diff --git a/.github/actions/setup-python-with-uv/action.yml b/.github/actions/setup-python-with-uv/action.yml
index 985709a6..b581b737 100644
--- a/.github/actions/setup-python-with-uv/action.yml
+++ b/.github/actions/setup-python-with-uv/action.yml
@@ -12,7 +12,7 @@ runs:
       shell: bash
 
     - name: Install uv
-      uses: astral-sh/setup-uv@v7
+      uses: astral-sh/setup-uv@v8.3.2
       with:
         enable-cache: true
         python-version: ${{ env.PYTHON_VERSION }}
diff --git a/.github/environments.json b/.github/environments.json
new file mode 100644
index 00000000..2cbf5700
--- /dev/null
+++ b/.github/environments.json
@@ -0,0 +1,23 @@
+{
+    "Develop": {
+        "deployment_branch_policy": {
+            "protected_branches": false,
+            "custom_branch_policies": true
+        },
+        "reviewers": [],
+        "wait_timer": 0
+    },
+    "Production": {
+        "deployment_branch_policy": {
+            "protected_branches": false,
+            "custom_branch_policies": true
+        },
+        "reviewers": [],
+        "wait_timer": 0
+    },
+    "github-pages": {
+        "deployment_branch_policy": null,
+        "reviewers": [],
+        "wait_timer": 0
+    }
+}
diff --git a/.github/protection.json b/.github/protection.json
index ba49d1ca..987fa795 100644
--- a/.github/protection.json
+++ b/.github/protection.json
@@ -1,4 +1,19 @@
 {
+    "develop": {
+        "allow_deletions": false,
+        "allow_force_pushes": false,
+        "enforce_admins": false,
+        "required_pull_request_reviews": {
+            "dismiss_stale_reviews": false,
+            "require_code_owner_reviews": false,
+            "required_approving_review_count": 1
+        },
+        "required_status_checks": {
+            "contexts": [],
+            "strict": true
+        },
+        "restrictions": null
+    },
     "main": {
         "allow_deletions": false,
         "allow_force_pushes": false,
diff --git a/.github/workflows/actionlint.yml b/.github/workflows/actionlint.yml
index e3ca5eb8..efe76611 100644
--- a/.github/workflows/actionlint.yml
+++ b/.github/workflows/actionlint.yml
@@ -10,7 +10,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Check workflow files
         uses: reviewdog/action-actionlint@v1
diff --git a/.github/workflows/approve.yml b/.github/workflows/approve.yml
index 610615ab..0c3576dd 100644
--- a/.github/workflows/approve.yml
+++ b/.github/workflows/approve.yml
@@ -5,6 +5,9 @@ on:
     types:
       - opened
 
+permissions:
+  pull-requests: write
+
 jobs:
   approve:
     runs-on: ubuntu-latest
@@ -12,6 +15,9 @@ jobs:
     if: endsWith(github.actor, '[bot]')
 
     steps:
+      - name: Checkout
+        uses: actions/checkout@v7
+
       - name: Approve
         run: gh pr review ${{ github.event.number }} --approve
         env:
diff --git a/.github/workflows/devcontainer.yml b/.github/workflows/devcontainer.yml
index 8c481b84..85dfe747 100644
--- a/.github/workflows/devcontainer.yml
+++ b/.github/workflows/devcontainer.yml
@@ -14,7 +14,7 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Lint Dockerfile
         uses: hadolint/hadolint-action@v3.3.0
@@ -29,21 +29,21 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@v3
+        uses: docker/setup-buildx-action@v4
 
       - name: Docker Meta
         id: meta
-        uses: docker/metadata-action@v5
+        uses: docker/metadata-action@v6
         with:
           images: vscode
           tags: |
             latest
 
       - name: Build Image for VSCode
-        uses: docker/build-push-action@v6
+        uses: docker/build-push-action@v7
         with:
           context: .
           file: .devcontainer/Dockerfile
diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml
index 36f77527..c81c060a 100644
--- a/.github/workflows/docker.yml
+++ b/.github/workflows/docker.yml
@@ -16,7 +16,7 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Lint Dockerfile
         uses: hadolint/hadolint-action@v3.3.0
@@ -31,21 +31,21 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@v3
+        uses: docker/setup-buildx-action@v4
 
