diff --git a/.github/workflows/loongsuite_lint_0.yml b/.github/workflows/loongsuite_lint_0.yml
index 01948fbfa..8959c9866 100644
--- a/.github/workflows/loongsuite_lint_0.yml
+++ b/.github/workflows/loongsuite_lint_0.yml
@@ -84,7 +84,7 @@ jobs:
         shell: bash
         env:
           LOONGSUITE_ALL_JOBS: >-
-            [{"name": "lint-loongsuite-instrumentation-agentscope", "package": "loongsuite-instrumentation-agentscope", "tox_env": "lint-loongsuite-instrumentation-agentscope", "ui_name": "loongsuite-instrumentation-agentscope"}, {"name": "lint-loongsuite-instrumentation-dashscope", "package": "loongsuite-instrumentation-dashscope", "tox_env": "lint-loongsuite-instrumentation-dashscope", "ui_name": "loongsuite-instrumentation-dashscope"}, {"name": "lint-loongsuite-instrumentation-claude-agent-sdk", "package": "loongsuite-instrumentation-claude-agent-sdk", "tox_env": "lint-loongsuite-instrumentation-claude-agent-sdk", "ui_name": "loongsuite-instrumentation-claude-agent-sdk"}, {"name": "lint-loongsuite-instrumentation-google-adk", "package": "loongsuite-instrumentation-google-adk", "tox_env": "lint-loongsuite-instrumentation-google-adk", "ui_name": "loongsuite-instrumentation-google-adk"}, {"name": "lint-loongsuite-instrumentation-agno", "package": "loongsuite-instrumentation-agno", "tox_env": "lint-loongsuite-instrumentation-agno", "ui_name": "loongsuite-instrumentation-agno"}, {"name": "lint-loongsuite-instrumentation-langchain", "package": "loongsuite-instrumentation-langchain", "tox_env": "lint-loongsuite-instrumentation-langchain", "ui_name": "loongsuite-instrumentation-langchain"}, {"name": "lint-loongsuite-instrumentation-langgraph", "package": "loongsuite-instrumentation-langgraph", "tox_env": "lint-loongsuite-instrumentation-langgraph", "ui_name": "loongsuite-instrumentation-langgraph"}, {"name": "lint-loongsuite-instrumentation-qwen-agent", "package": "loongsuite-instrumentation-qwen-agent", "tox_env": "lint-loongsuite-instrumentation-qwen-agent", "ui_name": "loongsuite-instrumentation-qwen-agent"}, {"name": "lint-loongsuite-instrumentation-mem0", "package": "loongsuite-instrumentation-mem0", "tox_env": "lint-loongsuite-instrumentation-mem0", "ui_name": "loongsuite-instrumentation-mem0"}, {"name": "lint-util-genai", "package": "util-genai", "tox_env": "lint-util-genai", "ui_name": "util-genai"}, {"name": "lint-loongsuite-instrumentation-litellm", "package": "loongsuite-instrumentation-litellm", "tox_env": "lint-loongsuite-instrumentation-litellm", "ui_name": "loongsuite-instrumentation-litellm"}, {"name": "lint-loongsuite-instrumentation-crewai", "package": "loongsuite-instrumentation-crewai", "tox_env": "lint-loongsuite-instrumentation-crewai", "ui_name": "loongsuite-instrumentation-crewai"}, {"name": "lint-loongsuite-instrumentation-qwenpaw", "package": "loongsuite-instrumentation-qwenpaw", "tox_env": "lint-loongsuite-instrumentation-qwenpaw", "ui_name": "loongsuite-instrumentation-qwenpaw"}, {"name": "lint-loongsuite-instrumentation-algotune", "package": "loongsuite-instrumentation-algotune", "tox_env": "lint-loongsuite-instrumentation-algotune", "ui_name": "loongsuite-instrumentation-algotune"}, {"name": "lint-loongsuite-instrumentation-bfclv4", "package": "loongsuite-instrumentation-bfclv4", "tox_env": "lint-loongsuite-instrumentation-bfclv4", "ui_name": "loongsuite-instrumentation-bfclv4"}, {"name": "lint-loongsuite-instrumentation-claw-eval", "package": "loongsuite-instrumentation-claw-eval", "tox_env": "lint-loongsuite-instrumentation-claw-eval", "ui_name": "loongsuite-instrumentation-claw-eval"}, {"name": "lint-loongsuite-instrumentation-minisweagent", "package": "loongsuite-instrumentation-minisweagent", "tox_env": "lint-loongsuite-instrumentation-minisweagent", "ui_name": "loongsuite-instrumentation-minisweagent"}, {"name": "lint-loongsuite-instrumentation-openhands", "package": "loongsuite-instrumentation-openhands", "tox_env": "lint-loongsuite-instrumentation-openhands", "ui_name": "loongsuite-instrumentation-openhands"}, {"name": "lint-loongsuite-instrumentation-slop-code", "package": "loongsuite-instrumentation-slop-code", "tox_env": "lint-loongsuite-instrumentation-slop-code", "ui_name": "loongsuite-instrumentation-slop-code"}, {"name": "lint-loongsuite-instrumentation-terminus2", "package": "loongsuite-instrumentation-terminus2", "tox_env": "lint-loongsuite-instrumentation-terminus2", "ui_name": "loongsuite-instrumentation-terminus2"}, {"name": "lint-loongsuite-instrumentation-vita", "package": "loongsuite-instrumentation-vita", "tox_env": "lint-loongsuite-instrumentation-vita", "ui_name": "loongsuite-instrumentation-vita"}, {"name": "lint-loongsuite-instrumentation-webarena", "package": "loongsuite-instrumentation-webarena", "tox_env": "lint-loongsuite-instrumentation-webarena", "ui_name": "loongsuite-instrumentation-webarena"}, {"name": "lint-loongsuite-instrumentation-widesearch", "package": "loongsuite-instrumentation-widesearch", "tox_env": "lint-loongsuite-instrumentation-widesearch", "ui_name": "loongsuite-instrumentation-widesearch"}, {"name": "lint-loongsuite-instrumentation-wildtool", "package": "loongsuite-instrumentation-wildtool", "tox_env": "lint-loongsuite-instrumentation-wildtool", "ui_name": "loongsuite-instrumentation-wildtool"}]
+            [{"name": "lint-loongsuite-instrumentation-agentscope", "package": "loongsuite-instrumentation-agentscope", "tox_env": "lint-loongsuite-instrumentation-agentscope", "ui_name": "loongsuite-instrumentation-agentscope"}, {"name": "lint-loongsuite-instrumentation-dashscope", "package": "loongsuite-instrumentation-dashscope", "tox_env": "lint-loongsuite-instrumentation-dashscope", "ui_name": "loongsuite-instrumentation-dashscope"}, {"name": "lint-loongsuite-instrumentation-claude-agent-sdk", "package": "loongsuite-instrumentation-claude-agent-sdk", "tox_env": "lint-loongsuite-instrumentation-claude-agent-sdk", "ui_name": "loongsuite-instrumentation-claude-agent-sdk"}, {"name": "lint-loongsuite-instrumentation-google-adk", "package": "loongsuite-instrumentation-google-adk", "tox_env": "lint-loongsuite-instrumentation-google-adk", "ui_name": "loongsuite-instrumentation-google-adk"}, {"name": "lint-loongsuite-instrumentation-agno", "package": "loongsuite-instrumentation-agno", "tox_env": "lint-loongsuite-instrumentation-agno", "ui_name": "loongsuite-instrumentation-agno"}, {"name": "lint-loongsuite-instrumentation-langchain", "package": "loongsuite-instrumentation-langchain", "tox_env": "lint-loongsuite-instrumentation-langchain", "ui_name": "loongsuite-instrumentation-langchain"}, {"name": "lint-loongsuite-instrumentation-langgraph", "package": "loongsuite-instrumentation-langgraph", "tox_env": "lint-loongsuite-instrumentation-langgraph", "ui_name": "loongsuite-instrumentation-langgraph"}, {"name": "lint-loongsuite-instrumentation-qwen-agent", "package": "loongsuite-instrumentation-qwen-agent", "tox_env": "lint-loongsuite-instrumentation-qwen-agent", "ui_name": "loongsuite-instrumentation-qwen-agent"}, {"name": "lint-loongsuite-instrumentation-hermes-agent", "package": "loongsuite-instrumentation-hermes-agent", "tox_env": "lint-loongsuite-instrumentation-hermes-agent", "ui_name": "loongsuite-instrumentation-hermes-agent"}, {"name": "lint-loongsuite-instrumentation-mem0", "package": "loongsuite-instrumentation-mem0", "tox_env": "lint-loongsuite-instrumentation-mem0", "ui_name": "loongsuite-instrumentation-mem0"}, {"name": "lint-util-genai", "package": "util-genai", "tox_env": "lint-util-genai", "ui_name": "util-genai"}, {"name": "lint-loongsuite-instrumentation-litellm", "package": "loongsuite-instrumentation-litellm", "tox_env": "lint-loongsuite-instrumentation-litellm", "ui_name": "loongsuite-instrumentation-litellm"}, {"name": "lint-loongsuite-instrumentation-crewai", "package": "loongsuite-instrumentation-crewai", "tox_env": "lint-loongsuite-instrumentation-crewai", "ui_name": "loongsuite-instrumentation-crewai"}, {"name": "lint-loongsuite-instrumentation-qwenpaw", "package": "loongsuite-instrumentation-qwenpaw", "tox_env": "lint-loongsuite-instrumentation-qwenpaw", "ui_name": "loongsuite-instrumentation-qwenpaw"}, {"name": "lint-loongsuite-instrumentation-algotune", "package": "loongsuite-instrumentation-algotune", "tox_env": "lint-loongsuite-instrumentation-algotune", "ui_name": "loongsuite-instrumentation-algotune"}, {"name": "lint-loongsuite-instrumentation-bfclv4", "package": "loongsuite-instrumentation-bfclv4", "tox_env": "lint-loongsuite-instrumentation-bfclv4", "ui_name": "loongsuite-instrumentation-bfclv4"}, {"name": "lint-loongsuite-instrumentation-claw-eval", "package": "loongsuite-instrumentation-claw-eval", "tox_env": "lint-loongsuite-instrumentation-claw-eval", "ui_name": "loongsuite-instrumentation-claw-eval"}, {"name": "lint-loongsuite-instrumentation-minisweagent", "package": "loongsuite-instrumentation-minisweagent", "tox_env": "lint-loongsuite-instrumentation-minisweagent", "ui_name": "loongsuite-instrumentation-minisweagent"}, {"name": "lint-loongsuite-instrumentation-openhands", "package": "loongsuite-instrumentation-openhands", "tox_env": "lint-loongsuite-instrumentation-openhands", "ui_name": "loongsuite-instrumentation-openhands"}, {"name": "lint-loongsuite-instrumentation-slop-code", "package": "loongsuite-instrumentation-slop-code", "tox_env": "lint-loongsuite-instrumentation-slop-code", "ui_name": "loongsuite-instrumentation-slop-code"}, {"name": "lint-loongsuite-instrumentation-terminus2", "package": "loongsuite-instrumentation-terminus2", "tox_env": "lint-loongsuite-instrumentation-terminus2", "ui_name": "loongsuite-instrumentation-terminus2"}, {"name": "lint-loongsuite-instrumentation-vita", "package": "loongsuite-instrumentation-vita", "tox_env": "lint-loongsuite-instrumentation-vita", "ui_name": "loongsuite-instrumentation-vita"}, {"name": "lint-loongsuite-instrumentation-webarena", "package": "loongsuite-instrumentation-webarena", "tox_env": "lint-loongsuite-instrumentation-webarena", "ui_name": "loongsuite-instrumentation-webarena"}, {"name": "lint-loongsuite-instrumentation-widesearch", "package": "loongsuite-instrumentation-widesearch", "tox_env": "lint-loongsuite-instrumentation-widesearch", "ui_name": "loongsuite-instrumentation-widesearch"}, {"name": "lint-loongsuite-instrumentation-wildtool", "package": "loongsuite-instrumentation-wildtool", "tox_env": "lint-loongsuite-instrumentation-wildtool", "ui_name": "loongsuite-instrumentation-wildtool"}]
           LOONGSUITE_FULL: ${{ steps.detect.outputs.full }}
           LOONGSUITE_PACKAGES: ${{ steps.detect.outputs.packages }}
         run: |
diff --git a/.github/workflows/loongsuite_test_0.yml b/.github/workflows/loongsuite_test_0.yml
index e36d9dec5..a645723ed 100644
--- a/.github/workflows/loongsuite_test_0.yml
+++ b/.github/workflows/loongsuite_test_0.yml
@@ -84,7 +84,7 @@ jobs:
         shell: bash
         env:
           LOONGSUITE_ALL_JOBS: >-
-            [{"name": "py310-test-loongsuite-instrumentation-agentscope-oldest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-agentscope", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-agentscope-oldest", "ui_name": "loongsuite-instrumentation-agentscope-oldest 3.10 Ubuntu"}, {"name": "py310-test-loongsuite-instrumentation-agentscope-latest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-agentscope", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-agentscope-latest", "ui_name": "loongsuite-instrumentation-agentscope-latest 3.10 Ubuntu"}, {"name": "py311-test-loongsuite-instrumentation-agentscope-oldest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-agentscope", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-agentscope-oldest", "ui_name": "loongsuite-instrumentation-agentscope-oldest 3.11 Ubuntu"}, {"name": "py311-test-loongsuite-instrumentation-agentscope-latest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-agentscope", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-agentscope-latest", "ui_name": "loongsuite-instrumentation-agentscope-latest 3.11 Ubuntu"}, {"name": "py312-test-loongsuite-instrumentation-agentscope-oldest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-agentscope", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-agentscope-oldest", "ui_name": "loongsuite-instrumentation-agentscope-oldest 3.12 Ubuntu"}, {"name": "py312-test-loongsuite-instrumentation-agentscope-latest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-agentscope", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-agentscope-latest", "ui_name": "loongsuite-instrumentation-agentscope-latest 3.12 Ubuntu"}, {"name": "py313-test-loongsuite-instrumentation-agentscope-oldest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-agentscope", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-agentscope-oldest", "ui_name": "loongsuite-instrumentation-agentscope-oldest 3.13 Ubuntu"}, {"name": "py313-test-loongsuite-instrumentation-agentscope-latest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-agentscope", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-agentscope-latest", "ui_name": "loongsuite-instrumentation-agentscope-latest 3.13 Ubuntu"}, {"name": "py39-test-loongsuite-instrumentation-dashscope-oldest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-dashscope", "python_version": "3.9", "tox_env": "py39-test-loongsuite-instrumentation-dashscope-oldest", "ui_name": "loongsuite-instrumentation-dashscope-oldest 3.9 