fix(lint): remove redundant cast flagged by mypy

chore: apply ruff format/lint fixes
fix(message): full add_messages parity for _messages_delta_reducer
2026-08-28 18:59:42 +02:00 · 2026-05-06 15:08:37 -04:00 · 2026-05-06 15:03:13 -04:00 · 2026-05-06 14:59:12 -04:00 · 2026-05-06 14:42:36 -04:00
257 changed files with 6277 additions and 35675 deletions
@@ -24,7 +24,7 @@ runs:
  using: composite
  steps:
    - name: Install uv and set the python version
-      uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7.6.0
+      uses: astral-sh/setup-uv@v7
      with:
        python-version: ${{ inputs.python-version }}
        enable-cache: ${{ inputs.enable-cache }}
@@ -37,7 +37,7 @@ jobs:
      run:
        working-directory: libs/cli
    steps:
-      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+      - uses: actions/checkout@v6
      - name: Get changed files
        id: changed-files
        if: github.event_name != 'workflow_dispatch'
@@ -126,8 +126,8 @@ jobs:
            exit 1
          fi
          LANGCHAIN_ANTHROPIC_VERSION=$(docker run --rm --entrypoint "" langgraph-test-h python -c "import sys; from importlib.metadata import version; v = version('langchain-anthropic'); print(v);")
-          if [ "$LANGCHAIN_ANTHROPIC_VERSION" != "1.4.6" ]; then
-            echo "LANGCHAIN_ANTHROPIC_VERSION != 1.4.6; $LANGCHAIN_ANTHROPIC_VERSION"
+          if [ "$LANGCHAIN_ANTHROPIC_VERSION" != "1.0.0a5" ]; then
+            echo "LANGCHAIN_ANTHROPIC_VERSION != 1.0.0a5; $LANGCHAIN_ANTHROPIC_VERSION"
            exit 1
          fi

@@ -31,7 +31,7 @@ jobs:
          - "3.12"
    name: "lint #${{ matrix.python-version }}"
    steps:
-      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+      - uses: actions/checkout@v6
      - name: Get changed files
        id: changed-files
        if: github.event_name != 'workflow_dispatch'
@@ -51,6 +51,16 @@ jobs:
        working-directory: ${{ inputs.working-directory }}
        run: uv sync --frozen --group lint

+      - name: Get .mypy_cache to speed up mypy
+        if: steps.changed-files.outputs.all || github.event_name == 'workflow_dispatch'
+        uses: actions/cache@v5
+        env:
+          SEGMENT_DOWNLOAD_TIMEOUT_MIN: "2"
+        with:
+          path: |
+            ${{ inputs.working-directory }}/.mypy_cache
+          key: mypy-lint-${{ runner.os }}-${{ runner.arch }}-py${{ matrix.python-version }}-${{ inputs.working-directory }}-${{ hashFiles(format('{0}/uv.lock', inputs.working-directory)) }}
+
      - name: Analysing package code with our lint
        if: steps.changed-files.outputs.all || github.event_name == 'workflow_dispatch'
        working-directory: ${{ inputs.working-directory }}
@@ -67,6 +77,16 @@ jobs:
        working-directory: ${{ inputs.working-directory }}
        run: uv sync --group lint

+      - name: Get .mypy_cache_test to speed up mypy
+        if: steps.changed-files.outputs.all || github.event_name == 'workflow_dispatch'
+        uses: actions/cache@v5
+        env:
+          SEGMENT_DOWNLOAD_TIMEOUT_MIN: "2"
+        with:
+          path: |
+            ${{ inputs.working-directory }}/.mypy_cache_test
+          key: mypy-test-${{ runner.os }}-${{ runner.arch }}-py${{ matrix.python-version }}-${{ inputs.working-directory }}-${{ hashFiles(format('{0}/uv.lock', inputs.working-directory)) }}
+
      - name: Analysing tests with our lint
        if: steps.changed-files.outputs.all || github.event_name == 'workflow_dispatch'
        working-directory: ${{ inputs.working-directory }}
@@ -1,85 +0,0 @@
-name: sdk-py integration test
-
-on:
-  workflow_call:
-    secrets:
-      LANGSMITH_API_KEY:
-        required: false
-      DOCKERHUB_USERNAME:
-        required: false
-      DOCKERHUB_RO_TOKEN:
-        required: false
-
-permissions:
-  contents: read
-
-jobs:
-  build:
-    runs-on: ubuntu-latest
-    name: "sdk-py integration"
-    defaults:
-      run:
-        working-directory: libs/sdk-py
-    env:
-      HAS_LANGSMITH_API_KEY: ${{ secrets.LANGSMITH_API_KEY != '' }}
-    steps:
-      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
-
-      - name: Set up Python
-        uses: ./.github/actions/uv_setup
-        with:
-          python-version: "3.13"
-          cache-suffix: sdk-py-integration
-          working-directory: libs/sdk-py
-
-      - name: Login to Docker Hub
-        uses: docker/login-action@650006c6eb7dba73a995cc03b0b2d7f5ca915bee # v4
-        if: ${{ !github.event.pull_request.head.repo.fork }}
-        with:
-          username: ${{ secrets.DOCKERHUB_USERNAME }}
-          password: ${{ secrets.DOCKERHUB_RO_TOKEN }}
-
-      - name: Install dependencies
-        shell: bash
-        run: uv sync --frozen --group test --no-dev
-
-      - name: Skip if LANGSMITH_API_KEY is not available
-        if: env.HAS_LANGSMITH_API_KEY != 'true'
-        run: |
-          echo "LANGSMITH_API_KEY is not set (likely a fork PR). Skipping integration tests."
-          exit 0
-
-      - name: Bring up integration stack
-        if: env.HAS_LANGSMITH_API_KEY == 'true'
-        working-directory: libs/sdk-py/integration
-        env:
-          LANGSMITH_API_KEY: ${{ secrets.LANGSMITH_API_KEY }}
-        run: docker compose up -d --build
-
-      - name: Wait for API healthcheck
-        if: env.HAS_LANGSMITH_API_KEY == 'true'
-        run: |
-          for i in $(seq 1 60); do
-            if curl -sf http://localhost:2024/ok >/dev/null; then
-              echo "API ready after ${i}s"
-              exit 0
-            fi
-            sleep 2
-          done
-          echo "API failed to become healthy within 120s"
-          docker compose -f libs/sdk-py/integration/docker-compose.yml logs api | tail -100
-          exit 1
-
-      - name: Run integration suite
-        if: env.HAS_LANGSMITH_API_KEY == 'true'
-        run: uv run pytest tests/integration/ -m integration
-
-      - name: Dump api logs on failure
-        if: failure() && env.HAS_LANGSMITH_API_KEY == 'true'
-        working-directory: libs/sdk-py/integration
-        run: docker compose logs api | tail -200
-
-      - name: Tear down stack
-        if: always() && env.HAS_LANGSMITH_API_KEY == 'true'
-        working-directory: libs/sdk-py/integration
-        run: docker compose down -v
@@ -25,7 +25,7 @@ jobs:

    name: "test #${{ matrix.python-version }}"
    steps:
-      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+      - uses: actions/checkout@v6
      - name: Set up Python ${{ matrix.python-version }}
        uses: ./.github/actions/uv_setup
        with:
@@ -33,7 +33,7 @@ jobs:
          cache-suffix: test-${{ inputs.working-directory }}
          working-directory: ${{ inputs.working-directory }}
      - name: Login to Docker Hub
-        uses: docker/login-action@650006c6eb7dba73a995cc03b0b2d7f5ca915bee # v4
+        uses: docker/login-action@4907a6ddec9925e35a0a9e82d7399ccc52663121 # v4
        if: ${{ !github.event.pull_request.head.repo.fork }}
        with:
          username: ${{ secrets.DOCKERHUB_USERNAME }}
@@ -23,7 +23,7 @@ jobs:
        working-directory: libs/langgraph
    name: "test #${{ matrix.python-version }}"
    steps:
-      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+      - uses: actions/checkout@v6
      - name: Set up Python ${{ matrix.python-version }}
        uses: ./.github/actions/uv_setup
        with:
@@ -31,7 +31,7 @@ jobs:
          cache-suffix: "test-langgraph"
          working-directory: libs/langgraph
      - name: Login to Docker Hub
-        uses: docker/login-action@650006c6eb7dba73a995cc03b0b2d7f5ca915bee # v4
+        uses: docker/login-action@4907a6ddec9925e35a0a9e82d7399ccc52663121 # v4
        if: ${{ !github.event.pull_request.head.repo.fork }}
        with:
          username: ${{ secrets.DOCKERHUB_USERNAME }}
@@ -23,7 +23,7 @@ jobs:
      version: ${{ steps.check-version.outputs.version }}

    steps:
-      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+      - uses: actions/checkout@v6

      - name: Set up Python ${{ env.PYTHON_VERSION }}
        uses: ./.github/actions/uv_setup
@@ -48,7 +48,7 @@ jobs:
        working-directory: ${{ inputs.working-directory }}

      - name: Upload build
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+        uses: actions/upload-artifact@v7
        with:
          name: test-dist
          path: ${{ inputs.working-directory }}/dist/
@@ -74,9 +74,9 @@ jobs:
      id-token: write

    steps:
-      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+      - uses: actions/checkout@v6