       - name: Docker Meta
         id: meta
-        uses: docker/metadata-action@v5
+        uses: docker/metadata-action@v6
         with:
           images: vscode
           tags: |
             latest
 
       - name: Build Image
-        uses: docker/build-push-action@v6
+        uses: docker/build-push-action@v7
         with:
           context: .
           file: Dockerfile
diff --git a/.github/workflows/draft.yml b/.github/workflows/draft.yml
deleted file mode 100644
index f5d7ee65..00000000
--- a/.github/workflows/draft.yml
+++ /dev/null
@@ -1,27 +0,0 @@
-name: Draft Release
-
-on:
-  pull_request:
-    branches:
-      - main
-    types:
-      - closed
-
-jobs:
-  update:
-    if: github.event.pull_request.merged == true && !contains(github.head_ref, 'release/')
-
-    runs-on: ubuntu-latest
-
-    steps:
-      - name: Checkout
-        uses: actions/checkout@v6
-
-      - name: Update Draft Release
-        uses: release-drafter/release-drafter@v6
-        with:
-          config-name: release-drafter.yml
-          disable-autolabeler: true
-          publish: false
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
diff --git a/.github/workflows/format.yml b/.github/workflows/format.yml
index 37546c68..065f6fd3 100644
--- a/.github/workflows/format.yml
+++ b/.github/workflows/format.yml
@@ -19,7 +19,7 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Setup Python with uv
         uses: ./.github/actions/setup-python-with-uv
@@ -32,7 +32,7 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Setup Python with uv
         uses: ./.github/actions/setup-python-with-uv
diff --git a/.github/workflows/gh-deploy.yml b/.github/workflows/gh-deploy.yml
index 27cecc5a..98cfec71 100644
--- a/.github/workflows/gh-deploy.yml
+++ b/.github/workflows/gh-deploy.yml
@@ -20,9 +20,11 @@ jobs:
   deploy:
     runs-on: ubuntu-latest
 
+    environment: github-pages
+
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Configure Git Credentials
         uses: ./.github/actions/setup-git-config
@@ -38,7 +40,7 @@ jobs:
         run: echo "id=$(find docs -type f -print0 | sort -z | xargs -0 sha256sum mkdocs.yml pyproject.toml uv.lock | sha256sum | awk '{print $1}')" >> "$GITHUB_OUTPUT"
 
       - name: Save cache
-        uses: actions/cache@v5
+        uses: actions/cache@v6
         with:
           key: mkdocs-material-${{ steps.cache.outputs.id }}
           path: .cache
diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
index 4dfed135..9f7ad6b8 100644
--- a/.github/workflows/lint.yml
+++ b/.github/workflows/lint.yml
@@ -20,7 +20,7 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Setup Python with uv
         uses: ./.github/actions/setup-python-with-uv
@@ -33,7 +33,7 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Setup Python with uv
         uses: ./.github/actions/setup-python-with-uv
@@ -46,7 +46,7 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Setup Python with uv
         uses: ./.github/actions/setup-python-with-uv
diff --git a/.github/workflows/pr-agent.yml b/.github/workflows/pr-agent.yml
index deaa335c..c04738d2 100644
--- a/.github/workflows/pr-agent.yml
+++ b/.github/workflows/pr-agent.yml
@@ -22,7 +22,7 @@ jobs:
 
     steps:
       - name: PR Agent Action Step
-        uses: qodo-ai/pr-agent@v0.31
+        uses: qodo-ai/pr-agent@v0.39.0
         env:
           CONFIG.CUSTOM_MODEL_MAX_TOKENS: 64000
           CONFIG.MODEL: "gemini/gemini-2.5-flash"
diff --git a/.github/workflows/publish-app.yml b/.github/workflows/publish-app.yml
index 97eb7be2..fcfb7e98 100644
--- a/.github/workflows/publish-app.yml
+++ b/.github/workflows/publish-app.yml
@@ -3,7 +3,7 @@ name: Publish App to GHCR
 on:
   push:
     branches:
-      - main
+      - develop
     paths:
       - ".github/workflows/publish-app.yml"
       - ".python-version"
@@ -27,13 +27,13 @@ jobs:
 
     steps:
       - name: Checkout Repository
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Setup Docker Buildx
-        uses: docker/setup-buildx-action@v3
+        uses: docker/setup-buildx-action@v4
 
