
-version = "2.0.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/d3/38/af70d7ab1ae9d4da450eeec1fa3918940a5fafb9055e934af8d6eb0c2313/et_xmlfile-2.0.0.tar.gz", hash = "sha256:dab3f4764309081ce75662649be815c4c9081e88f0837825f90fd28317d4da54", size = 17234, upload-time = "2024-10-25T17:25:40.039Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/c1/8b/5fe2cc11fee489817272089c4203e679c63b570a5aaeb18d852ae3cbba6a/et_xmlfile-2.0.0-py3-none-any.whl", hash = "sha256:7a91720bc756843502c3b7504c77b8fe44217c85c537d85037f0f536151b2caa", size = 18059, upload-time = "2024-10-25T17:25:39.051Z" },
-]
-
 [[package]]
 name = "expandvars"
 version = "1.1.2"
@@ -1620,6 +1611,16 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/e5/b7d20451657664b07986c2f6e3be564433f5dcaf3482d68eaecd79afaf03/numpy-2.4.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:be71bf1edb48ebbbf7f6337b5bfd2f895d1902f6335a5830b20141fc126ffba0", size = 12502577, upload-time = "2026-01-31T23:13:07.08Z" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1638,6 +1639,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1681,6 +1683,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -1714,20 +1717,21 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../nvidia_nat_eval" }
 dependencies = [
-    { name = "datasets" },
-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
 [[package]]
 name = "nvidia-nat-ragas"
@@ -1806,18 +1810,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/6b/ca/bb4b9cbd96f72600abec5280cf8ed67bcd849ed19b8bec919aec97adb61c/openinference_semantic_conventions-0.1.26-py3-none-any.whl", hash = "sha256:35b4f487d18ac7d016125c428c0d950dd290e18dafb99787880a9b2e05745f42", size = 10401, upload-time = "2026-02-01T01:09:44.781Z" },
 ]
 
-[[package]]
-name = "openpyxl"
-version = "3.1.5"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "et-xmlfile" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/3d/f9/88d94a75de065ea32619465d2f77b29a0469500e99012523b91cc4141cd1/openpyxl-3.1.5.tar.gz", hash = "sha256:cf0e3cf56142039133628b5acffe8ef0c12bc902d2aadd3e0fe5878dc08d1050", size = 186464, upload-time = "2024-06-28T14:03:44.161Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/c0/da/977ded879c29cbd04de313843e76868e6e13408a94ed6b987245dc7c8506/openpyxl-3.1.5-py2.py3-none-any.whl", hash = "sha256:5282c12b107bffeef825f4617dc029afaf41d0ea60823bbb665ef3079dc79de2", size = 250910, upload-time = "2024-06-28T14:03:41.161Z" },
-]
-
 [[package]]
 name = "optuna"
 version = "4.7.0"
diff --git a/packages/nvidia_nat_redis/uv.lock b/packages/nvidia_nat_redis/uv.lock
index b6f97d3902..9e54d5eea9 100644
--- a/packages/nvidia_nat_redis/uv.lock
+++ b/packages/nvidia_nat_redis/uv.lock
@@ -1350,6 +1350,16 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/e5/b7d20451657664b07986c2f6e3be564433f5dcaf3482d68eaecd79afaf03/numpy-2.4.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:be71bf1edb48ebbbf7f6337b5bfd2f895d1902f6335a5830b20141fc126ffba0", size = 12502577, upload-time = "2026-01-31T23:13:07.08Z" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1368,6 +1378,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1411,6 +1422,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/packages/nvidia_nat_s3/uv.lock b/packages/nvidia_nat_s3/uv.lock
index aa1fa0c585..c8efb099c3 100644
--- a/packages/nvidia_nat_s3/uv.lock
+++ b/packages/nvidia_nat_s3/uv.lock
@@ -1341,6 +1341,16 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/e5/b7d20451657664b07986c2f6e3be564433f5dcaf3482d68eaecd79afaf03/numpy-2.4.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:be71bf1edb48ebbbf7f6337b5bfd2f895d1902f6335a5830b20141fc126ffba0", size = 12502577, upload-time = "2026-01-31T23:13:07.08Z" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1359,6 +1369,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1402,6 +1413,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/packages/nvidia_nat_security/src/nat/plugins/security/eval/red_teaming_evaluator/data_models.py b/packages/nvidia_nat_security/src/nat/plugins/security/eval/red_teaming_evaluator/data_models.py
index a7f4b521da..6328f3dbbc 100644
--- a/packages/nvidia_nat_security/src/nat/plugins/security/eval/red_teaming_evaluator/data_models.py
+++ b/packages/nvidia_nat_security/src/nat/plugins/security/eval/red_teaming_evaluator/data_models.py
@@ -18,8 +18,8 @@
 
 from pydantic import Field
 
-from nat.data_models.evaluator import EvalOutputItem
 from nat.data_models.intermediate_step import IntermediateStep
+from nat.plugins.eval.data_models.evaluator_io import EvalOutputItem
 