Ubuntu"}, {"name": "py39-test-loongsuite-instrumentation-dashscope-latest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-dashscope", "python_version": "3.9", "tox_env": "py39-test-loongsuite-instrumentation-dashscope-latest", "ui_name": "loongsuite-instrumentation-dashscope-latest 3.9 Ubuntu"}, {"name": "py310-test-loongsuite-instrumentation-dashscope-oldest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-dashscope", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-dashscope-oldest", "ui_name": "loongsuite-instrumentation-dashscope-oldest 3.10 Ubuntu"}, {"name": "py310-test-loongsuite-instrumentation-dashscope-latest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-dashscope", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-dashscope-latest", "ui_name": "loongsuite-instrumentation-dashscope-latest 3.10 Ubuntu"}, {"name": "py311-test-loongsuite-instrumentation-dashscope-oldest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-dashscope", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-dashscope-oldest", "ui_name": "loongsuite-instrumentation-dashscope-oldest 3.11 Ubuntu"}, {"name": "py311-test-loongsuite-instrumentation-dashscope-latest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-dashscope", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-dashscope-latest", "ui_name": "loongsuite-instrumentation-dashscope-latest 3.11 Ubuntu"}, {"name": "py312-test-loongsuite-instrumentation-dashscope-oldest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-dashscope", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-dashscope-oldest", "ui_name": "loongsuite-instrumentation-dashscope-oldest 3.12 Ubuntu"}, {"name": "py312-test-loongsuite-instrumentation-dashscope-latest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-dashscope", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-dashscope-latest", "ui_name": "loongsuite-instrumentation-dashscope-latest 3.12 Ubuntu"}, {"name": "py313-test-loongsuite-instrumentation-dashscope-oldest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-dashscope", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-dashscope-oldest", "ui_name": "loongsuite-instrumentation-dashscope-oldest 3.13 Ubuntu"}, {"name": "py313-test-loongsuite-instrumentation-dashscope-latest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-dashscope", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-dashscope-latest", "ui_name": "loongsuite-instrumentation-dashscope-latest 3.13 Ubuntu"}, {"name": "py310-test-loongsuite-instrumentation-claude-agent-sdk-oldest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-claude-agent-sdk", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-claude-agent-sdk-oldest", "ui_name": "loongsuite-instrumentation-claude-agent-sdk-oldest 3.10 Ubuntu"}, {"name": "py310-test-loongsuite-instrumentation-claude-agent-sdk-latest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-claude-agent-sdk", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-claude-agent-sdk-latest", "ui_name": "loongsuite-instrumentation-claude-agent-sdk-latest 3.10 Ubuntu"}, {"name": "py311-test-loongsuite-instrumentation-claude-agent-sdk-oldest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-claude-agent-sdk", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-claude-agent-sdk-oldest", "ui_name": "loongsuite-instrumentation-claude-agent-sdk-oldest 3.11 Ubuntu"}, {"name": "py311-test-loongsuite-instrumentation-claude-agent-sdk-latest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-claude-agent-sdk", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-claude-agent-sdk-latest", "ui_name": "loongsuite-instrumentation-claude-agent-sdk-latest 3.11 Ubuntu"}, {"name": "py312-test-loongsuite-instrumentation-claude-agent-sdk-oldest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-claude-agent-sdk", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-claude-agent-sdk-oldest", "ui_name": "loongsuite-instrumentation-claude-agent-sdk-oldest 3.12 Ubuntu"}, {"name": "py312-test-loongsuite-instrumentation-claude-agent-sdk-latest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-claude-agent-sdk", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-claude-agent-sdk-latest", "ui_name": "loongsuite-instrumentation-claude-agent-sdk-latest 3.12 Ubuntu"}, {"name": "py313-test-loongsuite-instrumentation-claude-agent-sdk-oldest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-claude-agent-sdk", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-claude-agent-sdk-oldest", "ui_name": "loongsuite-instrumentation-claude-agent-sdk-oldest 3.13 Ubuntu"}, {"name": "py313-test-loongsuite-instrumentation-claude-agent-sdk-latest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-claude-agent-sdk", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-claude-agent-sdk-latest", "ui_name": "loongsuite-instrumentation-claude-agent-sdk-latest 3.13 Ubuntu"}, {"name": "py39-test-loongsuite-instrumentation-google-adk-oldest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-google-adk", "python_version": "3.9", "tox_env": "py39-test-loongsuite-instrumentation-google-adk-oldest", "ui_name": "loongsuite-instrumentation-google-adk-oldest 3.9 Ubuntu"}, {"name": "py39-test-loongsuite-instrumentation-google-adk-latest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-google-adk", "python_version": "3.9", "tox_env": "py39-test-loongsuite-instrumentation-google-adk-latest", "ui_name": "loongsuite-instrumentation-google-adk-latest 3.9 Ubuntu"}, {"name": "py310-test-loongsuite-instrumentation-google-adk-oldest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-google-adk", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-google-adk-oldest", "ui_name": "loongsuite-instrumentation-google-adk-oldest 3.10 Ubuntu"}, {"name": "py310-test-loongsuite-instrumentation-google-adk-latest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-google-adk", "python_version": "3.10", 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"loongsuite-instrumentation-litellm 3.13 Ubuntu"}, {"name": "py310-test-loongsuite-instrumentation-crewai_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-crewai", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-crewai", "ui_name": "loongsuite-instrumentation-crewai 3.10 Ubuntu"}, {"name": "py311-test-loongsuite-instrumentation-crewai_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-crewai", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-crewai", "ui_name": "loongsuite-instrumentation-crewai 3.11 Ubuntu"}, {"name": "py312-test-loongsuite-instrumentation-crewai_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-crewai", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-crewai", "ui_name": "loongsuite-instrumentation-crewai 3.12 Ubuntu"}, {"name": "py313-test-loongsuite-instrumentation-crewai_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-crewai", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-crewai", "ui_name": "loongsuite-instrumentation-crewai 