       - name: Log in to Container Registry
-        uses: docker/login-action@v3
+        uses: docker/login-action@v4
         with:
           registry: ${{ env.REGISTRY }}
           username: ${{ github.actor }}
@@ -41,7 +41,7 @@ jobs:
 
       - name: Extract Metadata
         id: meta
-        uses: docker/metadata-action@v5
+        uses: docker/metadata-action@v6
         with:
           images: ${{ env.REGISTRY }}/${{ env.IMAGE_NAME }}
           tags: |
@@ -61,7 +61,7 @@ jobs:
             org.opencontainers.image.licenses=MIT
 
       - name: Build and Push App Image
-        uses: docker/build-push-action@v6
+        uses: docker/build-push-action@v7
         with:
           context: .
           file: Dockerfile
diff --git a/.github/workflows/publish-devcontainer.yml b/.github/workflows/publish-devcontainer.yml
index 2715e24d..34922955 100644
--- a/.github/workflows/publish-devcontainer.yml
+++ b/.github/workflows/publish-devcontainer.yml
@@ -3,7 +3,7 @@ name: Publish Devcontainer to GHCR
 on:
   push:
     branches:
-      - main
+      - develop
     paths:
       - ".devcontainer/Dockerfile"
       - ".github/workflows/publish-devcontainer.yml"
@@ -27,13 +27,13 @@ jobs:
 
     steps:
       - name: Checkout Repository
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Setup Docker Buildx
-        uses: docker/setup-buildx-action@v3
+        uses: docker/setup-buildx-action@v4
 
       - name: Login to Container Registry
-        uses: docker/login-action@v3
+        uses: docker/login-action@v4
         with:
           password: ${{ secrets.GITHUB_TOKEN }}
           registry: ${{ env.REGISTRY }}
@@ -41,7 +41,7 @@ jobs:
 
       - name: Extract Metadata
         id: meta
-        uses: docker/metadata-action@v5
+        uses: docker/metadata-action@v6
         with:
           images: ${{ env.REGISTRY }}/${{ env.IMAGE_NAME }}
           tags: |
@@ -61,7 +61,7 @@ jobs:
             org.opencontainers.image.vendor=a5chin <a5chin.origin+contact@gmail.com>
 
       - name: Build and Push Devcontainer Image
-        uses: docker/build-push-action@v6
+        uses: docker/build-push-action@v7
         with:
           context: .
           file: .devcontainer/Dockerfile
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index f849302e..bfdda60c 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -1,35 +1,62 @@
 name: Release
 
 on:
-  pull_request:
+  push:
     branches:
+      - develop
       - main
-    types:
-      - closed
 
 permissions:
   contents: write
   pull-requests: read
 
 jobs:
-  publish:
-    if: github.event.pull_request.merged == true && contains(github.head_ref, 'release/')
+  develop:
+    if: github.ref_name == 'develop'
 
     runs-on: ubuntu-latest
 
+    environment: Develop
+
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v7
+
+      - name: Update Draft Release
+        uses: release-drafter/release-drafter@v7
+        with:
+          config-name: release-drafter.yml
+          publish: false
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+
+  production:
+    if: github.ref_name == 'main'
+
+    runs-on: ubuntu-latest
+
+    environment: Production
+
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
+
+      - name: Get PR Title for Version
+        id: pr
+        run: |
+          PR_TITLE=$(gh pr list --search "${{ github.sha }}" --state merged --json title --jq '.[0].title')
+          echo "TITLE=$PR_TITLE" >> "$GITHUB_OUTPUT"
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
 
       - name: Publish Release
-        uses: release-drafter/release-drafter@v6
+        uses: release-drafter/release-drafter@v7
         with:
           config-name: release-drafter.yml
-          disable-autolabeler: true
           name: ${{ env.VERSION }}
           publish: true
           tag: ${{ env.VERSION }}
           version: ${{ env.VERSION }}
         env:
+          VERSION: ${{ steps.pr.outputs.TITLE }}
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          VERSION: ${{ github.event.pull_request.title }}
diff --git a/.github/workflows/setting.yml b/.github/workflows/setting.yml
index df488bbf..01c7219e 100644
--- a/.github/workflows/setting.yml
+++ b/.github/workflows/setting.yml
@@ -4,85 +4,163 @@ on:
   pull_request:
     paths:
       - .github/workflows/setting.yml
+      - .github/environments.json
       - .github/protection.json
   schedule:
     - cron: "0 0 * * *"
   workflow_dispatch:
 
 jobs:
-  delete-branch:
+  branch:
     runs-on: ubuntu-latest
 
     steps:
       - name: Generate a token
         id: generate-token
-        uses: actions/create-github-app-token@v2
+        uses: actions/create-github-app-token@v3
         with:
           app-id: ${{ vars.APP_ID }}
           private-key: ${{ secrets.APP_KEY }}
 
       - name: Enable auto-delete head branches
         run: |
-          gh repo edit ${{ github.repository }} --delete-branch-on-merge
+          gh repo edit ${{ github.repository }} \
+            --default-branch develop \
+            --delete-branch-on-merge
         env:
           GH_TOKEN: ${{ steps.generate-token.outputs.token }}
 
+  environments:
+    runs-on: ubuntu-latest
+
+    strategy:
+      matrix:
+        include:
+          - environment: Develop
+            branch: develop
+          - environment: Production
+            branch: main
+          - environment: github-pages
+            branch: gh-pages
+
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v7
+
+      - name: Generate a token
+        id: generate-token
+        uses: actions/create-github-app-token@v3
+        with:
+          app-id: ${{ vars.APP_ID }}
+          private-key: ${{ secrets.APP_KEY }}
+
+      - name: Configure Environment
+        run: |
+          if [ ! -f ${{ env.CONFIG_FILE }} ]; then
+            echo "Error: ${{ env.CONFIG_FILE }} not found!"
+            exit 1
+          fi
+
+          jq -c ".\"${{ env.ENVIRONMENT_NAME }}\"" ${{ env.CONFIG_FILE }} | gh api -X PUT "${{ env.ENDPOINT }}/${{ env.ENVIRONMENT_NAME }}" --input -
+
+          CUSTOM_BRANCH_POLICIES=$(jq -r ".\"${{ env.ENVIRONMENT_NAME }}\".deployment_branch_policy.custom_branch_policies" ${{ env.CONFIG_FILE }})
+
+          if [ "$CUSTOM_BRANCH_POLICIES" != true ]; then
+            IDS=$(gh api "${{ env.ENDPOINT }}/${{ env.ENVIRONMENT_NAME }}/deployment-branch-policies" --jq '.branch_policies[].id' || true)
+            for ID in $IDS; do
+              gh api -X DELETE "${{ env.ENDPOINT }}/${{ env.ENVIRONMENT_NAME }}/deployment-branch-policies/$ID" --silent || true
+            done
+            exit 0
+          fi
+
+          gh api -X POST "${{ env.ENDPOINT }}/${{ env.ENVIRONMENT_NAME }}/deployment-branch-policies" \
+            -f "name=${{ env.BRANCH_NAME }}" \
+            -f "type=branch"
+        env:
+          CONFIG_FILE: .github/environments.json
+          BRANCH_NAME: ${{ matrix.branch }}
+          ENDPOINT: repos/${{ github.repository }}/environments
+          ENVIRONMENT_NAME: ${{ matrix.environment }}
+          GH_TOKEN: ${{ steps.generate-token.outputs.token }}
+
   pages:
     runs-on: ubuntu-latest
 
     steps:
       - name: Generate a token
         id: generate-token
-        uses: actions/create-github-app-token@v2
+        uses: actions/create-github-app-token@v3
         with:
           app-id: ${{ vars.APP_ID }}
           private-key: ${{ secrets.APP_KEY }}
 