 
 class ConditionEvalOutputItem(EvalOutputItem):
diff --git a/packages/nvidia_nat_security/src/nat/plugins/security/eval/runners/red_teaming_runner/runner.py b/packages/nvidia_nat_security/src/nat/plugins/security/eval/runners/red_teaming_runner/runner.py
index e28cb50641..8a9d18e152 100644
--- a/packages/nvidia_nat_security/src/nat/plugins/security/eval/runners/red_teaming_runner/runner.py
+++ b/packages/nvidia_nat_security/src/nat/plugins/security/eval/runners/red_teaming_runner/runner.py
@@ -31,8 +31,8 @@
 from nat.data_models.evaluate_config import EvalGeneralConfig
 from nat.data_models.evaluate_runtime import EvaluationRunConfig
 from nat.data_models.evaluate_runtime import EvaluationRunOutput
-from nat.data_models.evaluator import EvalOutput
 from nat.middleware.red_teaming.red_teaming_middleware_config import RedTeamingMiddlewareConfig
+from nat.plugins.eval.data_models.evaluator_io import EvalOutput
 from nat.plugins.eval.runners.config import MultiEvaluationRunConfig
 from nat.plugins.eval.runners.multi_eval_runner import MultiEvaluationRunner
 from nat.plugins.security.eval.red_teaming_evaluator.data_models import RedTeamingEvalOutputItem
diff --git a/packages/nvidia_nat_security/uv.lock b/packages/nvidia_nat_security/uv.lock
index 61cd9d817c..2a5d422750 100644
--- a/packages/nvidia_nat_security/uv.lock
+++ b/packages/nvidia_nat_security/uv.lock
@@ -574,49 +574,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c3/be/d0d44e092656fe7a06b55e6103cbce807cdbdee17884a5367c68c9860853/dataclasses_json-0.6.7-py3-none-any.whl", hash = "sha256:0dbf33f26c8d5305befd61b39d2b3414e8a407bedc2834dea9b8d642666fb40a", size = 28686, upload-time = "2024-06-09T16:20:16.715Z" },
 ]
 
-[[package]]
-name = "datasets"
-version = "4.6.1"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "dill" },
-    { name = "filelock" },
-    { name = "fsspec", extra = ["http"] },
-    { name = "httpx" },
-    { name = "huggingface-hub" },
-    { name = "multiprocess" },
-    { name = "numpy" },
-    { name = "packaging" },
-    { name = "pandas" },
-    { name = "pyarrow" },
-    { name = "pyyaml" },
-    { name = "requests" },
-    { name = "tqdm" },
-    { name = "xxhash" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/d7/94/eb81c6fe32e9b6ef92223141b5a553aeff2e9456968424a8533cbe88f476/datasets-4.6.1.tar.gz", hash = "sha256:140ce500bc41939ff6ce995702d66b1f4b2ee7f117bb9b07512fab6804d4070a", size = 593865, upload-time = "2026-02-27T23:26:49.482Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/37/f0/99fe6eb530c7ee9ee1faee48059eb8a6437f80c893a496b98a78864e0fc6/datasets-4.6.1-py3-none-any.whl", hash = "sha256:f53228e6dadc9f837037b1bf3051d7d8c054abbb3eb29f1f022926e08090e0da", size = 520667, upload-time = "2026-02-27T23:26:46.855Z" },
-]
-
-[[package]]
-name = "dill"
-version = "0.4.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/12/80/630b4b88364e9a8c8c5797f4602d0f76ef820909ee32f0bacb9f90654042/dill-0.4.0.tar.gz", hash = "sha256:0633f1d2df477324f53a895b02c901fb961bdbf65a17122586ea7019292cbcf0", size = 186976, upload-time = "2025-04-16T00:41:48.867Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/50/3d/9373ad9c56321fdab5b41197068e1d8c25883b3fea29dd361f9b55116869/dill-0.4.0-py3-none-any.whl", hash = "sha256:44f54bf6412c2c8464c14e8243eb163690a9800dbe2c367330883b19c7561049", size = 119668, upload-time = "2025-04-16T00:41:47.671Z" },
-]
-
-[[package]]
-name = "et-xmlfile"
-version = "2.0.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/d3/38/af70d7ab1ae9d4da450eeec1fa3918940a5fafb9055e934af8d6eb0c2313/et_xmlfile-2.0.0.tar.gz", hash = "sha256:dab3f4764309081ce75662649be815c4c9081e88f0837825f90fd28317d4da54", size = 17234, upload-time = "2024-10-25T17:25:40.039Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/c1/8b/5fe2cc11fee489817272089c4203e679c63b570a5aaeb18d852ae3cbba6a/et_xmlfile-2.0.0-py3-none-any.whl", hash = "sha256:7a91720bc756843502c3b7504c77b8fe44217c85c537d85037f0f536151b2caa", size = 18059, upload-time = "2024-10-25T17:25:39.051Z" },
-]
-
 [[package]]
 name = "expandvars"
 version = "1.1.2"
@@ -750,11 +707,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e6/ab/fb21f4c939bb440104cc2b396d3be1d9b7a9fd3c6c2a53d98c45b3d7c954/fsspec-2026.2.0-py3-none-any.whl", hash = "sha256:98de475b5cb3bd66bedd5c4679e87b4fdfe1a3bf4d707b151b3c07e58c9a2437", size = 202505, upload-time = "2026-02-05T21:50:51.819Z" },
 ]
 