-      - uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+      - uses: actions/download-artifact@v8
        with:
          name: test-dist
          path: ${{ inputs.working-directory }}/dist/
@@ -17,7 +17,7 @@ jobs:
      run:
        working-directory: libs/langgraph
    steps:
-      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+      - uses: actions/checkout@v6
      - run: SHA=$(git rev-parse HEAD) && echo "SHA=$SHA" >> $GITHUB_ENV
      - name: Set up Python 3.11
        uses: ./.github/actions/uv_setup
@@ -30,7 +30,7 @@ jobs:
      - name: Run benchmarks
        run: OUTPUT=out/benchmark-baseline.json make -s benchmark
      - name: Save outputs
-        uses: actions/cache/save@55cc8345863c7cc4c66a329aec7e433d2d1c52a9 # v6.1.0
+        uses: actions/cache/save@v5
        with:
          key: ${{ runner.os }}-benchmark-baseline-${{ env.SHA }}
          path: |
@@ -15,7 +15,7 @@ jobs:
      run:
        working-directory: libs/langgraph
    steps:
-      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+      - uses: actions/checkout@v6
      - id: files
        name: Get changed files
        uses: Ana06/get-changed-files@25f79e676e7ea1868813e21465014798211fad8c # v2.3.0
@@ -30,7 +30,7 @@ jobs:
      - name: Install dependencies
        run: uv sync --group test
      - name: Download baseline
-        uses: actions/cache/restore@55cc8345863c7cc4c66a329aec7e433d2d1c52a9 # v6.1.0
+        uses: actions/cache/restore@v5
        with:
          key: ${{ runner.os }}-benchmark-baseline
          restore-keys: |
@@ -57,19 +57,15 @@ jobs:
            echo EOF
          } >> "$GITHUB_OUTPUT"
      - name: Annotation
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
-        env:
-          CHANGED_FILES: ${{ steps.files.outputs.added_modified_renamed }}
-          BENCHMARK_OUTPUT: ${{ steps.benchmark.outputs.OUTPUT }}
-          COMPARE_OUTPUT: ${{ steps.compare.outputs.OUTPUT }}
+        uses: actions/github-script@v9
        with:
          script: |
-            const file = JSON.parse(process.env.CHANGED_FILES || "[]")[0]
-            core.notice(process.env.BENCHMARK_OUTPUT || "", {
+            const file = JSON.parse(`${{ steps.files.outputs.added_modified_renamed }}`)[0]
+            core.notice(`${{ steps.benchmark.outputs.OUTPUT }}`, {
              title: 'Benchmark results',
              file,
            })
-            core.notice(process.env.COMPARE_OUTPUT || "", {
+            core.notice(`${{ steps.compare.outputs.OUTPUT }}`, {
              title: 'Comparison against main',
              file,
            })
@@ -28,9 +28,8 @@ jobs:
    outputs:
      python: ${{ steps.filter.outputs.python || 'true' }}
      deps: ${{ steps.filter.outputs.deps || 'true' }}
-      sdk_py: ${{ steps.filter.outputs.sdk_py || 'true' }}
    steps:
-      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+      - uses: actions/checkout@v6
      - uses: dorny/paths-filter@fbd0ab8f3e69293af611ebaee6363fc25e6d187d # v4
        if: github.event_name != 'workflow_dispatch'
        id: filter
@@ -48,12 +47,6 @@ jobs:
            deps:
              - '**/pyproject.toml'
              - '**/uv.lock'
-            sdk_py:
-              - 'libs/sdk-py/**'
-              # The integration suite runs the local langgraph core inside the
-              # server (see libs/sdk-py/integration/Dockerfile), so any core
-              # change is now exercised end-to-end and should trigger it.
-              - 'libs/langgraph/**'

  lint:
    needs: changes
@@ -112,9 +105,9 @@ jobs:
    name: "Check SDK methods matching"
    runs-on: ubuntu-latest
    steps:
-      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+      - uses: actions/checkout@v6
      - name: Set up Python
-        uses: actions/setup-python@ece7cb06caefa5fff74198d8649806c4678c61a1 # v6.3.0
+        uses: actions/setup-python@v6
        with:
          python-version: "3.11"
      - name: Run check_sdk_methods script
@@ -130,7 +123,7 @@ jobs:
        python-version:
          - "3.13"
    steps:
-      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+      - uses: actions/checkout@v6
      - name: Set up Python ${{ matrix.python-version }}
        uses: ./.github/actions/uv_setup
        with:
@@ -163,13 +156,6 @@ jobs:
    uses: ./.github/workflows/_integration_test.yml
    secrets: inherit

-  sdk-py-integration-test:
-    needs: changes
-    if: needs.changes.outputs.sdk_py == 'true'
-    name: "sdk-py integration test"
-    uses: ./.github/workflows/_sdk_integration_test.yml
-    secrets: inherit
-
  ci_success:
    name: "CI Success"
    needs:
@@ -180,7 +166,6 @@ jobs:
        check-sdk-methods,
        check-schema,
        integration-test,
-        sdk-py-integration-test,
      ]
    if: |
      always()
@@ -26,10 +26,10 @@ jobs:
    runs-on: ubuntu-latest
    steps:
      - name: Checkout
-        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+        uses: actions/checkout@v6

      - name: Setup Python
-        uses: actions/setup-python@ece7cb06caefa5fff74198d8649806c4678c61a1 # v6.3.0
+        uses: actions/setup-python@v6
        with:
          python-version: '3.11'

@@ -37,13 +37,13 @@ jobs:
        run: python docs/generate_redirects.py

      - name: Setup Pages
-        uses: actions/configure-pages@45bfe0192ca1faeb007ade9deae92b16b8254a0d # v6.0.0
+        uses: actions/configure-pages@v6

      - name: Upload artifact
-        uses: actions/upload-pages-artifact@fc324d3547104276b827a68afc52ff2a11cc49c9 # v5.0.0
+        uses: actions/upload-pages-artifact@v5
        with:
          path: 'docs/_site'

      - name: Deploy to GitHub Pages
        id: deployment
-        uses: actions/deploy-pages@cd2ce8fcbc39b97be8ca5fce6e763baed58fa128 # v5.0.0
+        uses: actions/deploy-pages@v5
@@ -41,7 +41,6 @@ jobs:
            docs
            ci
            deps
-            deps-dev
          requireScope: false
          ignoreLabels: |
            ignore-lint-pr-title
@@ -25,14 +25,13 @@ jobs:
      tag: ${{ steps.check-version.outputs.tag }}

    steps:
-      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+      - uses: actions/checkout@v6

      - name: Set up Python
        uses: ./.github/actions/uv_setup
        with:
          python-version: ${{ env.PYTHON_VERSION }}
          cache-suffix: "release"
-          enable-cache: false
          working-directory: ${{ inputs.working-directory }}

      # We want to keep this build stage *separate* from the release stage,
@@ -51,7 +50,7 @@ jobs:
        working-directory: ${{ inputs.working-directory }}

      - name: Upload build
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+        uses: actions/upload-artifact@v7
        with:
          name: dist
          path: ${{ inputs.working-directory }}/dist/
@@ -87,7 +86,7 @@ jobs:
    outputs:
      release-body: ${{ steps.generate-release-body.outputs.release-body }}
    steps:
-      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+      - uses: actions/checkout@v6
        with:
          repository: langchain-ai/langgraph
          path: langgraph
@@ -158,7 +157,7 @@ jobs:
      - test-pypi-publish
    runs-on: ubuntu-latest
    steps:
-      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+      - uses: actions/checkout@v6

      # We explicitly *don't* set up caching here. This ensures our tests are
      # maximally sensitive to catching breakage.
@@ -262,17 +261,16 @@ jobs:
        working-directory: ${{ inputs.working-directory }}

    steps:
-      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+      - uses: actions/checkout@v6

      - name: Set up Python
        uses: ./.github/actions/uv_setup
        with:
          python-version: ${{ env.PYTHON_VERSION }}
          cache-suffix: "release"
-          enable-cache: false
          working-directory: ${{ inputs.working-directory }}

-      - uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+      - uses: actions/download-artifact@v8
        with:
          name: dist
          path: ${{ inputs.working-directory }}/dist/
@@ -304,17 +302,16 @@ jobs:
        working-directory: ${{ inputs.working-directory }}

    steps:
-      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+      - uses: actions/checkout@v6

      - name: Set up Python
        uses: ./.github/actions/uv_setup
        with:
          python-version: ${{ env.PYTHON_VERSION }}
          cache-suffix: "release"
-          enable-cache: false
          working-directory: ${{ inputs.working-directory }}

-      - uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+      - uses: actions/download-artifact@v8
        with:
          name: dist
          path: ${{ inputs.working-directory }}/dist/
@@ -26,7 +26,7 @@ jobs:

    steps:
      - name: Find and reopen matching PRs
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+        uses: actions/github-script@v9
        with:
          script: |
            const { owner, repo } = context.repo;
@@ -50,7 +50,7 @@ jobs:
    steps:
      - name: Check for issue link and assignee
        id: check-link
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+        uses: actions/github-script@v9
        with:
          script: |
            const { owner, repo } = context.repo;
@@ -283,7 +283,7 @@ jobs:
        if: >-
          env.ENFORCE_ISSUE_LINK == 'true' &&
          (steps.check-link.outputs.has-link != 'true' || steps.check-link.outputs.is-assigned != 'true')
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+        uses: actions/github-script@v9
        with:
          script: |
            const { owner, repo } = context.repo;
@@ -312,7 +312,7 @@ jobs:
        if: >-
          env.ENFORCE_ISSUE_LINK == 'true' &&
          steps.check-link.outputs.has-link == 'true' && steps.check-link.outputs.is-assigned == 'true'
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+        uses: actions/github-script@v9
        with:
          script: |
            const { owner, repo } = context.repo;
@@ -366,7 +366,7 @@ jobs:
        if: >-
          env.ENFORCE_ISSUE_LINK == 'true' &&
          (steps.check-link.outputs.has-link != 'true' || steps.check-link.outputs.is-assigned != 'true')
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+        uses: actions/github-script@v9
        with:
          script: |
            const { owner, repo } = context.repo;
@@ -55,7 +55,7 @@ jobs:
    steps:
      - name: Generate GitHub App token
        id: app-token
-        uses: actions/create-github-app-token@bcd2ba49218906704ab6c1aa796996da409d3eb1 # v3.2.0
+        uses: actions/create-github-app-token@v3
        with:
          app-id: ${{ secrets.ORG_MEMBERSHIP_APP_ID }}
          private-key: ${{ secrets.ORG_MEMBERSHIP_APP_PRIVATE_KEY }}
@@ -63,7 +63,7 @@ jobs:
      - name: Check if contributor is external
        if: steps.app-token.outcome == 'success'
        id: check-membership
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+        uses: actions/github-script@v9
        with:
          github-token: ${{ steps.app-token.outputs.token }}
          script: |
@@ -102,7 +102,7 @@ jobs:

      - name: Apply contributor tier label
        if: steps.check-membership.outputs.is-external == 'true'
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+        uses: actions/github-script@v9
        with:
          github-token: ${{ secrets.GITHUB_TOKEN }}
          script: |
@@ -155,7 +155,7 @@ jobs:

      - name: Add external label
        if: steps.check-membership.outputs.is-external == 'true'
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+        uses: actions/github-script@v9
        with:
          github-token: ${{ secrets.GITHUB_TOKEN }}
          script: |
@@ -168,7 +168,7 @@ jobs:

      - name: Add internal label
        if: steps.check-membership.outputs.is-external == 'false'
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+        uses: actions/github-script@v9
        with:
          github-token: ${{ secrets.GITHUB_TOKEN }}
          script: |
@@ -190,13 +190,13 @@ jobs:
    steps:
      - name: Generate GitHub App token
        id: app-token
-        uses: actions/create-github-app-token@bcd2ba49218906704ab6c1aa796996da409d3eb1 # v3.2.0
+        uses: actions/create-github-app-token@v3
        with:
          app-id: ${{ secrets.ORG_MEMBERSHIP_APP_ID }}
          private-key: ${{ secrets.ORG_MEMBERSHIP_APP_PRIVATE_KEY }}

      - name: Backfill labels
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+        uses: actions/github-script@v9
        with:
          github-token: ${{ steps.app-token.outputs.token }}
          script: |
@@ -40,7 +40,7 @@ jobs:
    steps:
      - name: Generate GitHub App token
        id: app-token
-        uses: actions/create-github-app-token@bcd2ba49218906704ab6c1aa796996da409d3eb1 # v3.2.0
+        uses: actions/create-github-app-token@v3
        with:
          app-id: ${{ secrets.ORG_MEMBERSHIP_APP_ID }}
          private-key: ${{ secrets.ORG_MEMBERSHIP_APP_PRIVATE_KEY }}
@@ -48,7 +48,7 @@ jobs:
      - name: Check if contributor is external
        if: steps.app-token.outcome == 'success'
        id: check-membership
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+        uses: actions/github-script@v9
        with:
          github-token: ${{ steps.app-token.outputs.token }}
          script: |
@@ -90,7 +90,7 @@ jobs:
      # event fires and triggers require_issue_link.yml.
      - name: Apply contributor tier label
        if: steps.check-membership.outputs.is-external == 'true'
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+        uses: actions/github-script@v9
        with:
          # Use App token so the "labeled" event propagates to downstream
          # workflows (e.g. require_issue_link.yml).
@@ -145,7 +145,7 @@ jobs:

      - name: Add external label
        if: steps.check-membership.outputs.is-external == 'true'
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+        uses: actions/github-script@v9
        with:
          # Use App token so the "labeled" event propagates to downstream
          # workflows (e.g. require_issue_link.yml). Events created by the
@@ -161,7 +161,7 @@ jobs:

      - name: Add internal label
        if: steps.check-membership.outputs.is-external == 'false'
-        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
+        uses: actions/github-script@v9
        with:
          github-token: ${{ secrets.GITHUB_TOKEN }}
          script: |
@@ -16,7 +16,7 @@ jobs:
    runs-on: ubuntu-latest
    
    steps:
-      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+      - uses: actions/checkout@v6
      
      - name: Set up uv
        uses: ./.github/actions/uv_setup
@@ -1,11 +1,3 @@
 # LangGraph examples