       - name: Set GitHub Pages Source
         run: |
-          gh api -X POST "repos/${{ github.repository }}/pages" \
+          gh api -X POST ${{ env.ENDPOINT }} \
             -f "source[branch]=${{ env.BRANCH }}" \
             -f "source[path]=${{ env.TARGET_PATH }}" --silent \
           || \
-          gh api -X PUT "repos/${{ github.repository }}/pages" \
+          gh api -X PUT ${{ env.ENDPOINT }} \
             -f "source[branch]=${{ env.BRANCH }}" \
             -f "source[path]=${{ env.TARGET_PATH }}"
         env:
+          ENDPOINT: repos/${{ github.repository }}/pages
           BRANCH: gh-pages
           TARGET_PATH: /
           GH_TOKEN: ${{ steps.generate-token.outputs.token }}
 
+  permission:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Generate a token
+        id: generate-token
+        uses: actions/create-github-app-token@v3
+        with:
+          app-id: ${{ vars.APP_ID }}
+          private-key: ${{ secrets.APP_KEY }}
+
+      - name: Configure Actions Workflow Permissions
+        run: |
+          gh api -X PUT "${{ env.ENDPOINT }}" \
+            -f "default_workflow_permissions=write" \
+            -F "can_approve_pull_request_reviews=true"
+        env:
+          ENDPOINT: repos/${{ github.repository }}/actions/permissions/workflow
+          GH_TOKEN: ${{ steps.generate-token.outputs.token }}
+
   protection:
     runs-on: ubuntu-latest
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
 
       - name: Generate a token
         id: generate-token
-        uses: actions/create-github-app-token@v2
+        uses: actions/create-github-app-token@v3
         with:
           app-id: ${{ vars.APP_ID }}
           private-key: ${{ secrets.APP_KEY }}
 
       - name: Apply Branch Protection Rules
         run: |
-          if [ ! -f "$CONFIG_FILE" ]; then
-            echo "Error: $CONFIG_FILE not found!"
+          if [ ! -f ${{ env.CONFIG_FILE }} ]; then
+            echo "Error: ${{ env.CONFIG_FILE }} not found!"
             exit 1
           fi
 
-          BRANCHES=$(jq -r 'keys[]' "$CONFIG_FILE")
+          BRANCHES=$(jq -r 'keys[]' ${{ env.CONFIG_FILE }})
 
           for BRANCH in $BRANCHES; do
-            if ! gh api "repos/${{ github.repository }}/branches/$BRANCH" --silent >/dev/null 2>&1; then
-              echo "Warning: Branch '$BRANCH' does not exist in this repository. Skipping..."
+            if ! gh api "${{ env.ENDPOINT }}/$BRANCH" --silent >/dev/null 2>&1; then
+              echo "Warning: Branch $BRANCH does not exist in this repository. Skipping..."
               continue
             fi
 
-            jq -c ".\"$BRANCH\"" "$CONFIG_FILE" | gh api -X PUT "repos/${{ github.repository }}/branches/$BRANCH/protection" --input -
+            jq -c ".\"$BRANCH\"" ${{ env.CONFIG_FILE }} | gh api -X PUT "${{ env.ENDPOINT }}/$BRANCH/protection" --input -
           done
         env:
           CONFIG_FILE: .github/protection.json
+          ENDPOINT: repos/${{ github.repository }}/branches
           GH_TOKEN: ${{ steps.generate-token.outputs.token }}
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 4ab2fe2a..4241f9cc 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -16,6 +16,7 @@ on:
       - "uv.lock"
   push:
     branches:
+      - develop
       - main
     paths:
       - ".github/actions/setup-python-with-uv/action.yml"
@@ -40,13 +41,13 @@ jobs:
     steps:
       - name: Generate a token
         id: generate-token
-        uses: actions/create-github-app-token@v2
+        uses: actions/create-github-app-token@v3
         with:
           app-id: ${{ vars.APP_ID }}
           private-key: ${{ secrets.APP_KEY }}
 
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@v7
         with:
           token: ${{ steps.generate-token.outputs.token }}
 