-[package.optional-dependencies]
-http = [
-    { name = "aiohttp" },
-]
-
 [[package]]
 name = "greenlet"
 version = "3.3.2"
@@ -1294,26 +1246,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/81/08/7036c080d7117f28a4af526d794aab6a84463126db031b007717c1a6676e/multidict-6.7.1-py3-none-any.whl", hash = "sha256:55d97cc6dae627efa6a6e548885712d4864b81110ac76fa4e534c03819fa4a56", size = 12319, upload-time = "2026-01-26T02:46:44.004Z" },
 ]
 
-[[package]]
-name = "multiprocess"
-version = "0.70.18"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "dill" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/72/fd/2ae3826f5be24c6ed87266bc4e59c46ea5b059a103f3d7e7eb76a52aeecb/multiprocess-0.70.18.tar.gz", hash = "sha256:f9597128e6b3e67b23956da07cf3d2e5cba79e2f4e0fba8d7903636663ec6d0d", size = 1798503, upload-time = "2025-04-17T03:11:27.742Z" }
-wheels = [
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-    { url = "https://files.pythonhosted.org/packages/17/bf/87323e79dd0562474fad3373c21c66bc6c3c9963b68eb2a209deb4c8575e/multiprocess-0.70.18-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:0929ba95831adb938edbd5fb801ac45e705ecad9d100b3e653946b7716cb6bd3", size = 144742, upload-time = "2025-04-17T03:11:10.072Z" },
-    { url = "https://files.pythonhosted.org/packages/dd/74/cb8c831e58dc6d5cf450b17c7db87f14294a1df52eb391da948b5e0a0b94/multiprocess-0.70.18-pp311-pypy311_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:4d77f8e4bfe6c6e2e661925bbf9aed4d5ade9a1c6502d5dfc10129b9d1141797", size = 144745, upload-time = "2025-04-17T03:11:11.453Z" },
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-    { url = "https://files.pythonhosted.org/packages/bf/b6/5f922792be93b82ec6b5f270bbb1ef031fd0622847070bbcf9da816502cc/multiprocess-0.70.18-py312-none-any.whl", hash = "sha256:9b78f8e5024b573730bfb654783a13800c2c0f2dfc0c25e70b40d184d64adaa2", size = 150287, upload-time = "2025-04-17T03:11:22.69Z" },
-    { url = "https://files.pythonhosted.org/packages/ee/25/7d7e78e750bc1aecfaf0efbf826c69a791d2eeaf29cf20cba93ff4cced78/multiprocess-0.70.18-py313-none-any.whl", hash = "sha256:871743755f43ef57d7910a38433cfe41319e72be1bbd90b79c7a5ac523eb9334", size = 151917, upload-time = "2025-04-17T03:11:24.044Z" },
-    { url = "https://files.pythonhosted.org/packages/3b/c3/ca84c19bd14cdfc21c388fdcebf08b86a7a470ebc9f5c3c084fc2dbc50f7/multiprocess-0.70.18-py38-none-any.whl", hash = "sha256:dbf705e52a154fe5e90fb17b38f02556169557c2dd8bb084f2e06c2784d8279b", size = 132636, upload-time = "2025-04-17T03:11:24.936Z" },
-    { url = "https://files.pythonhosted.org/packages/6c/28/dd72947e59a6a8c856448a5e74da6201cb5502ddff644fbc790e4bd40b9a/multiprocess-0.70.18-py39-none-any.whl", hash = "sha256:e78ca805a72b1b810c690b6b4cc32579eba34f403094bbbae962b7b5bf9dfcb8", size = 133478, upload-time = "2025-04-17T03:11:26.253Z" },
-]
-
 [[package]]
 name = "mypy-extensions"
 version = "1.1.0"
@@ -1408,6 +1340,16 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/e5/b7d20451657664b07986c2f6e3be564433f5dcaf3482d68eaecd79afaf03/numpy-2.4.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:be71bf1edb48ebbbf7f6337b5bfd2f895d1902f6335a5830b20141fc126ffba0", size = 12502577, upload-time = "2026-01-31T23:13:07.08Z" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1426,6 +1368,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1469,6 +1412,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -1502,20 +1446,21 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../nvidia_nat_eval" }
 dependencies = [
-    { name = "datasets" },
-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
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diff --git a/packages/nvidia_nat_semantic_kernel/uv.lock b/packages/nvidia_nat_semantic_kernel/uv.lock
index b41bb55077..3715085167 100644
--- a/packages/nvidia_nat_semantic_kernel/uv.lock
+++ b/packages/nvidia_nat_semantic_kernel/uv.lock
@@ -1776,6 +1776,16 @@ wheels = [
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+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1794,6 +1804,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1837,6 +1848,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
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diff --git a/packages/nvidia_nat_strands/uv.lock b/packages/nvidia_nat_strands/uv.lock
index aed90c4ea4..1379e37b0e 100644
--- a/packages/nvidia_nat_strands/uv.lock
+++ b/packages/nvidia_nat_strands/uv.lock
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 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1544,6 +1554,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1587,6 +1598,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
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diff --git a/packages/nvidia_nat_test/uv.lock b/packages/nvidia_nat_test/uv.lock
index d1c4b6d942..dc6f53a808 100644
--- a/packages/nvidia_nat_test/uv.lock
+++ b/packages/nvidia_nat_test/uv.lock
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 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1359,6 +1369,7 @@ dependencies = [
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     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1402,6 +1413,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
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     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/packages/nvidia_nat_vanna/uv.lock b/packages/nvidia_nat_vanna/uv.lock
index 8372f03e67..f460a4e17d 100644
--- a/packages/nvidia_nat_vanna/uv.lock
+++ b/packages/nvidia_nat_vanna/uv.lock
@@ -731,40 +731,6 @@ wheels = [
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 ]
 