-This directory is retained purely for archival purposes and is no longer updated.
-
-## 🤔 What is this?
-
-The examples previously found here have been moved to the consolidated LangChain documentation. This directory remains available for historical reference, but new examples and usage guidance are published in the docs.
-
-## 📖 Documentation
-
-For up-to-date LangGraph examples, tutorials, and guides, see the [LangGraph Docs](https://docs.langchain.com/oss/python/langgraph/overview). Get started with the [LangGraph Quickstart](https://docs.langchain.com/oss/python/langgraph/quickstart).
+This directory is retained purely for archival purposes and is no longer updated. The examples previously found here have been moved to the newly [consolidated LangChain documentation](https://docs.langchain.com/oss/python/langgraph/overview). Please refer to the LangChain docs for the most up-to-date examples and usage guidelines for LangGraph.
@@ -1,132 +0,0 @@
-# delta-channel-dump
-
-Recover messages (and other channels) from a Postgres-backed LangGraph thread
-written by **langgraph >= 1.2** (DeltaChannel format) — including **LangGraph
-Server / langgraph-api** deployments on the Postgres runtime, **deepagents
-0.6.x**, or any OSS app using `PostgresSaver` — before rolling back to an older
-runtime such as **deepagents 0.5.x / langgraph < 1.2**.
-
-langgraph-api uses the same `checkpoints` / `checkpoint_blobs` / `checkpoint_writes`
-schema as OSS `checkpoint-postgres`; this script reads those tables directly.
-
-On the older runtime, `add_messages` does not understand the `EXT_DELTA_SNAPSHOT`
-msgpack ext code and silently returns an empty list for affected channels. This
-tool reads the raw checkpoint blobs from Postgres and emits JSON you can inspect
-and re-apply via `update_state` (LangGraph Server SDK) or `graph.update_state`
-(OSS).
-
-## Install
-
-```bash
-pip install "psycopg[binary]" ormsgpack
-```
-
-## Run
-
-```bash
-export DATABASE_URI=postgres://user:pass@host:5432/dbname
-python3 dump.py \
-    --thread-id <uuid> \
-    --channel messages \
-    [--channel files ...] \
-    [--checkpoint-id <uuid>] \
-    [--checkpoint-ns ""] \
-    --output recovery.json
-```
-
- `--thread-id` (required): thread UUID
- `--channel` (required, repeatable): channel names to recover
- `--checkpoint-id` (optional): target checkpoint; defaults to latest
- `--checkpoint-ns` (optional): namespace; defaults to `""`
- `--database-uri` (optional): Postgres URI; defaults to `DATABASE_URI` env var
- `--output` (optional): output file; defaults to stdout
-
-## Output
-
-```json
-{
-  "thread_id": "...",
-  "checkpoint_ns": "",
-  "target_checkpoint_id": "...",
-  "parent_checkpoint_id": "...",
-  "channels": {
-    "messages": {
-      "delta_kind": "snapshot",
-      "seed_checkpoint_id": "...",
-      "seed_version": "...",
-      "seed": [{ "type": "ai", "content": "...", "id": "ai-0" }],
-      "writes": [
-        {
-          "checkpoint_id": "...",
-          "task_id": "...",
-          "idx": 0,
-          "value": [{ "type": "ai", "content": "...", "id": "ai-10" }]
-        }
-      ]
-    }
-  }
-}
-```
-
-`delta_kind` is one of:
-
- `snapshot` — DeltaChannel snapshot blob (`channel_values[ch] == true`)
- `legacy_plain` — pre-DeltaChannel inline or blob value
- `no_seed` — walked to root without finding a populated ancestor
-
-`writes` are ordered oldest-to-newest (the order a reducer would replay them).
-
-## Reducing back to a single list
-
-For deepagents-style messages, combine seed and writes, then deduplicate:
-
-```python
-import json
-
-data = json.load(open("recovery.json"))
-ch = data["channels"]["messages"]
-messages = list(ch["seed"] or [])
-for w in ch["writes"]:
-    messages.extend(w["value"] or [])
-
-# Dedup by id, keep last; drop RemoveMessage tombstones
-by_id = {}
-for m in messages:
-    if isinstance(m, dict) and m.get("type") == "remove":
-        by_id.pop(m.get("id"), None)
-    elif isinstance(m, dict) and m.get("id"):
-        by_id[m["id"]] = m
-    else:
-        by_id[id(m)] = m
-reduced = list(by_id.values())
-```
-
-This approximates `_messages_delta_reducer` semantics; adjust for your graph.
-
-## Re-applying
-
-```python
-from langgraph_sdk import get_client
-
-client = get_client(url="http://localhost:8123")
-await client.threads.update_state(
-    thread_id,
-    values={"messages": reduced},
-)
-```
-
-Review the recovered JSON before calling `update_state`. This tool is
-read-only and intentionally does not mutate the database.
-
-## Scope / non-goals (v1)
-
- **Postgres only** — OSS `PostgresSaver` or langgraph-api Postgres runtime; not
-  inmem, gRPC core, Mongo, or Redis checkpointer backends
- **No AES decryption** (`LANGGRAPH_AES_KEY`) or custom encryption
- **No reducer** — raw seed + writes only
- **No automatic `update_state`** — operator applies manually
-
-## Copying
-
-`dump.py` is self-contained. Copy it anywhere; only `psycopg[binary]` and
-`ormsgpack` are required at runtime. No langgraph imports.
@@ -1,469 +0,0 @@
-#!/usr/bin/env python3
-"""Recover delta-channel state from a Postgres-backed LangGraph thread.
-
-Works with OSS ``PostgresSaver`` and LangGraph Server / langgraph-api on the
-Postgres runtime (same checkpoint schema). Use after rolling back from
-langgraph >= 1.2 / deepagents 0.6.x to an older runtime that does not
-understand ``EXT_DELTA_SNAPSHOT`` msgpack blobs. The script walks the checkpoint
-parent chain, decodes msgpack blobs, and emits a JSON dump of per-channel
-``seed`` plus oldest-to-newest ``writes``. Apply the recovered values manually
-via ``client.threads.update_state(...)`` (Server) or ``graph.update_state``
-(OSS).
-
-Install::
-
-    pip install "psycopg[binary]" ormsgpack
-
-Run::
-
-    export DATABASE_URI=postgres://...
-    python3 dump.py --thread-id <uuid> --channel messages --output recovery.json
-
-Scope (v1): Postgres only; no AES/custom encryption; no reducer application.
-"""
-
-from __future__ import annotations
-
-import argparse
-import base64
-import json
-import os
-import sys
-import uuid
-from typing import Any
-
-import ormsgpack
-import psycopg
-
-# LangGraph msgpack EXT type codes (langgraph/checkpoint/serde/jsonplus.py).
-EXT_CONSTRUCTOR_SINGLE_ARG = 0
-EXT_CONSTRUCTOR_POS_ARGS = 1
-EXT_CONSTRUCTOR_KW_ARGS = 2
-EXT_METHOD_SINGLE_ARG = 3
-EXT_PYDANTIC_V1 = 4
-EXT_PYDANTIC_V2 = 5
-EXT_NUMPY_ARRAY = 6
-EXT_DELTA_SNAPSHOT = 7
-
-_MSGPACK_OPTION = ormsgpack.OPT_NON_STR_KEYS
-
-
-def ext_hook(code: int, data: bytes) -> Any:
-    """Decode LangGraph msgpack EXT payloads to JSON-friendly Python values."""
-    if code == EXT_DELTA_SNAPSHOT:
-        inner = ormsgpack.unpackb(data, ext_hook=ext_hook, option=_MSGPACK_OPTION)
-        return {"__delta_snapshot__": inner}
-    if code == EXT_CONSTRUCTOR_SINGLE_ARG:
-        try:
-            tup = ormsgpack.unpackb(data, ext_hook=ext_hook, option=_MSGPACK_OPTION)
-            if tup[0] == "uuid" and tup[1] == "UUID":
-                hex_ = tup[2]
-                return (
-                    f"{hex_[:8]}-{hex_[8:12]}-{hex_[12:16]}-"
-                    f"{hex_[16:20]}-{hex_[20:]}"
-                )
-            return tup[2]
-        except Exception:
-            return None
-    if code == EXT_CONSTRUCTOR_POS_ARGS:
-        try:
-            tup = ormsgpack.unpackb(data, ext_hook=ext_hook, option=_MSGPACK_OPTION)
-            if tup[0] == "langgraph.types" and tup[1] == "Send":
-                args = tup[2]
-                if len(args) == 2:
-                    return {"__send__": {"node": args[0], "arg": args[1]}}
-                return {
-                    "__send__": {
-                        "node": args[0],
-                        "arg": args[1],
-                        "timeout": args[2],
-                    }
-                }
-            return tup[2]
-        except Exception:
-            return None
-    if code in (EXT_CONSTRUCTOR_KW_ARGS, EXT_METHOD_SINGLE_ARG):
-        try:
-            tup = ormsgpack.unpackb(data, ext_hook=ext_hook, option=_MSGPACK_OPTION)
-            return tup[2]
-        except Exception:
-            return None
-    if code in (EXT_PYDANTIC_V1, EXT_PYDANTIC_V2):
-        try:
-            tup = ormsgpack.unpackb(data, ext_hook=ext_hook, option=_MSGPACK_OPTION)
-            return tup[2]
-        except Exception:
-            return None
-    if code == EXT_NUMPY_ARRAY:
-        try:
-            dtype_str, shape, order, buf = ormsgpack.unpackb(
-                data, ext_hook=ext_hook, option=_MSGPACK_OPTION
-            )
-            return {
-                "__numpy_array__": {
-                    "dtype": dtype_str,
-                    "shape": shape,
-                    "order": order,
-                    "data_b64": base64.b64encode(buf).decode("ascii"),
-                }
-            }
-        except Exception:
-            return None
-    return None
-
-
-def decode_blob(blob_type: str, blob_bytes: bytes | None) -> Any:
-    if blob_type in ("empty", "null") or blob_bytes is None:
-        return None
-    if blob_type == "msgpack":
-        return ormsgpack.unpackb(
-            blob_bytes, ext_hook=ext_hook, option=_MSGPACK_OPTION
-        )
-    if blob_type in ("bytes", "bytearray"):
-        return base64.b64encode(blob_bytes).decode("ascii")
-    raise RuntimeError(
-        f"Unknown blob type {blob_type!r}. "
-        "AES/custom-encrypted deployments are out of scope for v1."
-    )
-
-
-def delta_unwrap(value: Any) -> Any:
-    if isinstance(value, dict) and "__delta_snapshot__" in value:
-        return value["__delta_snapshot__"]
-    return value
-
-
-def json_default(obj: Any) -> Any:
-    if isinstance(obj, (bytes, bytearray)):
-        return base64.b64encode(bytes(obj)).decode("ascii")
-    if isinstance(obj, uuid.UUID):
-        return str(obj)
-    raise TypeError(f"Object of type {type(obj).__name__} is not JSON serializable")
-
-
-def resolve_target_checkpoint_id(
-    conn: psycopg.Connection[Any],
-    thread_id: str,
-    checkpoint_ns: str,
-    checkpoint_id: str | None,
-) -> str:
-    if checkpoint_id is not None:
-        return checkpoint_id
-    row = conn.execute(
-        """
-        SELECT checkpoint_id::text
-        FROM checkpoints
-        WHERE thread_id = %s AND checkpoint_ns = %s
-        ORDER BY checkpoint_id DESC
-        LIMIT 1
-        """,
-        (thread_id, checkpoint_ns),
-    ).fetchone()
-    if row is None:
-        raise SystemExit(
-            f"No checkpoints found for thread_id={thread_id!r} "
-            f"checkpoint_ns={checkpoint_ns!r}"
-        )
-    return row[0]
-
-
-def _load_checkpoint(
-    conn: psycopg.Connection[Any],
-    thread_id: str,
-    checkpoint_ns: str,
-    checkpoint_id: str,
-) -> tuple[dict[str, Any], str | None] | None:
-    row = conn.execute(
-        """
-        SELECT checkpoint, parent_checkpoint_id::text
-        FROM checkpoints
-        WHERE thread_id = %s AND checkpoint_ns = %s AND checkpoint_id = %s
-        """,
-        (thread_id, checkpoint_ns, checkpoint_id),
-    ).fetchone()
-    if row is None:
-        return None
-    return row[0], row[1]
-
-
-def _load_seed(
-    conn: psycopg.Connection[Any],
-    *,
-    thread_id: str,
-    checkpoint_ns: str,
-    channel: str,
-    checkpoint_id: str,
-    channel_values: dict[str, Any],
-    channel_versions: dict[str, str],
-) -> dict[str, Any]:
-    cv = channel_values[channel]
-    version = channel_versions.get(channel)
-    if cv is True:
-        blob_row = conn.execute(
-            """
-            SELECT type, blob
-            FROM checkpoint_blobs
-            WHERE thread_id = %s AND checkpoint_ns = %s
-              AND channel = %s AND version = %s
-            """,
-            (thread_id, checkpoint_ns, channel, version),
-        ).fetchone()
-        seed_value = None
-        if blob_row is not None and blob_row[0] != "empty":
-            seed_value = delta_unwrap(decode_blob(blob_row[0], blob_row[1]))
-        return {
-            "delta_kind": "snapshot",
-            "seed_checkpoint_id": checkpoint_id,
-            "seed_version": version,
-            "seed": seed_value,
-        }
-    if isinstance(cv, (int, float, str, bool)) or cv is None:
-        return {
-            "delta_kind": "legacy_plain",
-            "seed_checkpoint_id": checkpoint_id,
-            "seed_version": version,
-            "seed": cv,
-        }
-    blob_row = conn.execute(
-        """
-        SELECT type, blob
-        FROM checkpoint_blobs
-        WHERE thread_id = %s AND checkpoint_ns = %s
-          AND channel = %s AND version = %s
-        """,
-        (thread_id, checkpoint_ns, channel, version),
-    ).fetchone()
-    seed_value = cv if blob_row is None else decode_blob(blob_row[0], blob_row[1])
-    return {
-        "delta_kind": "legacy_plain",
-        "seed_checkpoint_id": checkpoint_id,
-        "seed_version": version,
-        "seed": seed_value,
-    }
-
-
-def _load_writes_for_checkpoint(
-    conn: psycopg.Connection[Any],
-    *,
-    thread_id: str,
-    checkpoint_ns: str,
-    checkpoint_id: str,
-    channel: str,
-) -> list[dict[str, Any]]:
-    """Load writes for one checkpoint, newest-first by ``(task_id, idx)``.
-
-    ``walk_channel`` reverses the accumulated flat list before returning;
-    DESC here yields oldest-first within each checkpoint in the final output,
-    matching ``PostgresSaver._build_delta_channels_writes_history``.
-    """
-    rows = conn.execute(
-        """
-        SELECT task_id::text, idx, type, blob
-        FROM checkpoint_writes
-        WHERE thread_id = %s AND checkpoint_ns = %s
-          AND checkpoint_id = %s AND channel = %s
-        ORDER BY task_id DESC, idx DESC
-        """,
-        (thread_id, checkpoint_ns, checkpoint_id, channel),
-    ).fetchall()
-    return [
-        {
-            "checkpoint_id": checkpoint_id,
-            "task_id": task_id,
-            "idx": idx,
-            "value": decode_blob(blob_type, blob_bytes),
-        }
-        for task_id, idx, blob_type, blob_bytes in rows
-    ]
-
-
-def walk_channel(
-    conn: psycopg.Connection[Any],
-    *,
-    thread_id: str,
-    checkpoint_ns: str,
-    start_checkpoint_id: str | None,
-    channel: str,
-) -> dict[str, Any]:
-    """Walk one channel's parent chain from target.parent backward to seed."""
-    chain_writes_newest_first: list[dict[str, Any]] = []
-    cur = start_checkpoint_id
-    while cur is not None:
-        loaded = _load_checkpoint(conn, thread_id, checkpoint_ns, cur)
-        if loaded is None:
-            break
-        checkpoint_json, parent_id = loaded
-        channel_values = checkpoint_json.get("channel_values") or {}
-        channel_versions = checkpoint_json.get("channel_versions") or {}
-
-        chain_writes_newest_first.extend(
-            _load_writes_for_checkpoint(
-                conn,
-                thread_id=thread_id,
-                checkpoint_ns=checkpoint_ns,
-                checkpoint_id=cur,
-                channel=channel,
-            )
-        )
-
-        if channel in channel_values:
-            seed = _load_seed(
-                conn,
-                thread_id=thread_id,
-                checkpoint_ns=checkpoint_ns,
-                channel=channel,
-                checkpoint_id=cur,
-                channel_values=channel_values,
-                channel_versions=channel_versions,
-            )
-            seed["writes"] = list(reversed(chain_writes_newest_first))
-            return seed
-
-        cur = parent_id
-
-    return {
-        "delta_kind": "no_seed",
-        "seed_checkpoint_id": None,
-        "seed_version": None,
-        "seed": None,
-        "writes": list(reversed(chain_writes_newest_first)),
-    }
-
-
-def walk_parent_chain(
-    conn: psycopg.Connection[Any],
-    *,
-    thread_id: str,
-    checkpoint_ns: str,
-    target_checkpoint_id: str,
-    channels: list[str],
-) -> tuple[str | None, dict[str, dict[str, Any]]]:
-    """Walk parent chain and return per-channel seed + writes (oldest-first)."""
-    parent_row = conn.execute(
-        """
-        SELECT parent_checkpoint_id::text
-        FROM checkpoints
-        WHERE thread_id = %s AND checkpoint_ns = %s AND checkpoint_id = %s
-        """,
-        (thread_id, checkpoint_ns, target_checkpoint_id),
-    ).fetchone()
-    if parent_row is None:
-        raise SystemExit(
-            f"Checkpoint {target_checkpoint_id!r} not found for thread {thread_id!r}"
-        )
-    parent_checkpoint_id = parent_row[0]
-
-    result = {
-        ch: walk_channel(
-            conn,
-            thread_id=thread_id,
-            checkpoint_ns=checkpoint_ns,
-            start_checkpoint_id=parent_checkpoint_id,
-            channel=ch,
-        )
-        for ch in channels
-    }
-    return parent_checkpoint_id, result
-
-
-def build_output(
-    *,
-    thread_id: str,
-    checkpoint_ns: str,
-    target_checkpoint_id: str,
-    parent_checkpoint_id: str | None,
-    channels: dict[str, dict[str, Any]],
-) -> dict[str, Any]:
-    return {
-        "thread_id": thread_id,
-        "checkpoint_ns": checkpoint_ns,
-        "target_checkpoint_id": target_checkpoint_id,
-        "parent_checkpoint_id": parent_checkpoint_id,
-        "channels": channels,
-    }
-
-
-def parse_args(argv: list[str] | None = None) -> argparse.Namespace:
-    parser = argparse.ArgumentParser(
-        description=(
-            "Recover delta-channel seed + writes from Postgres checkpoint data."
-        ),
-    )
-    parser.add_argument("--thread-id", required=True, help="Thread UUID")
-    parser.add_argument(
-        "--channel",
-        action="append",
-        required=True,
-        dest="channels",
-        help="Channel name (repeatable)",
-    )
-    parser.add_argument(
-        "--checkpoint-id",
-        default=None,
-        help="Target checkpoint UUID (default: latest for thread)",
-    )
-    parser.add_argument(
-        "--checkpoint-ns",
-        default="",
-        help='Checkpoint namespace (default: "")',
-    )
-    parser.add_argument(
-        "--database-uri",
-        default=os.environ.get("DATABASE_URI"),
-        help="Postgres URI (default: DATABASE_URI env var)",
-    )
-    parser.add_argument(
-        "--output",
-        default="-",
-        help="Output JSON file path (default: stdout)",
-    )
-    return parser.parse_args(argv)
-
-
-def main(argv: list[str] | None = None) -> int:
-    args = parse_args(argv)
-    if not args.database_uri:
-        print(
-            "error: --database-uri or DATABASE_URI is required",
-            file=sys.stderr,
-        )
-        return 2
-
-    thread_id = str(uuid.UUID(args.thread_id))
-    channels = list(dict.fromkeys(args.channels))
-
-    with psycopg.connect(args.database_uri) as conn:
-        target_checkpoint_id = resolve_target_checkpoint_id(
-            conn,
-            thread_id,
-            args.checkpoint_ns,
-            args.checkpoint_id,
-        )
-        parent_checkpoint_id, channel_data = walk_parent_chain(
-            conn,
-            thread_id=thread_id,
-            checkpoint_ns=args.checkpoint_ns,
-            target_checkpoint_id=target_checkpoint_id,
-            channels=channels,
-        )
-
-    output = build_output(
-        thread_id=thread_id,
-        checkpoint_ns=args.checkpoint_ns,
-        target_checkpoint_id=target_checkpoint_id,
-        parent_checkpoint_id=parent_checkpoint_id,
-        channels=channel_data,
-    )
-    payload = json.dumps(output, indent=2, default=json_default)
-
-    if args.output == "-":
-        print(payload)
-    else:
-        with open(args.output, "w", encoding="utf-8") as f:
-            f.write(payload)
-            f.write("\n")
-    return 0
-
-
-if __name__ == "__main__":
-    raise SystemExit(main())
@@ -1,27 +1,15 @@
-# LangGraph Checkpoint Conformance
+# langgraph-checkpoint-conformance