3.13 Ubuntu"}, {"name": "py310-test-loongsuite-instrumentation-qwenpaw-latest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-qwenpaw", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-qwenpaw-latest", "ui_name": "loongsuite-instrumentation-qwenpaw-latest 3.10 Ubuntu"}, {"name": "py310-test-loongsuite-instrumentation-qwenpaw-legacy_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-qwenpaw", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-qwenpaw-legacy", "ui_name": "loongsuite-instrumentation-qwenpaw-legacy 3.10 Ubuntu"}, {"name": "py311-test-loongsuite-instrumentation-qwenpaw-latest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-qwenpaw", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-qwenpaw-latest", "ui_name": "loongsuite-instrumentation-qwenpaw-latest 3.11 Ubuntu"}, {"name": "py311-test-loongsuite-instrumentation-qwenpaw-legacy_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-qwenpaw", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-qwenpaw-legacy", "ui_name": "loongsuite-instrumentation-qwenpaw-legacy 3.11 Ubuntu"}, {"name": "py312-test-loongsuite-instrumentation-qwenpaw-latest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-qwenpaw", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-qwenpaw-latest", "ui_name": "loongsuite-instrumentation-qwenpaw-latest 3.12 Ubuntu"}, {"name": "py312-test-loongsuite-instrumentation-qwenpaw-legacy_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-qwenpaw", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-qwenpaw-legacy", "ui_name": "loongsuite-instrumentation-qwenpaw-legacy 3.12 Ubuntu"}, {"name": "py313-test-loongsuite-instrumentation-qwenpaw-latest_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-qwenpaw", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-qwenpaw-latest", "ui_name": "loongsuite-instrumentation-qwenpaw-latest 3.13 Ubuntu"}, {"name": "py313-test-loongsuite-instrumentation-qwenpaw-legacy_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-qwenpaw", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-qwenpaw-legacy", "ui_name": "loongsuite-instrumentation-qwenpaw-legacy 3.13 Ubuntu"}, {"name": "py310-test-loongsuite-instrumentation-algotune_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-algotune", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-algotune", "ui_name": "loongsuite-instrumentation-algotune 3.10 Ubuntu"}, {"name": "py311-test-loongsuite-instrumentation-algotune_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-algotune", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-algotune", "ui_name": "loongsuite-instrumentation-algotune 3.11 Ubuntu"}, {"name": "py312-test-loongsuite-instrumentation-algotune_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-algotune", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-algotune", "ui_name": "loongsuite-instrumentation-algotune 3.12 Ubuntu"}, {"name": "py313-test-loongsuite-instrumentation-algotune_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-algotune", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-algotune", "ui_name": "loongsuite-instrumentation-algotune 3.13 Ubuntu"}, {"name": "py310-test-loongsuite-instrumentation-bfclv4_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-bfclv4", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-bfclv4", "ui_name": "loongsuite-instrumentation-bfclv4 3.10 Ubuntu"}, {"name": "py311-test-loongsuite-instrumentation-bfclv4_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-bfclv4", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-bfclv4", "ui_name": "loongsuite-instrumentation-bfclv4 3.11 Ubuntu"}, {"name": "py312-test-loongsuite-instrumentation-bfclv4_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-bfclv4", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-bfclv4", "ui_name": "loongsuite-instrumentation-bfclv4 3.12 Ubuntu"}, {"name": "py313-test-loongsuite-instrumentation-bfclv4_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-bfclv4", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-bfclv4", "ui_name": "loongsuite-instrumentation-bfclv4 3.13 Ubuntu"}, {"name": "py310-test-loongsuite-instrumentation-claw-eval_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-claw-eval", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-claw-eval", "ui_name": "loongsuite-instrumentation-claw-eval 3.10 Ubuntu"}, {"name": "py311-test-loongsuite-instrumentation-claw-eval_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-claw-eval", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-claw-eval", "ui_name": "loongsuite-instrumentation-claw-eval 3.11 Ubuntu"}, {"name": "py312-test-loongsuite-instrumentation-claw-eval_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-claw-eval", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-claw-eval", "ui_name": "loongsuite-instrumentation-claw-eval 3.12 Ubuntu"}, {"name": "py313-test-loongsuite-instrumentation-claw-eval_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-claw-eval", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-claw-eval", "ui_name": "loongsuite-instrumentation-claw-eval 3.13 Ubuntu"}, {"name": "py310-test-loongsuite-instrumentation-minisweagent_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-minisweagent", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-minisweagent", "ui_name": "loongsuite-instrumentation-minisweagent 3.10 Ubuntu"}, {"name": "py311-test-loongsuite-instrumentation-minisweagent_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-minisweagent", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-minisweagent", "ui_name": "loongsuite-instrumentation-minisweagent 3.11 Ubuntu"}, {"name": "py312-test-loongsuite-instrumentation-minisweagent_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-minisweagent", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-minisweagent", "ui_name": "loongsuite-instrumentation-minisweagent 3.12 Ubuntu"}, {"name": "py313-test-loongsuite-instrumentation-minisweagent_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-minisweagent", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-minisweagent", "ui_name": "loongsuite-instrumentation-minisweagent 3.13 Ubuntu"}, {"name": "py310-test-loongsuite-instrumentation-openhands_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-openhands", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-openhands", "ui_name": "loongsuite-instrumentation-openhands 3.10 Ubuntu"}, {"name": "py311-test-loongsuite-instrumentation-openhands_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-openhands", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-openhands", "ui_name": "loongsuite-instrumentation-openhands 3.11 