-[[package]]
-name = "datasets"
-version = "4.6.1"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "dill" },
-    { name = "filelock" },
-    { name = "fsspec", extra = ["http"] },
-    { name = "httpx" },
-    { name = "huggingface-hub" },
-    { name = "multiprocess" },
-    { name = "numpy" },
-    { name = "packaging" },
-    { name = "pandas" },
-    { name = "pyarrow" },
-    { name = "pyyaml" },
-    { name = "requests" },
-    { name = "tqdm" },
-    { name = "xxhash" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/d7/94/eb81c6fe32e9b6ef92223141b5a553aeff2e9456968424a8533cbe88f476/datasets-4.6.1.tar.gz", hash = "sha256:140ce500bc41939ff6ce995702d66b1f4b2ee7f117bb9b07512fab6804d4070a", size = 593865, upload-time = "2026-02-27T23:26:49.482Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/37/f0/99fe6eb530c7ee9ee1faee48059eb8a6437f80c893a496b98a78864e0fc6/datasets-4.6.1-py3-none-any.whl", hash = "sha256:f53228e6dadc9f837037b1bf3051d7d8c054abbb3eb29f1f022926e08090e0da", size = 520667, upload-time = "2026-02-27T23:26:46.855Z" },
-]
-
-[[package]]
-name = "dill"
-version = "0.4.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/12/80/630b4b88364e9a8c8c5797f4602d0f76ef820909ee32f0bacb9f90654042/dill-0.4.0.tar.gz", hash = "sha256:0633f1d2df477324f53a895b02c901fb961bdbf65a17122586ea7019292cbcf0", size = 186976, upload-time = "2025-04-16T00:41:48.867Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/50/3d/9373ad9c56321fdab5b41197068e1d8c25883b3fea29dd361f9b55116869/dill-0.4.0-py3-none-any.whl", hash = "sha256:44f54bf6412c2c8464c14e8243eb163690a9800dbe2c367330883b19c7561049", size = 119668, upload-time = "2025-04-16T00:41:47.671Z" },
-]
-
 [[package]]
 name = "distro"
 version = "1.9.0"
@@ -983,11 +949,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e6/ab/fb21f4c939bb440104cc2b396d3be1d9b7a9fd3c6c2a53d98c45b3d7c954/fsspec-2026.2.0-py3-none-any.whl", hash = "sha256:98de475b5cb3bd66bedd5c4679e87b4fdfe1a3bf4d707b151b3c07e58c9a2437", size = 202505, upload-time = "2026-02-05T21:50:51.819Z" },
 ]
 
-[package.optional-dependencies]
-http = [
-    { name = "aiohttp" },
-]
-
 [[package]]
 name = "googleapis-common-protos"
 version = "1.72.0"
@@ -1970,26 +1931,6 @@ wheels = [
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 ]
 