@@ -64,7 +65,7 @@ jobs:
           token: ${{ secrets.CODECOV_TOKEN }}
 
       - name: Upload coverage to Codecov
-        uses: codecov/codecov-action@v5
+        uses: codecov/codecov-action@v7
         with:
           fail_ci_if_error: true
           flags: unittests
diff --git a/.prettierrc.json b/.prettierrc.json
new file mode 100644
index 00000000..ce8acf5e
--- /dev/null
+++ b/.prettierrc.json
@@ -0,0 +1,11 @@
+{
+    "overrides": [
+        {
+            "files": ["*.json", "*.json5", "*.jsonc"],
+            "options": {
+                "parser": "json",
+                "trailingComma": "none"
+            }
+        }
+    ]
+}
diff --git a/.zed/settings.json b/.zed/settings.json
new file mode 100644
index 00000000..a6895612
--- /dev/null
+++ b/.zed/settings.json
@@ -0,0 +1,48 @@
+{
+    "ensure_final_newline_on_save": true,
+    "file_types": {
+        "JSON": ["jsonc"]
+    },
+    "format_on_save": "on",
+    "languages": {
+        "Dockerfile": {
+            "tab_size": 4
+        },
+        "JSON": {
+            "tab_size": 4
+        },
+        "JSONC": {
+            "tab_size": 4
+        },
+        "Python": {
+            "language_servers": ["ruff", "ty", "!basedpyright"],
+            "tab_size": 4
+        },
+        "SQL": {
+            "formatter": {
+                "language_server": { "name": "sqruff" }
+            },
+            "tab_size": 2
+        },
+        "TOML": {
+            "formatter": {
+                "language_server": { "name": "tombi" }
+            },
+            "tab_size": 4
+        },
+        "YAML": {
+            "tab_size": 2
+        }
+    },
+    "language_servers": ["codebook"],
+    "lsp": {
+        "ruff": {
+            "initialization_options": {
+                "settings": {
+                    "configuration": "ruff.toml"
+                }
+            }
+        }
+    },
+    "remove_trailing_whitespace_on_save": true
+}
diff --git a/codebook.toml b/codebook.toml
new file mode 100644
index 00000000..5beb8e40
--- /dev/null
+++ b/codebook.toml
@@ -0,0 +1,117 @@
+words =  [
+    "addopts",
+    "anyio",
+    "apdisk",
+    "autoflake",
+    "autolabeler",
+    "basedpyright",
+    "beartype",
+    "buildkit",
+    "buildx",
+    "caplog",
+    "celerybeat",
+    "charliermarsh",
+    "classmethod",
+    "codebook",
+    "commitable",
+    "configfile",
+    "connor",
+    "contextlib",
+    "cookiecutter",
+    "cooldown",
+    "coveragerc",
+    "cython",
+    "dhoeric",
+    "direnv",
+    "dmypy",
+    "dockerfiles",
+    "donotpresent",
+    "exiasr",
+    "fastapi",
+    "fontawesome",
+    "fseventsd",
+    "googlecloud",
+    "htmlcov",
+    "imread",
+    "ipykernel",
+    "ipynb",
+    "ipython",
+    "isort",
+    "jaxtyping",
+    "junitxml",
+    "kevinrose",
+    "kwargs",
+    "levelname",
+    "levelno",
+    "libgl",
+    "libglib",
+    "linenums",
+    "mishakav",
+    "mkdocs",
+    "monkeypatch",
+    "mosapride",
+    "mypy",
+    "njpwerner",
+    "norecursedirs",
+    "nosetests",
+    "noxfile",
+    "nullcontext",
+    "opencontainers",
+    "opencv",
+    "pipefail",
+    "pipenv",
+    "pipfile",
+    "pluggy",
+    "posargs",
+    "pybuilder",
+    "pycache",
+    "pycodestyle",
+    "pydantic",
+    "pydocstyle",
+    "pyenv",
+    "pyflakes",
+    "pyflow",
+    "pymdownx",
+    "pypa",
+    "pypackages",
+    "pyproject",
+    "pytest",
+    "pythondontwritebytecode",
+    "pythonpath",
+    "pythonunbuffered",
+    "pytype",
+    "pyupgrade",
+    "qodo",
+    "redoc",
+    "reviewdog",
+    "rootdir",
+    "ropeproject",
+    "scrapy",
+    "sdist",
+    "sessionmaker",
+    "shardulm",
+    "spyder",
+    "spyderproject",
+    "spyproject",
+    "sqlalchemy",
+    "sqlfluff",
+    "sqruff",
+    "stmts",
+    "superfences",
+    "tamasfe",
+    "templater",
+    "testpaths",
+    "timemachine",
+    "tombi",
+    "toolsai",
+    "typer",
+    "uline",
+    "unittests",
+    "usecases",
+    "usefixtures",
+    "usermod",
+    "venv",
+    "webassets",
+    "yzhang",
+    "zenkaku"
+]
diff --git a/pyproject.toml b/pyproject.toml
index 1c7909b9..2454ca2a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -12,26 +12,26 @@ license = { file = "LICENSE" }
 