-[![PyPI - Version](https://img.shields.io/pypi/v/langgraph-checkpoint-conformance?label=%20)](https://pypi.org/project/langgraph-checkpoint-conformance/#history)
-[![PyPI - License](https://img.shields.io/pypi/l/langgraph-checkpoint-conformance)](https://opensource.org/licenses/MIT)
-[![PyPI - Downloads](https://img.shields.io/pepy/dt/langgraph-checkpoint-conformance)](https://pypistats.org/packages/langgraph-checkpoint-conformance)
-[![Twitter](https://img.shields.io/twitter/url/https/twitter.com/langchain_oss.svg?style=social&label=Follow%20%40LangChain)](https://x.com/langchain_oss)
+Conformance test suite for [LangGraph](https://github.com/langchain-ai/langgraph) checkpointer implementations.

-To help you ship LangGraph apps to production faster, check out [LangSmith](https://www.langchain.com/langsmith).
-[LangSmith](https://www.langchain.com/langsmith) is a unified developer platform for building, testing, and monitoring LLM applications.
+Validates that a `BaseCheckpointSaver` subclass correctly implements the checkpoint storage contract — blob round-trips, metadata preservation, namespace isolation, incremental channel updates, and more.

-## Quick Install
+## Installation

 ```bash
-uv add langgraph-checkpoint-conformance
+pip install langgraph-checkpoint-conformance
 ```

-## 🤔 What is this?
-
-This library provides a conformance test suite for [LangGraph](https://github.com/langchain-ai/langgraph) checkpointer implementations. It validates that a `BaseCheckpointSaver` subclass correctly implements the checkpoint storage contract — blob round-trips, metadata preservation, namespace isolation, incremental channel updates, and more.
-
-## 📖 Documentation
-
-For full documentation, see the [API reference](https://reference.langchain.com/python/langgraph/). For conceptual guides on persistence and memory, see the [LangGraph Docs](https://docs.langchain.com/oss/python/langgraph/overview).
-
 ## Quick start

 Register your checkpointer with `@checkpointer_test` and run `validate()`:
@@ -75,7 +63,6 @@ The suite tests **base** capabilities (required) and **extended** capabilities (
 | `delete_for_runs` | no | `adelete_for_runs` |
 | `copy_thread` | no | `acopy_thread` |
 | `prune` | no | `aprune` |
-| `delta_channel_history` | no | `aget_delta_channel_history` |

 Extended capabilities are detected by checking whether the method is overridden from `BaseCheckpointSaver`. If not overridden, those tests are skipped.