-[[package]]
-name = "multiprocess"
-version = "0.70.18"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
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-]
-sdist = { url = "https://files.pythonhosted.org/packages/72/fd/2ae3826f5be24c6ed87266bc4e59c46ea5b059a103f3d7e7eb76a52aeecb/multiprocess-0.70.18.tar.gz", hash = "sha256:f9597128e6b3e67b23956da07cf3d2e5cba79e2f4e0fba8d7903636663ec6d0d", size = 1798503, upload-time = "2025-04-17T03:11:27.742Z" }
-wheels = [
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-    { url = "https://files.pythonhosted.org/packages/3b/c3/ca84c19bd14cdfc21c388fdcebf08b86a7a470ebc9f5c3c084fc2dbc50f7/multiprocess-0.70.18-py38-none-any.whl", hash = "sha256:dbf705e52a154fe5e90fb17b38f02556169557c2dd8bb084f2e06c2784d8279b", size = 132636, upload-time = "2025-04-17T03:11:24.936Z" },
-    { url = "https://files.pythonhosted.org/packages/6c/28/dd72947e59a6a8c856448a5e74da6201cb5502ddff644fbc790e4bd40b9a/multiprocess-0.70.18-py39-none-any.whl", hash = "sha256:e78ca805a72b1b810c690b6b4cc32579eba34f403094bbbae962b7b5bf9dfcb8", size = 133478, upload-time = "2025-04-17T03:11:26.253Z" },
-]
-
 [[package]]
 name = "mypy-extensions"
 version = "1.1.0"
@@ -2084,6 +2025,16 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/e5/b7d20451657664b07986c2f6e3be564433f5dcaf3482d68eaecd79afaf03/numpy-2.4.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:be71bf1edb48ebbbf7f6337b5bfd2f895d1902f6335a5830b20141fc126ffba0", size = 12502577, upload-time = "2026-01-31T23:13:07.08Z" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -2102,6 +2053,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -2145,6 +2097,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -2178,20 +2131,21 @@ provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 name = "nvidia-nat-eval"
 source = { editable = "../nvidia_nat_eval" }
 dependencies = [
-    { name = "datasets" },
-    { name = "nvidia-nat-core" },
-    { name = "openpyxl" },
+    { name = "nvidia-nat-atif" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "../nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
 [[package]]
 name = "nvidia-nat-langchain"
diff --git a/packages/nvidia_nat_weave/pyproject.toml b/packages/nvidia_nat_weave/pyproject.toml
index 7eef78a0fa..c3a3d4169b 100644
--- a/packages/nvidia_nat_weave/pyproject.toml
+++ b/packages/nvidia_nat_weave/pyproject.toml
@@ -71,6 +71,7 @@ dependencies = [
 [tool.setuptools_dynamic_dependencies.optional-dependencies]
 test = [
   "nvidia-nat-core[async_endpoints] == {version}",
+  "nvidia-nat-eval == {version}",
   "nvidia-nat-test == {version}",
 ]
 
@@ -81,6 +82,7 @@ config-settings = { editable_mode = "compat" }
 
 [tool.uv.sources]
 nvidia-nat-core = { path = "../nvidia_nat_core", editable = true }
+nvidia-nat-eval = { path = "../nvidia_nat_eval", editable = true }
 nvidia-nat-test = { path = "../nvidia_nat_test", editable = true }
 
 [project.entry-points.'nat.components']
diff --git a/packages/nvidia_nat_weave/src/nat/plugins/weave/weave_eval_callback.py b/packages/nvidia_nat_weave/src/nat/plugins/weave/weave_eval_callback.py
index 7aa2292d67..059695f239 100644
--- a/packages/nvidia_nat_weave/src/nat/plugins/weave/weave_eval_callback.py
+++ b/packages/nvidia_nat_weave/src/nat/plugins/weave/weave_eval_callback.py
@@ -23,7 +23,7 @@
 from nat.data_models.evaluate_runtime import UsageStatsItem
 from nat.data_models.evaluator import EvalInput
 from nat.data_models.evaluator import EvalInputItem
-from nat.data_models.evaluator import EvalOutput
+from nat.plugins.eval.data_models.evaluator_io import EvalOutput
 
 logger = logging.getLogger(__name__)
 
diff --git a/packages/nvidia_nat_weave/uv.lock b/packages/nvidia_nat_weave/uv.lock
index 5b131a61f2..6f7d015d7a 100644
--- a/packages/nvidia_nat_weave/uv.lock
+++ b/packages/nvidia_nat_weave/uv.lock
@@ -1779,6 +1779,16 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/e5/b7d20451657664b07986c2f6e3be564433f5dcaf3482d68eaecd79afaf03/numpy-2.4.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:be71bf1edb48ebbbf7f6337b5bfd2f895d1902f6335a5830b20141fc126ffba0", size = 12502577, upload-time = "2026-01-31T23:13:07.08Z" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1797,6 +1807,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1848,6 +1859,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -1877,6 +1889,26 @@ requires-dist = [
 ]
 provides-extras = ["async-endpoints", "gunicorn", "pii-defense", "test"]
 
+[[package]]
+name = "nvidia-nat-eval"
+source = { editable = "../nvidia_nat_eval" }
+dependencies = [
+    { name = "nvidia-nat-atif" },
+]
+
+[package.metadata]
+requires-dist = [
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "../nvidia_nat_core" },
+    { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../nvidia_nat_core" },
+    { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
+]
+provides-extras = ["full", "test"]
+
 [[package]]
 name = "nvidia-nat-test"
 source = { editable = "../nvidia_nat_test" }
@@ -1918,6 +1950,7 @@ dependencies = [
 [package.optional-dependencies]
 test = [
     { name = "nvidia-nat-core", extra = ["async-endpoints"] },
+    { name = "nvidia-nat-eval" },
     { name = "nvidia-nat-test" },
 ]
 