Ubuntu"}, {"name": "py312-test-loongsuite-instrumentation-openhands_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-openhands", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-openhands", "ui_name": "loongsuite-instrumentation-openhands 3.12 Ubuntu"}, {"name": "py313-test-loongsuite-instrumentation-openhands_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-openhands", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-openhands", "ui_name": "loongsuite-instrumentation-openhands 3.13 Ubuntu"}, {"name": "py310-test-loongsuite-instrumentation-slop-code_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-slop-code", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-slop-code", "ui_name": "loongsuite-instrumentation-slop-code 3.10 Ubuntu"}, {"name": "py311-test-loongsuite-instrumentation-slop-code_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-slop-code", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-slop-code", "ui_name": "loongsuite-instrumentation-slop-code 3.11 Ubuntu"}, {"name": "py312-test-loongsuite-instrumentation-slop-code_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-slop-code", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-slop-code", "ui_name": "loongsuite-instrumentation-slop-code 3.12 Ubuntu"}, {"name": "py313-test-loongsuite-instrumentation-slop-code_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-slop-code", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-slop-code", "ui_name": "loongsuite-instrumentation-slop-code 3.13 Ubuntu"}, {"name": "py310-test-loongsuite-instrumentation-terminus2_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-terminus2", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-terminus2", "ui_name": "loongsuite-instrumentation-terminus2 3.10 Ubuntu"}, {"name": "py311-test-loongsuite-instrumentation-terminus2_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-terminus2", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-terminus2", "ui_name": "loongsuite-instrumentation-terminus2 3.11 Ubuntu"}, {"name": "py312-test-loongsuite-instrumentation-terminus2_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-terminus2", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-terminus2", "ui_name": "loongsuite-instrumentation-terminus2 3.12 Ubuntu"}, {"name": "py313-test-loongsuite-instrumentation-terminus2_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-terminus2", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-terminus2", "ui_name": "loongsuite-instrumentation-terminus2 3.13 Ubuntu"}, {"name": "py310-test-loongsuite-instrumentation-vita_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-vita", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-vita", "ui_name": "loongsuite-instrumentation-vita 3.10 Ubuntu"}, {"name": "py311-test-loongsuite-instrumentation-vita_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-vita", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-vita", "ui_name": "loongsuite-instrumentation-vita 3.11 Ubuntu"}, {"name": "py312-test-loongsuite-instrumentation-vita_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-vita", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-vita", "ui_name": "loongsuite-instrumentation-vita 3.12 Ubuntu"}, {"name": "py313-test-loongsuite-instrumentation-vita_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-vita", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-vita", "ui_name": "loongsuite-instrumentation-vita 3.13 Ubuntu"}, {"name": "py310-test-loongsuite-instrumentation-webarena_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-webarena", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-webarena", "ui_name": "loongsuite-instrumentation-webarena 3.10 Ubuntu"}, {"name": "py311-test-loongsuite-instrumentation-webarena_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-webarena", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-webarena", "ui_name": "loongsuite-instrumentation-webarena 3.11 Ubuntu"}, {"name": "py312-test-loongsuite-instrumentation-webarena_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-webarena", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-webarena", "ui_name": "loongsuite-instrumentation-webarena 3.12 Ubuntu"}, {"name": "py313-test-loongsuite-instrumentation-webarena_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-webarena", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-webarena", "ui_name": "loongsuite-instrumentation-webarena 3.13 Ubuntu"}, {"name": "py311-test-loongsuite-instrumentation-widesearch_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-widesearch", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-widesearch", "ui_name": "loongsuite-instrumentation-widesearch 3.11 Ubuntu"}, {"name": "py312-test-loongsuite-instrumentation-widesearch_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-widesearch", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-widesearch", "ui_name": "loongsuite-instrumentation-widesearch 3.12 Ubuntu"}, {"name": "py313-test-loongsuite-instrumentation-widesearch_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-widesearch", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-widesearch", "ui_name": "loongsuite-instrumentation-widesearch 3.13 Ubuntu"}, {"name": "py310-test-loongsuite-instrumentation-wildtool_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-wildtool", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-wildtool", "ui_name": "loongsuite-instrumentation-wildtool 3.10 Ubuntu"}, {"name": "py311-test-loongsuite-instrumentation-wildtool_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-wildtool", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-wildtool", "ui_name": "loongsuite-instrumentation-wildtool 3.11 Ubuntu"}, {"name": "py312-test-loongsuite-instrumentation-wildtool_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-wildtool", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-wildtool", "ui_name": "loongsuite-instrumentation-wildtool 3.12 Ubuntu"}, {"name": "py313-test-loongsuite-instrumentation-wildtool_ubuntu-latest", "os": "ubuntu-latest", "package": "loongsuite-instrumentation-wildtool", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-wildtool", "ui_name": "loongsuite-instrumentation-wildtool 3.13 Ubuntu"}]
           LOONGSUITE_FULL: ${{ steps.detect.outputs.full }}
           LOONGSUITE_PACKAGES: ${{ steps.detect.outputs.packages }}
         run: |
diff --git a/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/CHANGELOG.md b/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/CHANGELOG.md
index addb2c2c5..478b3d4d7 100644
--- a/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/CHANGELOG.md
+++ b/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/CHANGELOG.md
@@ -7,6 +7,15 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## Unreleased
 