 dependencies = [
     "beartype>=0.22.9",
-    "google-cloud-logging>=3.13.0",
-    "jaxtyping>=0.3.6",
-    "pydantic>=2.12.5",
-    "pydantic-settings>=2.12.0",
+    "google-cloud-logging>=3.15.0",
+    "jaxtyping>=0.3.10",
+    "pydantic>=2.13.4",
+    "pydantic-settings>=2.14.1",
 ]
 
 [dependency-groups]
 dev = [
-    "cookiecutter>=2.6.0",
+    "cookiecutter>=2.7.1",
     "cookiecutter-data-science>=2.3.0",
-    "ipykernel>=7.1.0",
+    "ipykernel>=7.2.0",
     "jupyter>=1.1.1",
-    "mkdocs-material>=9.7.1",
-    "nox>=2025.11.12",
-    "pre-commit>=4.5.1",
-    "pytest>=9.0.2",
-    "pytest-cov>=7.0.0",
-    "ruff>=0.14.14",
-    "sqlfluff>=4.0.0",
-    "ty>=0.0.14",
+    "mkdocs-material>=9.7.6",
+    "nox>=2026.4.10",
+    "pre-commit>=4.6.0",
+    "pytest>=9.0.3",
+    "pytest-cov>=7.1.0",
+    "ruff>=0.15.15",
+    "sqlfluff>=4.2.1",
+    "ty>=0.0.40",
 ]
 
 [tool.hatch.build.targets.wheel]
diff --git a/uv.lock b/uv.lock
index 848ec6ac..f9e4dc60 100644
--- a/uv.lock
+++ b/uv.lock
@@ -18,15 +18,15 @@ wheels = [
 
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-version = "4.12.1"
+version = "4.14.1"
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+    { url = "https://files.pythonhosted.org/packages/b0/7b/90df4a0a816d98d6ea26f559d87836d494a2cf1fcf063be67df50a7bcc30/anyio-4.14.1-py3-none-any.whl", hash = "sha256:4e5533c5b8ff0a24f5d7a176cbe6877129cd183893f66b537f8f227d10527d72", size = 124875, upload-time = "2026-06-24T20:56:04.413Z" },
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+    { url = "https://files.pythonhosted.org/packages/12/f6/5b8ec087cd9cfa9449491ec83f76fb6b7006b4dff57d2ba8aaab330fe8e4/argcomplete-3.7.0-py3-none-any.whl", hash = "sha256:d8f0f22d2a8a7caa383be1e22b6caf1ecaf0ebd10d8f83cc125e36540c95830c", size = 42575, upload-time = "2026-06-30T22:28:20.547Z" },
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+    { url = "https://files.pythonhosted.org/packages/e5/e2/c2e3abf398f80732e58b03be77bde9022550d221dd8781bf586bd4d97cc1/async_lru-2.3.0-py3-none-any.whl", hash = "sha256:eea27b01841909316f2cc739807acea1c623df2be8c5cfad7583286397bb8315", size = 8403, upload-time = "2026-03-19T01:04:30.883Z" },
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 [[package]]
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