@@ -1927,6 +1960,7 @@ requires-dist = [
     { name = "fickling", specifier = ">=0.1.7,<1.0.0" },
     { name = "nvidia-nat-core", editable = "../nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "../nvidia_nat_core" },
+    { name = "nvidia-nat-eval", marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "presidio-analyzer", specifier = "~=2.2" },
     { name = "presidio-anonymizer", specifier = "~=2.2" },
diff --git a/packages/nvidia_nat_zep_cloud/uv.lock b/packages/nvidia_nat_zep_cloud/uv.lock
index e137b060b0..266ccbcf53 100644
--- a/packages/nvidia_nat_zep_cloud/uv.lock
+++ b/packages/nvidia_nat_zep_cloud/uv.lock
@@ -1341,6 +1341,16 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/e5/b7d20451657664b07986c2f6e3be564433f5dcaf3482d68eaecd79afaf03/numpy-2.4.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:be71bf1edb48ebbbf7f6337b5bfd2f895d1902f6335a5830b20141fc126ffba0", size = 12502577, upload-time = "2026-01-31T23:13:07.08Z" },
 ]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "../nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-core"
 source = { editable = "../nvidia_nat_core" }
@@ -1359,6 +1369,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -1402,6 +1413,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "../nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "../nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "../nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
diff --git a/pyproject.toml b/pyproject.toml
index e39393b7c0..fec5005446 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -55,11 +55,12 @@ adk = ["nvidia-nat-adk == {version}"]
 agno = ["nvidia-nat-agno == {version}"]
 app = ["nvidia-nat-app == {version}"]
 autogen = ["nvidia-nat-autogen == {version}"]
+atif = ["nvidia-nat-atif == {version}"]
 config-optimizer = ["nvidia-nat-config-optimizer == {version}"]
 core = ["nvidia-nat-core == {version}"]
 crewai = ["nvidia-nat-crewai == {version}"]
 data-flywheel = ["nvidia-nat-data-flywheel == {version}"]
-eval = ["nvidia-nat-eval == {version}"]
+eval = ["nvidia-nat-eval[full] == {version}"]
 fastmcp = ["nvidia-nat-fastmcp == {version}"]
 langchain = ["nvidia-nat-langchain == {version}"]
 llama-index = ["nvidia-nat-llama-index == {version}"]
@@ -96,11 +97,12 @@ most = [
   "nvidia-nat-agno == {version}",
   "nvidia-nat-app == {version}",
   "nvidia-nat-autogen == {version}",
+  "nvidia-nat-atif == {version}",
   "nvidia-nat-config-optimizer == {version}",
   "nvidia-nat-core[async_endpoints,gunicorn,pii-defense] == {version}",
   "nvidia-nat-crewai == {version}",
   "nvidia-nat-data-flywheel == {version}",
-  "nvidia-nat-eval == {version}",
+  "nvidia-nat-eval[full] == {version}",
   "nvidia-nat-fastmcp == {version}",
   "nvidia-nat-langchain == {version}",
   "nvidia-nat-llama-index == {version}",
@@ -233,6 +235,7 @@ nvidia-nat-adk = { path = "packages/nvidia_nat_adk", editable = true }
 nvidia-nat-agno = { path = "packages/nvidia_nat_agno", editable = true }
 nvidia-nat-app = { path = "packages/nvidia_nat_app", editable = true }
 nvidia-nat-autogen = { path = "packages/nvidia_nat_autogen", editable = true }
+nvidia-nat-atif = { path = "packages/nvidia_nat_atif", editable = true }
 nvidia-nat-core = { path = "packages/nvidia_nat_core", editable = true }
 nvidia-nat-crewai = { path = "packages/nvidia_nat_crewai", editable = true }
 nvidia-nat-data-flywheel = { path = "packages/nvidia_nat_data_flywheel", editable = true }
diff --git a/uv.lock b/uv.lock
index 6f522f075a..846c9f3282 100644
--- a/uv.lock
+++ b/uv.lock
@@ -6421,6 +6421,9 @@ app = [
 async-endpoints = [
     { name = "nvidia-nat-core", extra = ["async-endpoints"] },
 ]
+atif = [
+    { name = "nvidia-nat-atif" },
+]
 autogen = [
     { name = "nvidia-nat-autogen" },
 ]
@@ -6437,7 +6440,7 @@ data-flywheel = [
     { name = "nvidia-nat-data-flywheel" },
 ]
 eval = [
-    { name = "nvidia-nat-eval" },
+    { name = "nvidia-nat-eval", extra = ["full"] },
 ]
 examples = [
     { name = "nat-adk-demo" },
@@ -6515,12 +6518,13 @@ most = [
     { name = "nvidia-nat-adk" },
     { name = "nvidia-nat-agno" },
     { name = "nvidia-nat-app" },
+    { name = "nvidia-nat-atif" },
     { name = "nvidia-nat-autogen" },
     { name = "nvidia-nat-config-optimizer" },
     { name = "nvidia-nat-core", extra = ["async-endpoints", "gunicorn", "pii-defense"], marker = "extra == 'extra-10-nvidia-nat-most' or (extra == 'extra-10-nvidia-nat-adk' and extra == 'extra-10-nvidia-nat-openpipe-art') or (extra == 'extra-10-nvidia-nat-autogen' and extra == 'extra-10-nvidia-nat-rag') or (extra == 'extra-10-nvidia-nat-crewai' and extra == 'extra-10-nvidia-nat-openpipe-art') or (extra == 'extra-10-nvidia-nat-ragaai' and extra == 'extra-10-nvidia-nat-strands') or (extra == 'extra-10-nvidia-nat-adk' and extra != 'extra-10-nvidia-nat-rag' and extra == 'extra-10-nvidia-nat-ragaai') or (extra == 'extra-10-nvidia-nat-adk' and extra != 'extra-10-nvidia-nat-autogen' and extra == 'extra-10-nvidia-nat-ragaai')" },
     { name = "nvidia-nat-crewai" },
     { name = "nvidia-nat-data-flywheel" },
-    { name = "nvidia-nat-eval" },
+    { name = "nvidia-nat-eval", extra = ["full"], marker = "extra == 'extra-10-nvidia-nat-most' or (extra == 'extra-10-nvidia-nat-adk' and extra == 'extra-10-nvidia-nat-openpipe-art') or (extra == 'extra-10-nvidia-nat-autogen' and extra == 'extra-10-nvidia-nat-rag') or (extra == 'extra-10-nvidia-nat-crewai' and extra == 'extra-10-nvidia-nat-openpipe-art') or (extra == 'extra-10-nvidia-nat-ragaai' and extra == 'extra-10-nvidia-nat-strands') or (extra == 'extra-10-nvidia-nat-adk' and extra != 'extra-10-nvidia-nat-rag' and extra == 'extra-10-nvidia-nat-ragaai') or (extra == 'extra-10-nvidia-nat-adk' and extra != 'extra-10-nvidia-nat-autogen' and extra == 'extra-10-nvidia-nat-ragaai')" },
     { name = "nvidia-nat-fastmcp" },
     { name = "nvidia-nat-langchain" },
     { name = "nvidia-nat-llama-index" },
@@ -6687,6 +6691,8 @@ requires-dist = [
     { name = "nvidia-nat-agno", marker = "extra == 'most'", editable = "packages/nvidia_nat_agno" },
     { name = "nvidia-nat-app", marker = "extra == 'app'", editable = "packages/nvidia_nat_app" },
     { name = "nvidia-nat-app", marker = "extra == 'most'", editable = "packages/nvidia_nat_app" },
+    { name = "nvidia-nat-atif", marker = "extra == 'atif'", editable = "packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-atif", marker = "extra == 'most'", editable = "packages/nvidia_nat_atif" },
     { name = "nvidia-nat-autogen", marker = "extra == 'autogen'", editable = "packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-autogen", marker = "extra == 'most'", editable = "packages/nvidia_nat_autogen" },
     { name = "nvidia-nat-config-optimizer", marker = "extra == 'config-optimizer'", editable = "packages/nvidia_nat_config_optimizer" },
@@ -6701,8 +6707,8 @@ requires-dist = [
     { name = "nvidia-nat-crewai", marker = "extra == 'most'", editable = "packages/nvidia_nat_crewai" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'data-flywheel'", editable = "packages/nvidia_nat_data_flywheel" },
     { name = "nvidia-nat-data-flywheel", marker = "extra == 'most'", editable = "packages/nvidia_nat_data_flywheel" },
-    { name = "nvidia-nat-eval", marker = "extra == 'eval'", editable = "packages/nvidia_nat_eval" },
-    { name = "nvidia-nat-eval", marker = "extra == 'most'", editable = "packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'eval'", editable = "packages/nvidia_nat_eval" },
+    { name = "nvidia-nat-eval", extras = ["full"], marker = "extra == 'most'", editable = "packages/nvidia_nat_eval" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'fastmcp'", editable = "packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-fastmcp", marker = "extra == 'most'", editable = "packages/nvidia_nat_fastmcp" },
     { name = "nvidia-nat-langchain", marker = "extra == 'langchain'", editable = "packages/nvidia_nat_langchain" },
@@ -6750,7 +6756,7 @@ requires-dist = [
     { name = "nvidia-nat-zep-cloud", marker = "extra == 'zep-cloud'", editable = "packages/nvidia_nat_zep_cloud" },
     { name = "text-file-ingest", marker = "extra == 'examples'", editable = "examples/documentation_guides/workflows/text_file_ingest" },
 ]
-provides-extras = ["a2a", "adk", "agno", "app", "autogen", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
+provides-extras = ["a2a", "adk", "agno", "app", "autogen", "atif", "config-optimizer", "core", "crewai", "data-flywheel", "eval", "fastmcp", "langchain", "llama-index", "mcp", "mem0ai", "memmachine", "nemo-customizer", "openpipe-art", "opentelemetry", "phoenix", "profiler", "rag", "ragas", "ragaai", "mysql", "redis", "s3", "security", "semantic-kernel", "strands", "test", "vanna", "weave", "zep-cloud", "async-endpoints", "gunicorn", "pii-defense", "most", "examples"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -6845,6 +6851,16 @@ source = { editable = "packages/nvidia_nat_app" }
 requires-dist = [{ name = "nvidia-nat-test", marker = "extra == 'test'", editable = "packages/nvidia_nat_test" }]
 provides-extras = ["test"]
 