@@ -122,13 +109,3 @@ async def pg_checkpointer():
    async with PostgresSaver.from_conn_string(CONN_STRING) as saver:
        yield saver
 ```
-
-## 📕 Releases & Versioning
-
-See our [Releases](https://docs.langchain.com/oss/python/release-policy) and [Versioning](https://docs.langchain.com/oss/python/versioning) policies.
-
-## 💁 Contributing
-
-As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.
-
-For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).
@@ -23,7 +23,6 @@ class Capability(str, Enum):
    DELETE_FOR_RUNS = "delete_for_runs"
    COPY_THREAD = "copy_thread"
    PRUNE = "prune"
-    DELTA_CHANNEL_HISTORY = "delta_channel_history"


 # Capabilities that every checkpointer must support.
@@ -43,7 +42,6 @@ EXTENDED_CAPABILITIES = frozenset(
        Capability.DELETE_FOR_RUNS,
        Capability.COPY_THREAD,
        Capability.PRUNE,
-        Capability.DELTA_CHANNEL_HISTORY,
    }
 )

@@ -59,7 +57,6 @@ _CAPABILITY_METHOD_MAP: dict[Capability, str] = {
    Capability.DELETE_FOR_RUNS: "adelete_for_runs",
    Capability.COPY_THREAD: "acopy_thread",
    Capability.PRUNE: "aprune",
-    Capability.DELTA_CHANNEL_HISTORY: "aget_delta_channel_history",
 }


@@ -9,9 +9,6 @@ from langgraph.checkpoint.conformance.spec.test_delete_for_runs import (
 from langgraph.checkpoint.conformance.spec.test_delete_thread import (
    run_delete_thread_tests,
 )
-from langgraph.checkpoint.conformance.spec.test_delta_channel_history import (
-    run_delta_channel_history_tests,
-)
 from langgraph.checkpoint.conformance.spec.test_get_tuple import run_get_tuple_tests
 from langgraph.checkpoint.conformance.spec.test_list import run_list_tests
 from langgraph.checkpoint.conformance.spec.test_prune import run_prune_tests
@@ -27,5 +24,4 @@ __all__ = [
    "run_delete_for_runs_tests",
    "run_copy_thread_tests",
    "run_prune_tests",
-    "run_delta_channel_history_tests",
 ]
@@ -1,99 +0,0 @@
-"""Shared fixtures for delta-channel conformance tests.
-
-Builds a parent chain with `_DeltaSnapshot` blobs at known positions via
-direct `aput` / `aput_writes` calls. No langgraph or Pregel dependency.
-"""
-
-from __future__ import annotations
-
-from collections.abc import Sequence
-from typing import Any
-from uuid import uuid4
-
-from langchain_core.runnables import RunnableConfig
-from langgraph.checkpoint.base import BaseCheckpointSaver, Checkpoint
-from langgraph.checkpoint.base.id import uuid6
-
-from langgraph.checkpoint.conformance.test_utils import generate_metadata
-
-
-async def build_delta_chain(
-    saver: BaseCheckpointSaver,
-    *,
-    thread_id: str | None = None,
-    checkpoint_ns: str = "",
-    channel: str = "messages",
-    snapshots_at_steps: Sequence[int] = (0,),
-    total_steps: int = 6,
-    write_value_fn: Any | None = None,
-) -> list[RunnableConfig]:
-    """Build a parent chain with `_DeltaSnapshot` at known positions.
-
-    Args:
-        saver: Checkpointer instance.
-        thread_id: Defaults to a random UUID.
-        checkpoint_ns: Namespace (default root).
-        channel: Channel name used for snapshots and writes.
-        snapshots_at_steps: Steps at which a `_DeltaSnapshot` blob is stored
-            in `channel_values[channel]`. Step 0 is the oldest checkpoint.
-        total_steps: Number of checkpoints in the chain.
-        write_value_fn: Callable(step) -> write value. Defaults to step index.
-
-    Returns:
-        List of stored configs (oldest first), one per step.
-    """
-    if write_value_fn is None:
-
-        def write_value_fn(step: int) -> Any:
-            return step
-
-    from langgraph.checkpoint.serde.types import _DeltaSnapshot
-
-    thread_id = thread_id or str(uuid4())
-    snapshot_set = set(snapshots_at_steps)
-    stored: list[RunnableConfig] = []
-    parent_cfg: RunnableConfig | None = None
-
-    for step in range(total_steps):
-        config: RunnableConfig = {
-            "configurable": {
-                "thread_id": thread_id,
-                "checkpoint_ns": checkpoint_ns,
-            }
-        }
-        if parent_cfg:
-            config["configurable"]["checkpoint_id"] = parent_cfg["configurable"][
-                "checkpoint_id"
-            ]
-
-        channel_values: dict[str, Any] = {}
-        channel_versions: dict[str, int] = {}
-        if step in snapshot_set:
-            channel_values[channel] = _DeltaSnapshot(
-                write_value_fn(step),
-            )
-            channel_versions[channel] = step + 1
-
-        cp = Checkpoint(
-            v=1,
-            id=str(uuid6(clock_seq=-1)),
-            ts="",
-            channel_values=channel_values,
-            channel_versions=channel_versions,
-            versions_seen={},
-            updated_channels=None,
-        )
-        new_versions = dict(channel_versions)
-        parent_cfg = await saver.aput(
-            config, cp, generate_metadata(step=step), new_versions
-        )
-        stored.append(parent_cfg)
-
-        # Write a pending write for non-snapshot steps so the walk has
-        # something to collect.
-        if step not in snapshot_set:
-            await saver.aput_writes(
-                parent_cfg, [(channel, write_value_fn(step))], str(uuid4())
-            )
-
-    return stored
@@ -1,247 +0,0 @@
-"""DELTA_CHANNEL_HISTORY capability tests — aget_delta_channel_history contract."""
-
-from __future__ import annotations
-
-import traceback
-from collections.abc import Callable
-from uuid import uuid4
-
-from langgraph.checkpoint.base import BaseCheckpointSaver
-
-from langgraph.checkpoint.conformance.spec._delta_fixtures import build_delta_chain
-
-
-async def test_history_returns_writes_oldest_first(
-    saver: BaseCheckpointSaver,
-) -> None:
-    """Writes are returned oldest-to-newest."""
-    tid = str(uuid4())
-    # 5 steps: snapshot at 0, writes at 1,2,3,4.
-    # Head is step 4. Walk starts at step 3 (parent of head).
-    # Collects writes from steps 1,2,3 (between snapshot at 0 and head's parent).
-    configs = await build_delta_chain(
-        saver, thread_id=tid, channel="ch", snapshots_at_steps=[0], total_steps=5
-    )
-    head = configs[-1]
-    result = await saver.aget_delta_channel_history(config=head, channels=["ch"])
-    writes = result["ch"]["writes"]
-    values = [w[2] for w in writes]
-    assert values == [1, 2, 3], f"Expected [1,2,3], got {values}"
-
-
-async def test_history_seed_is_nearest_snapshot(
-    saver: BaseCheckpointSaver,
-) -> None:
-    """Seed is the value from the nearest ancestor with channel_values populated."""
-    tid = str(uuid4())
-    # 6 steps: snapshots at 0 and 3, writes at 1,2,4,5.
-    # Head is step 5. Walk from step 4 backward stops at step 3 (snapshot).
-    # Collects writes from step 4 only (between step 3 and head's parent step 4).
-    configs = await build_delta_chain(
-        saver,
-        thread_id=tid,
-        channel="ch",
-        snapshots_at_steps=[0, 3],
-        total_steps=6,
-    )
-    head = configs[-1]
-    result = await saver.aget_delta_channel_history(config=head, channels=["ch"])
-    assert "seed" in result["ch"], "Expected seed from snapshot at step 3"
-    seed = result["ch"]["seed"]
-    from langgraph.checkpoint.serde.types import _DeltaSnapshot
-
-    actual_value = seed.value if isinstance(seed, _DeltaSnapshot) else seed
-    assert actual_value == 3, f"Expected seed value 3 (step 3), got {actual_value}"
-    writes = result["ch"]["writes"]
-    values = [w[2] for w in writes]
-    assert values == [4], f"Expected [4], got {values}"
-
-
-async def test_history_excludes_target_pending_writes(
-    saver: BaseCheckpointSaver,
-) -> None:
-    """Target's own pending_writes are NOT included in the history."""
-    tid = str(uuid4())
-    configs = await build_delta_chain(
-        saver, thread_id=tid, channel="ch", snapshots_at_steps=[0], total_steps=3
-    )
-    head = configs[-1]
-    # Add writes directly to the head checkpoint
-    await saver.aput_writes(head, [("ch", "extra")], str(uuid4()))
-    result = await saver.aget_delta_channel_history(config=head, channels=["ch"])
-    writes = result["ch"]["writes"]
-    values = [w[2] for w in writes]
-    assert "extra" not in values, f"Target's writes should be excluded, got {values}"
-
-
-async def test_history_multi_channel(
-    saver: BaseCheckpointSaver,
-) -> None:
-    """Multiple channels have independent walk termination."""
-    tid = str(uuid4())
-    configs: list = []
-    parent_cfg = None
-    from langgraph.checkpoint.base import Checkpoint
-    from langgraph.checkpoint.base.id import uuid6
-    from langgraph.checkpoint.serde.types import _DeltaSnapshot
-
-    from langgraph.checkpoint.conformance.test_utils import generate_metadata
-
-    for step in range(5):
-        config = {"configurable": {"thread_id": tid, "checkpoint_ns": ""}}
-        if parent_cfg:
-            config["configurable"]["checkpoint_id"] = parent_cfg["configurable"][
-                "checkpoint_id"
-            ]
-        cv: dict = {}
-        cvs: dict = {}
-        if step == 1:
-            cv["a"] = _DeltaSnapshot("snap_a")
-            cvs["a"] = step + 1
-        if step == 3:
-            cv["b"] = _DeltaSnapshot("snap_b")
-            cvs["b"] = step + 1
-        cp = Checkpoint(
-            v=1,
-            id=str(uuid6(clock_seq=-1)),
-            ts="",
-            channel_values=cv,
-            channel_versions=cvs,
-            versions_seen={},
-            updated_channels=None,
-        )
-        parent_cfg = await saver.aput(config, cp, generate_metadata(step=step), cvs)
-        configs.append(parent_cfg)
-        await saver.aput_writes(parent_cfg, [("a", step), ("b", step)], str(uuid4()))
-
-    head = configs[-1]
-    result = await saver.aget_delta_channel_history(config=head, channels=["a", "b"])
-    a_writes = [w[2] for w in result["a"]["writes"]]
-    b_writes = [w[2] for w in result["b"]["writes"]]
-    assert a_writes == [1, 2, 3], f"Expected a writes [1,2,3], got {a_writes}"
-    assert b_writes == [3], f"Expected b writes [3], got {b_writes}"
-
-
-async def test_history_empty_channels_returns_empty(
-    saver: BaseCheckpointSaver,
-) -> None:
-    """Empty channels list returns empty mapping."""
-    tid = str(uuid4())
-    configs = await build_delta_chain(
-        saver, thread_id=tid, channel="ch", snapshots_at_steps=[0], total_steps=3
-    )
-    result = await saver.aget_delta_channel_history(config=configs[-1], channels=[])
-    assert result == {}
-
-
-async def test_history_walk_to_root_no_seed(
-    saver: BaseCheckpointSaver,
-) -> None:
-    """Walk reaches root without finding seed — no 'seed' key in result."""
-    tid = str(uuid4())
-    configs = await build_delta_chain(
-        saver,
-        thread_id=tid,
-        channel="ch",
-        snapshots_at_steps=[],
-        total_steps=4,
-    )
-    head = configs[-1]
-    result = await saver.aget_delta_channel_history(config=head, channels=["ch"])
-    assert "seed" not in result["ch"], f"Expected no seed, got {result['ch']}"
-
-
-async def test_history_migration_plain_value_as_seed(
-    saver: BaseCheckpointSaver,
-) -> None:
-    """Pre-delta plain value in channel_values acts as seed (migration case).
-
-    When a thread was originally using a regular channel (BinaryOperatorAggregate)
-    and later switches to DeltaChannel, the old checkpoint has a plain value in
-    channel_values[ch] (not a _DeltaSnapshot). The walk should treat it as the