+### Fixed
+
+- Create Hermes `ENTRY` spans for platform-less `AIAgent` calls by mirroring
+  Hermes session source resolution: `platform`, `HERMES_SESSION_SOURCE`, then
+  `cli`. This changes no-platform runs from `AGENT`-only to `ENTRY` -> `AGENT`
+  while leaving explicit CLI, IM, TUI, and API Server platform paths unchanged;
+  disable the Hermes instrumentation if a process must keep no-platform top
+  level agent calls as `AGENT`-only.
+
 ## Version 0.6.0 (2026-06-03)
 
 There are no changelog entries for this release.
diff --git a/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/README.md b/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/README.md
index fe3091973..2a443bf4c 100644
--- a/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/README.md
+++ b/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/README.md
@@ -80,7 +80,10 @@ export OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT=NO_CONTENT
 ## Supported Signals
 
 - **AGENT**: top-level Hermes agent invocation
-- **ENTRY**: AI application entry spans when Hermes `AIAgent.platform` identifies an entrypoint such as CLI, TUI, API Server, or gateway adapters
+- **ENTRY**: AI application entry spans when Hermes resolves an entry source
+  from `AIAgent.platform`, `HERMES_SESSION_SOURCE`, or the default `cli`
+  source used by platform-less `AIAgent` instances. Every top-level
+  instrumented `AIAgent.run_conversation` now emits `ENTRY` -> `AGENT`.
 - **STEP**: Hermes ReAct step lifecycle
 - **LLM**: synchronous and streaming model calls
 - **TOOL**: Hermes tool execution, including tool call id, arguments, and result
diff --git a/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/src/opentelemetry/instrumentation/hermes_agent/helpers.py b/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/src/opentelemetry/instrumentation/hermes_agent/helpers.py
index 80459e88f..2a150ef33 100644
--- a/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/src/opentelemetry/instrumentation/hermes_agent/helpers.py
+++ b/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/src/opentelemetry/instrumentation/hermes_agent/helpers.py
@@ -19,6 +19,7 @@
 import contextvars
 import importlib
 import json
+import os
 from types import SimpleNamespace
 from typing import Any
 