+[[package]]
+name = "nvidia-nat-atif"
+source = { editable = "packages/nvidia_nat_atif" }
+dependencies = [
+    { name = "pydantic" },
+]
+
+[package.metadata]
+requires-dist = [{ name = "pydantic", specifier = "~=2.11" }]
+
 [[package]]
 name = "nvidia-nat-autogen"
 source = { editable = "packages/nvidia_nat_autogen" }
@@ -6910,6 +6926,7 @@ dependencies = [
     { name = "nest-asyncio2" },
     { name = "networkx" },
     { name = "numpy" },
+    { name = "nvidia-nat-atif" },
     { name = "openinference-semantic-conventions" },
     { name = "optuna" },
     { name = "pandas" },
@@ -6968,6 +6985,7 @@ requires-dist = [
     { name = "nest-asyncio2", specifier = "~=1.7" },
     { name = "networkx", specifier = "~=3.4" },
     { name = "numpy", specifier = "~=2.3" },
+    { name = "nvidia-nat-atif", editable = "packages/nvidia_nat_atif" },
     { name = "nvidia-nat-eval", extras = ["profiling"], marker = "extra == 'test'", editable = "packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "packages/nvidia_nat_test" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.14,<1.0.0" },
@@ -7035,6 +7053,11 @@ provides-extras = ["test"]
 name = "nvidia-nat-eval"
 source = { editable = "packages/nvidia_nat_eval" }
 dependencies = [
+    { name = "nvidia-nat-atif" },
+]
+
+[package.optional-dependencies]
+full = [
     { name = "datasets" },
     { name = "nvidia-nat-core" },
     { name = "openpyxl" },
@@ -7042,13 +7065,16 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    { name = "datasets", specifier = "~=4.4" },
-    { name = "nvidia-nat-core", editable = "packages/nvidia_nat_core" },
+    { name = "datasets", marker = "extra == 'full'", specifier = "~=4.4" },
+    { name = "datasets", marker = "extra == 'test'", specifier = "~=4.4" },
+    { name = "nvidia-nat-atif", editable = "packages/nvidia_nat_atif" },
+    { name = "nvidia-nat-core", marker = "extra == 'full'", editable = "packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "packages/nvidia_nat_core" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "packages/nvidia_nat_test" },
-    { name = "openpyxl", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'full'", specifier = "~=3.1" },
+    { name = "openpyxl", marker = "extra == 'test'", specifier = "~=3.1" },
 ]
-provides-extras = ["test"]
+provides-extras = ["full", "test"]
 