-    seed and terminate there.
-    """
-    from langgraph.checkpoint.base import Checkpoint
-    from langgraph.checkpoint.base.id import uuid6
-
-    from langgraph.checkpoint.conformance.test_utils import generate_metadata
-
-    tid = str(uuid4())
-    configs: list = []
-    parent_cfg = None
-
-    for step in range(4):
-        config = {"configurable": {"thread_id": tid, "checkpoint_ns": ""}}
-        if parent_cfg:
-            config["configurable"]["checkpoint_id"] = parent_cfg["configurable"][
-                "checkpoint_id"
-            ]
-        cv: dict = {}
-        cvs: dict = {}
-        # Step 1: plain value (migration case — old checkpoint before delta)
-        if step == 1:
-            cv["ch"] = [10, 20, 30]
-            cvs["ch"] = step + 1
-        cp = Checkpoint(
-            v=1,
-            id=str(uuid6(clock_seq=-1)),
-            ts="",
-            channel_values=cv,
-            channel_versions=cvs,
-            versions_seen={},
-            updated_channels=None,
-        )
-        parent_cfg = await saver.aput(config, cp, generate_metadata(step=step), cvs)
-        configs.append(parent_cfg)
-        if step != 1:
-            await saver.aput_writes(parent_cfg, [("ch", step)], str(uuid4()))
-
-    head = configs[-1]
-    result = await saver.aget_delta_channel_history(config=head, channels=["ch"])
-    # Seed should be the plain value from step 1
-    assert "seed" in result["ch"], "Expected seed from migration plain value at step 1"
-    seed = result["ch"]["seed"]
-    assert seed == [10, 20, 30], f"Expected plain value [10,20,30], got {seed}"
-    # Writes should be from step 2 only (between seed at step 1 and head's parent step 2)
-    writes = result["ch"]["writes"]
-    values = [w[2] for w in writes]
-    assert values == [2], f"Expected [2], got {values}"
-
-
-ALL_DELTA_CHANNEL_HISTORY_TESTS = [
-    test_history_returns_writes_oldest_first,
-    test_history_seed_is_nearest_snapshot,
-    test_history_excludes_target_pending_writes,
-    test_history_multi_channel,
-    test_history_empty_channels_returns_empty,
-    test_history_walk_to_root_no_seed,
-    test_history_migration_plain_value_as_seed,
-]
-
-
-async def run_delta_channel_history_tests(
-    saver: BaseCheckpointSaver,
-    on_test_result: Callable[[str, str, bool, str | None], None] | None = None,
-) -> tuple[int, int, list[str]]:
-    """Run all delta_channel_history tests. Returns (passed, failed, failure_names)."""
-    passed = 0
-    failed = 0
-    failures: list[str] = []
-    for test_fn in ALL_DELTA_CHANNEL_HISTORY_TESTS:
-        try:
-            await test_fn(saver)
-            passed += 1
-            if on_test_result:
-                on_test_result("delta_channel_history", test_fn.__name__, True, None)
-        except Exception:
-            failed += 1
-            msg = f"{test_fn.__name__}: {traceback.format_exc()}"
-            failures.append(msg)
-            if on_test_result:
-                on_test_result(
-                    "delta_channel_history",
-                    test_fn.__name__,
-                    False,
-                    traceback.format_exc(),
-                )
-    return passed, failed, failures
@@ -4,7 +4,6 @@ from __future__ import annotations

 import traceback
 from collections.abc import Callable
-from typing import cast
 from uuid import uuid4

 from langgraph.checkpoint.base import BaseCheckpointSaver
@@ -336,9 +335,8 @@ async def test_list_metadata_custom_keys(
        results.append(tup)

    assert len(results) == 1
-    metadata = cast(dict[str, object], results[0].metadata)
-    assert metadata["score"] == 42
-    assert metadata["run_id"] == "run-abc"
+    assert results[0].metadata["score"] == 42
+    assert results[0].metadata["run_id"] == "run-abc"


 ALL_LIST_TESTS = [
@@ -19,9 +19,6 @@ from langgraph.checkpoint.conformance.spec.test_delete_for_runs import (
 from langgraph.checkpoint.conformance.spec.test_delete_thread import (
    run_delete_thread_tests,
 )
-from langgraph.checkpoint.conformance.spec.test_delta_channel_history import (
-    run_delta_channel_history_tests,
-)
 from langgraph.checkpoint.conformance.spec.test_get_tuple import run_get_tuple_tests
 from langgraph.checkpoint.conformance.spec.test_list import run_list_tests
 from langgraph.checkpoint.conformance.spec.test_prune import run_prune_tests
@@ -38,7 +35,6 @@ _RUNNERS = {
    Capability.DELETE_FOR_RUNS: run_delete_for_runs_tests,
    Capability.COPY_THREAD: run_copy_thread_tests,
    Capability.PRUNE: run_prune_tests,
-    Capability.DELTA_CHANNEL_HISTORY: run_delta_channel_history_tests,
 }


@@ -43,11 +43,7 @@ asyncio_mode = "auto"
 # The extended methods (acopy_thread, adelete_for_runs, aprune) are checked
 # at runtime via capability detection and may not exist on the installed
 # base class. Dict literal inference is also overly strict for RunnableConfig.
-# Delta-channel tests import from `langgraph` (not a declared dep of this
-# package — at test time it is installed alongside); private `_DeltaSnapshot`
-# imports are intentional (beta surface).
 unresolved-attribute = "ignore"
-unresolved-import = "ignore"
 invalid-argument-type = "ignore"
 invalid-return-type = "ignore"

@@ -62,9 +58,6 @@ lint.select = [
 lint.ignore = ["E501", "B008"]
 target-version = "py310"

-[tool.uv.sources]
-langgraph-checkpoint = {path = "../checkpoint", editable = true}
-
 [[tool.uv.index]]
 name = "testpypi"
 url = "https://test.pypi.org/simple/"
@@ -47,19 +47,22 @@ test_watch:

 # Define a variable for Python and notebook files.
 PYTHON_FILES=.
+MYPY_CACHE=.mypy_cache
 lint format: PYTHON_FILES=.
 lint_diff format_diff: PYTHON_FILES=$(shell git diff --name-only --relative --diff-filter=d main . | grep -E '\.py$$|\.ipynb$$')
 lint_package: PYTHON_FILES=langgraph
 lint_tests: PYTHON_FILES=tests
+lint_tests: MYPY_CACHE=.mypy_cache_test

 lint lint_diff lint_package lint_tests:
 	uv run ruff check .
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff format $(PYTHON_FILES) --diff
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff check --select I $(PYTHON_FILES)
-	[ "$(PYTHON_FILES)" = "" ] || uv run ty check $(PYTHON_FILES)
+	[ "$(PYTHON_FILES)" = "" ] || mkdir -p $(MYPY_CACHE)
+	[ "$(PYTHON_FILES)" = "" ] || uv run mypy $(PYTHON_FILES) --cache-dir $(MYPY_CACHE)

 type:
-	uv run ty check $(PYTHON_FILES)
+	mkdir -p $(MYPY_CACHE) && uv run mypy $(PYTHON_FILES) --cache-dir $(MYPY_CACHE)

 format format_diff:
 	uv run ruff format $(PYTHON_FILES)
@@ -1,28 +1,10 @@
 # LangGraph Checkpoint Postgres

-[![PyPI - Version](https://img.shields.io/pypi/v/langgraph-checkpoint-postgres?label=%20)](https://pypi.org/project/langgraph-checkpoint-postgres/#history)
-[![PyPI - License](https://img.shields.io/pypi/l/langgraph-checkpoint-postgres)](https://opensource.org/licenses/MIT)
-[![PyPI - Downloads](https://img.shields.io/pepy/dt/langgraph-checkpoint-postgres)](https://pypistats.org/packages/langgraph-checkpoint-postgres)
-[![Twitter](https://img.shields.io/twitter/url/https/twitter.com/langchain_oss.svg?style=social&label=Follow%20%40LangChain)](https://x.com/langchain_oss)
+Implementation of LangGraph CheckpointSaver that uses Postgres.

-To help you ship LangGraph apps to production faster, check out [LangSmith](https://www.langchain.com/langsmith).
-[LangSmith](https://www.langchain.com/langsmith) is a unified developer platform for building, testing, and monitoring LLM applications.
+## Dependencies

-## Quick Install
-
-```bash
-uv add langgraph-checkpoint-postgres
-```
-
-## 🤔 What is this?
-
-This library provides a Postgres implementation of LangGraph's checkpoint saver. Use it when you want LangGraph state persistence backed by Postgres for durable, long-running workflows and agents.
-
-By default, `langgraph-checkpoint-postgres` installs `psycopg` (Psycopg 3) without any extras. You can choose a specific installation that best suits your needs in the [Psycopg installation docs](https://www.psycopg.org/psycopg3/docs/basic/install.html), for example `psycopg[binary]`.
-
-## 📖 Documentation
-
-For full documentation, see the [API reference](https://reference.langchain.com/python/langgraph.checkpoint.postgres). For conceptual guides on persistence and memory, see the [LangGraph Docs](https://docs.langchain.com/oss/python/langgraph/overview).
+By default `langgraph-checkpoint-postgres` installs `psycopg` (Psycopg 3) without any extras. However, you can choose a specific installation that best suits your needs [here](https://www.psycopg.org/psycopg3/docs/basic/install.html) (for example, `psycopg[binary]`).

 ## Security

@@ -38,12 +20,10 @@ For full documentation, see the [API reference](https://reference.langchain.com/
 > When manually creating Postgres connections and passing them to `PostgresSaver` or `AsyncPostgresSaver`, make sure to include `autocommit=True` and `row_factory=dict_row` (`from psycopg.rows import dict_row`). See a full example in this [how-to guide](https://langchain-ai.github.io/langgraph/how-tos/persistence_postgres/).
 >
 > **Why these parameters are required:**
->
 > - `autocommit=True`: Required for the `.setup()` method to properly commit the checkpoint tables to the database. Without this, table creation may not be persisted.
 > - `row_factory=dict_row`: Required because the PostgresSaver implementation accesses database rows using dictionary-style syntax (e.g., `row["column_name"]`). The default `tuple_row` factory returns tuples that only support index-based access (e.g., `row[0]`), which will cause `TypeError` exceptions when the checkpointer tries to access columns by name.
 >
 > **Example of incorrect usage:**
->
 > ```python
 > # ❌ This will fail with TypeError during checkpointer operations
 > with psycopg.connect(DB_URI) as conn:  # Missing autocommit=True and row_factory=dict_row
@@ -138,13 +118,3 @@ async with AsyncPostgresSaver.from_conn_string(DB_URI) as checkpointer:
    # list checkpoints
    [c async for c in checkpointer.alist(read_config)]
 ```
-
-## 📕 Releases & Versioning
-
-See our [Releases](https://docs.langchain.com/oss/python/release-policy) and [Versioning](https://docs.langchain.com/oss/python/versioning) policies.
-
-## 💁 Contributing
-
-As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.
-
-For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).
@@ -279,8 +279,8 @@ def _build_delta_stage2_sql(
        )
    for _ in channels_with_seed:
        branches.append(
-            "SELECT 'b'::text AS _kind, NULL::text AS checkpoint_id, channel, "
-            "type, blob, NULL::text AS task_id, NULL::int AS idx, version "
+            "SELECT 'b'::text, NULL, channel, "
+            "type, blob, NULL, NULL, version "
            "FROM checkpoint_blobs "
            "WHERE thread_id = %s AND checkpoint_ns = %s AND channel = %s "
            "AND version = %s"
@@ -4,7 +4,6 @@ import asyncio
 import concurrent.futures
 import json
 import logging
-import re
 import threading
 from collections import defaultdict
 from collections.abc import Callable, Iterable, Iterator, Sequence
@@ -239,12 +238,6 @@ class BasePostgresStore(Generic[C]):
    conn: C
    _deserializer: Callable[[bytes | orjson.Fragment], dict[str, Any]] | None
    index_config: PostgresIndexConfig | None
-    ttl_config: TTLConfig | None
-
-    @property
-    def _omit_expired(self) -> bool:
-        """Whether expired-but-unswept rows should be filtered from reads."""
-        return bool(self.ttl_config and self.ttl_config.get("omit_expired"))