@@ -59,6 +60,7 @@
 )
 
 _HERMES_AGENT_SYSTEM = "hermes"
+_DEFAULT_ENTRY_PLATFORM = "cli"
 
 
 def obj_get(value: Any, field: str, default: Any = None) -> Any:
@@ -72,9 +74,16 @@ def _normalize_platform(value: Any) -> str:
     return str(platform or "").strip().lower()
 
 
-def _entry_platform(instance: Any) -> str:
+def resolve_entry_platform(instance: Any) -> str:
+    """Resolve the Hermes entry source using AIAgent's session source order."""
+
     platform = _normalize_platform(getattr(instance, "platform", None))
-    return platform
+    if platform:
+        return platform
+    platform = _normalize_platform(os.environ.get("HERMES_SESSION_SOURCE"))
+    if platform:
+        return platform
+    return _DEFAULT_ENTRY_PLATFORM
 
 
 def to_int(value: Any) -> int:
@@ -605,10 +614,6 @@ def create_entry_invocation(
     return invocation
 
 
-def should_create_entry_for_agent(instance: Any) -> bool:
-    return bool(_entry_platform(instance))
-
-
 def create_llm_invocation(instance: Any, api_kwargs: Any) -> LLMInvocation:
     if not isinstance(api_kwargs, dict):
         api_kwargs = {}
diff --git a/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/src/opentelemetry/instrumentation/hermes_agent/wrappers.py b/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/src/opentelemetry/instrumentation/hermes_agent/wrappers.py
index b857d799c..73427e2c3 100644
--- a/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/src/opentelemetry/instrumentation/hermes_agent/wrappers.py
+++ b/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/src/opentelemetry/instrumentation/hermes_agent/wrappers.py
@@ -36,7 +36,7 @@
     provider_name,
     push_state,
     reset_state,
-    should_create_entry_for_agent,
+    resolve_entry_platform,
     start_step,
     state,
     step_finish_reason,
@@ -148,8 +148,13 @@ def __call__(self, wrapped, instance, args, kwargs):
         state_token = push_state(instance)
         current_state = state(instance)
         entry_invocation = None
+        # EntryInvocation has no source field yet; resolve the Hermes source
+        # here so entry creation follows Hermes's own session source default.
+        # TODO(loongsuite-hermes): pass entry_platform into EntryInvocation if
+        # opentelemetry-util-genai adds a session source field.
+        entry_platform = resolve_entry_platform(instance)
         if (
-            should_create_entry_for_agent(instance)
+            entry_platform
             and not _current_span_is_genai_operation()
             and not _ACTIVE_TOOL_NAMES.get()
         ):
diff --git a/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/tests/test_agent_features.py b/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/tests/test_agent_features.py
index b6d25f4dc..8968100af 100644
--- a/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/tests/test_agent_features.py
+++ b/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/tests/test_agent_features.py
@@ -17,7 +17,12 @@
 from pathlib import Path
 
 import pytest
-from hermes_state import SessionDB
+
+hermes_state = pytest.importorskip(
+    "hermes_state",
+    reason="Hermes runtime integration tests require the hermes-agent source.",
+)
+SessionDB = hermes_state.SessionDB
 
 
 def _spans_by_kind(span_exporter, span_kind: str):
diff --git a/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/tests/test_live_llm_calls.py b/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/tests/test_live_llm_calls.py
index afe787cf6..b49c13be4 100644
--- a/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/tests/test_live_llm_calls.py
+++ b/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/tests/test_live_llm_calls.py
@@ -18,7 +18,12 @@
 
 import pytest
 from conftest import HermesAgentInstrumentor, extract_metric_points
-from run_agent import AIAgent
+
+run_agent = pytest.importorskip(
+    "run_agent",
+    reason="Hermes runtime integration tests require the hermes-agent source.",
+)
+AIAgent = run_agent.AIAgent
 
 
 def _metric_value(point):
diff --git a/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/tests/test_telemetry_spec.py b/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/tests/test_telemetry_spec.py
index e6bca6b0d..82e246857 100644
--- a/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/tests/test_telemetry_spec.py
+++ b/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/tests/test_telemetry_spec.py
@@ -726,12 +726,104 @@ def test_cli_platform_agent_creates_entry_parent_span(
     _assert_parent(agent_span, entry_span)
 