 [[package]]
 name = "nvidia-nat-fastmcp"
@@ -7241,6 +7267,7 @@ source = { editable = "packages/nvidia_nat_openpipe_art" }
 dependencies = [
     { name = "matplotlib" },
     { name = "nvidia-nat-core" },
+    { name = "nvidia-nat-eval" },
     { name = "openpipe-art" },
 ]
 
@@ -7248,6 +7275,7 @@ dependencies = [
 requires-dist = [
     { name = "matplotlib", specifier = "~=3.9" },
     { name = "nvidia-nat-core", editable = "packages/nvidia_nat_core" },
+    { name = "nvidia-nat-eval", editable = "packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "packages/nvidia_nat_test" },
     { name = "openpipe-art", specifier = "==0.5.4" },
 ]
@@ -7539,6 +7567,7 @@ requires-dist = [
     { name = "fickling", specifier = ">=0.1.7,<1.0.0" },
     { name = "nvidia-nat-core", editable = "packages/nvidia_nat_core" },
     { name = "nvidia-nat-core", extras = ["async-endpoints"], marker = "extra == 'test'", editable = "packages/nvidia_nat_core" },
+    { name = "nvidia-nat-eval", marker = "extra == 'test'", editable = "packages/nvidia_nat_eval" },
     { name = "nvidia-nat-test", marker = "extra == 'test'", editable = "packages/nvidia_nat_test" },
     { name = "presidio-analyzer", specifier = "~=2.2" },
     { name = "presidio-anonymizer", specifier = "~=2.2" },