 
-def test_agent_without_platform_does_not_create_entry_span(
+def test_tui_platform_agent_creates_entry_parent_span(
     instrumentation_module,
     tracer_provider,
     meter_provider,
     span_exporter,
 ):
+    runtime = _runtime(instrumentation_module, tracer_provider, meter_provider)
+    agent = _FakeAgent(session_id="tui-session", platform="tui")
+
+    runtime.run_wrapper(
+        lambda user_message: {"final_response": "完成"},
+        agent,
+        ("请回复：完成",),
+        {},
+    )
+
+    entry_span = _spans_by_kind(span_exporter, "ENTRY")[0]
+    agent_span = _spans_by_kind(span_exporter, "AGENT")[0]
+    _assert_standard_entry_span(
+        entry_span,
+        session_id="tui-session",
+        input_text="请回复：完成",
+        output_text="完成",
+    )
+    _assert_parent(agent_span, entry_span)
+
+
+def test_entry_platform_uses_env_session_source_when_agent_platform_missing(
+    monkeypatch,
+):
+    helpers = importlib.import_module(
+        "opentelemetry.instrumentation.hermes_agent.helpers"
+    )
+    monkeypatch.setenv("HERMES_SESSION_SOURCE", " Web ")
+    agent = _FakeAgent(session_id="env-session")
+
+    assert helpers.resolve_entry_platform(agent) == "web"
+
+
+def test_entry_platform_prefers_agent_platform_over_env_session_source(
+    monkeypatch,
+):
+    helpers = importlib.import_module(
+        "opentelemetry.instrumentation.hermes_agent.helpers"
+    )
+    monkeypatch.setenv("HERMES_SESSION_SOURCE", "web")
+    agent = _FakeAgent(session_id="dingtalk-session", platform="dingtalk")
+
+    assert helpers.resolve_entry_platform(agent) == "dingtalk"
+
+
+def test_entry_platform_empty_env_uses_cli_default(monkeypatch):
+    helpers = importlib.import_module(
+        "opentelemetry.instrumentation.hermes_agent.helpers"
+    )
+    monkeypatch.setenv("HERMES_SESSION_SOURCE", "   ")
+    agent = _FakeAgent(session_id="default-session")
+
+    assert helpers.resolve_entry_platform(agent) == "cli"
+
+
+def test_agent_without_platform_uses_env_session_source_for_entry(
+    instrumentation_module,
+    tracer_provider,
+    meter_provider,
+    span_exporter,
+    monkeypatch,
+):
+    monkeypatch.setenv("HERMES_SESSION_SOURCE", "web")
+    runtime = _runtime(instrumentation_module, tracer_provider, meter_provider)
+    agent = _FakeAgent(session_id="env-entry-session")
+
+    runtime.run_wrapper(
+        lambda user_message: {"final_response": "完成"},
+        agent,
+        ("请回复：完成",),
+        {},
+    )
+
+    entry_span = _spans_by_kind(span_exporter, "ENTRY")[0]
+    agent_span = _spans_by_kind(span_exporter, "AGENT")[0]
+    _assert_standard_entry_span(
+        entry_span,
+        session_id="env-entry-session",
+        input_text="请回复：完成",
+        output_text="完成",
+    )
+    _assert_parent(agent_span, entry_span)
+
+
+def test_agent_without_platform_or_env_uses_cli_default_entry_source(
+    instrumentation_module,
+    tracer_provider,
+    meter_provider,
+    span_exporter,
+    monkeypatch,
+):
+    monkeypatch.delenv("HERMES_SESSION_SOURCE", raising=False)
     runtime = _runtime(instrumentation_module, tracer_provider, meter_provider)
     agent = _FakeAgent(session_id="library-session")
 
@@ -742,8 +834,15 @@ def test_agent_without_platform_does_not_create_entry_span(
         {},
     )
 
-    assert _spans_by_kind(span_exporter, "ENTRY") == []
-    assert len(_spans_by_kind(span_exporter, "AGENT")) == 1
+    entry_span = _spans_by_kind(span_exporter, "ENTRY")[0]
+    agent_span = _spans_by_kind(span_exporter, "AGENT")[0]
+    _assert_standard_entry_span(
+        entry_span,
+        session_id="library-session",
+        input_text="请回复：完成",
+        output_text="完成",
+    )
+    _assert_parent(agent_span, entry_span)
 
 
 def test_agent_span_does_not_backfill_agent_id_from_session_id(
diff --git a/tox-loongsuite.ini b/tox-loongsuite.ini
index 0eda9c140..02f59b551 100644
--- a/tox-loongsuite.ini
+++ b/tox-loongsuite.ini
@@ -48,6 +48,10 @@ envlist =
     py3{9,10,11,12,13}-test-loongsuite-instrumentation-qwen-agent-{oldest,latest}
     lint-loongsuite-instrumentation-qwen-agent
 
+    ; loongsuite-instrumentation-hermes-agent
+    py3{10,11,12,13}-test-loongsuite-instrumentation-hermes-agent
+    lint-loongsuite-instrumentation-hermes-agent
+
     ; ; loongsuite-instrumentation-mcp
     ; py3{9,10,11,12,13}-test-loongsuite-instrumentation-mcp
     ; lint-loongsuite-instrumentation-mcp
@@ -178,6 +182,8 @@ deps =
   qwen-agent-latest: -r {toxinidir}/instrumentation-loongsuite/loongsuite-instrumentation-qwen-agent/tests/requirements.latest.txt
   lint-loongsuite-instrumentation-qwen-agent: -r {toxinidir}/instrumentation-loongsuite/loongsuite-instrumentation-qwen-agent/tests/requirements.oldest.txt
 
+  hermes-agent: -r {toxinidir}/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/tests/requirements.txt
+
   mcp: {[testenv]test_deps}
   mcp: -r {toxinidir}/instrumentation-loongsuite/loongsuite-instrumentation-mcp/test-requirements.txt
 
@@ -280,6 +286,9 @@ commands =
   test-loongsuite-instrumentation-qwen-agent: pytest {toxinidir}/instrumentation-loongsuite/loongsuite-instrumentation-qwen-agent/tests {posargs}
   lint-loongsuite-instrumentation-qwen-agent: python -m ruff check {toxinidir}/instrumentation-loongsuite/loongsuite-instrumentation-qwen-agent
 
+  test-loongsuite-instrumentation-hermes-agent: pytest {toxinidir}/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent/tests {posargs}
+  lint-loongsuite-instrumentation-hermes-agent: python -m ruff check {toxinidir}/instrumentation-loongsuite/loongsuite-instrumentation-hermes-agent
+
   test-loongsuite-instrumentation-mcp: pytest {toxinidir}/instrumentation-loongsuite/loongsuite-instrumentation-mcp/tests {posargs}
   lint-loongsuite-instrumentation-mcp: python -m ruff check {toxinidir}/instrumentation-loongsuite/loongsuite-instrumentation-mcp