    def _get_batch_GET_ops_queries(
        self,
@@ -265,17 +258,12 @@ class BasePostgresStore(Generic[C]):
            namespace_groups[op.namespace].append((idx, op.key))
            refresh_ttls[op.namespace].append(op.refresh_ttl)

-        omit_expired = self._omit_expired
-        expiry_clause = (
-            "AND (s.expires_at IS NULL OR s.expires_at > NOW())" if omit_expired else ""
-        )
-
        results = []
        for namespace, items in namespace_groups.items():
            _, keys = zip(*items, strict=False)
            this_refresh_ttls = refresh_ttls[namespace]

-            query = f"""
+            query = """
                WITH passed_in AS (
                    SELECT unnest(%s::text[]) AS key,
                        unnest(%s::bool[])  AS do_refresh
@@ -288,14 +276,12 @@ class BasePostgresStore(Generic[C]):
                    AND s.key    = p.key
                    AND p.do_refresh = TRUE
                    AND s.ttl_minutes IS NOT NULL
-                    {expiry_clause}
                    RETURNING s.key
                )
                SELECT s.key, s.value, s.created_at, s.updated_at
                FROM store s
                JOIN passed_in p ON s.key = p.key
                WHERE s.prefix = %s
-                {expiry_clause}
            """
            ns_text = _namespace_to_text(namespace)
            params = (
@@ -436,13 +422,6 @@ class BasePostgresStore(Generic[C]):
        - embedding_requests: list of (original_index_in_search_ops, text_query)
        """

-        omit_expired = self._omit_expired
-        search_expiry_clause = (
-            "AND (store.expires_at IS NULL OR store.expires_at > NOW())"
-            if omit_expired
-            else ""
-        )
-
        queries = []
        embedding_requests = []
        for idx, (_, op) in enumerate(search_ops):
@@ -464,9 +443,8 @@ class BasePostgresStore(Generic[C]):
            ns_condition = "TRUE"
            ns_param: Sequence[str] | None = None
            if op.namespace_prefix:
-                ns_condition, ns_param = _namespace_prefix_condition(
-                    op.namespace_prefix
-                )
+                ns_condition = "store.prefix LIKE %s"
+                ns_param = (f"{_namespace_to_text(op.namespace_prefix)}%",)
            else:
                ns_param = ()

@@ -513,7 +491,7 @@ class BasePostgresStore(Generic[C]):
                            {score_operator} AS neg_score
                        FROM store
                        JOIN store_vectors sv ON store.prefix = sv.prefix AND store.key = sv.key
-                        WHERE {ns_condition} {extra_filters} {search_expiry_clause}
+                        WHERE {ns_condition} {extra_filters}
                        ORDER BY {score_operator} ASC
                        LIMIT %s
                    """
@@ -549,7 +527,7 @@ class BasePostgresStore(Generic[C]):
                base_query = f"""
                        SELECT store.prefix, store.key, store.value, store.created_at, store.updated_at, NULL AS score
                        FROM store
-                        WHERE {ns_condition} {extra_filters} {search_expiry_clause}
+                        WHERE {ns_condition} {extra_filters}
                        ORDER BY store.updated_at DESC
                        LIMIT %s
                        OFFSET %s
@@ -613,23 +591,18 @@ class BasePostgresStore(Generic[C]):
            """
            params: list[Any] = [op.max_depth, op.max_depth]

-            omit_expired = self._omit_expired
            conditions = []
-            if omit_expired:
-                conditions.append("(expires_at IS NULL OR expires_at > NOW())")
            if op.match_conditions:
                for condition in op.match_conditions:
-                    if condition.match_type in ("prefix", "suffix"):
-                        if not condition.path:
-                            # An empty path constrains nothing; skipping keeps it a
-                            # no-op rather than emitting a pattern that matches no
-                            # namespace at all.
-                            continue
-                        conditions.append("prefix ~ %s")
+                    if condition.match_type == "prefix":
+                        conditions.append("prefix LIKE %s")
                        params.append(
-                            _namespace_match_pattern(
-                                condition.path, condition.match_type
-                            )
+                            f"{_namespace_to_text(condition.path, handle_wildcards=True)}%"
+                        )
+                    elif condition.match_type == "suffix":
+                        conditions.append("prefix LIKE %s")
+                        params.append(
+                            f"%{_namespace_to_text(condition.path, handle_wildcards=True)}"
                        )
                    else:
                        logger.warning(
@@ -1275,59 +1248,15 @@ def _get_index_params(store: Any) -> tuple[str, dict[str, Any]]:
    return kind, sanitized


-def _namespace_to_text(namespace: tuple[str, ...]) -> str:
+def _namespace_to_text(
+    namespace: tuple[str, ...], handle_wildcards: bool = False
+) -> str:
    """Convert namespace tuple to text string."""
+    if handle_wildcards:
+        namespace = tuple("%" if val == "*" else val for val in namespace)
    return ".".join(namespace)


-def _escape_like_literal(text: str) -> str:
-    """Escape LIKE metacharacters so `text` is matched literally.
-
-    Namespace labels may contain `_` and `%`, which would otherwise act as
-    wildcards: `("user_1",)` would match `("userX1",)`. Backslash is escaped
-    first so it cannot escape the following character. Requires an explicit
-    `ESCAPE '\\'` clause on the pattern.
-    """
-    return text.replace("\\", "\\\\").replace("%", "\\%").replace("_", "\\_")
-
-
-def _namespace_prefix_condition(namespace_prefix: tuple[str, ...]) -> tuple[str, tuple]:
-    """Build the SQL scoping a search to a namespace and its descendants.
-
-    Matches the namespace exactly or requires the `.` separator before any
-    remainder, so a prefix of `("foo",)` does not also match `("foobar",)`.
-
-    Both arms stay index-friendly: equality on the `(prefix, key)` primary key,
-    the anchored LIKE on the `prefix text_pattern_ops` index.
-
-    Only the LIKE arm is escaped -- equality does not interpret metacharacters,
-    so escaping it would stop `("user_1",)` from matching itself.
-    """
-    path = _namespace_to_text(namespace_prefix)
-    condition = r"(store.prefix = %s OR store.prefix LIKE %s ESCAPE '\')"
-    return condition, (path, f"{_escape_like_literal(path)}.%")
-
-
-def _namespace_match_pattern(path: tuple[str, ...], match_type: str) -> str:
-    """Build a POSIX regex matching the dot-joined prefix on whole segments.
-
-    Needed because `LIKE` cannot express "any character except the separator".
-    Matches how `InMemoryStore` compares namespaces element-wise.
-
-    `*` matches exactly one segment. Prefix matches stay open-ended but must end
-    on a separator; suffix matches anchor at the end and begin on one.
-
-    Examples:
-        prefix ("uid", "*", "alice") -> ^uid\\.[^.]+\\.alice(\\.|\\Z)
-        suffix ("alice",)            -> (^|\\.)alice\\Z
-    """
-    segments = ("[^.]+" if part == "*" else re.escape(part) for part in path)
-    body = r"\.".join(segments)
-    if match_type == "suffix":
-        return rf"(^|\.){body}\Z"
-    return rf"^{body}(\.|\Z)"
-
-
 def _row_to_item(
    namespace: tuple[str, ...],
    row: Row,
@@ -4,7 +4,7 @@ build-backend = "hatchling.build"

 [project]
 name = "langgraph-checkpoint-postgres"
-version = "3.1.1"
+version = "3.1.0a4"
 description = "Library with a Postgres implementation of LangGraph checkpoint saver."
 authors = []
 requires-python = ">=3.10"
@@ -12,7 +12,7 @@ readme = "README.md"
 license = "MIT"
 license-files = ['LICENSE']
 dependencies = [
-  "langgraph-checkpoint>=4.1.0,<5.0.0",
+  "langgraph-checkpoint>=4.1.0a4,<5.0.0",
  "orjson>=3.11.5",
  "psycopg>=3.2.0",
  "psycopg-pool>=3.2.0",
@@ -37,7 +37,7 @@ test = [
 lint = [
  "ruff",
  "codespell",
-  "ty",
+  "mypy",
 ]
 dev = [
  {include-group = "test"},
@@ -69,15 +69,15 @@ lint.select = [
 lint.ignore = ["E501", "B008"]
 target-version = "py310"

-[tool.ty.rules]
-invalid-argument-type = "ignore"
-invalid-assignment = "ignore"
-invalid-key = "ignore"
-invalid-return-type = "ignore"
-invalid-typed-dict-field = "ignore"
-invalid-yield = "ignore"
-no-matching-overload = "ignore"
-unused-type-ignore-comment = "ignore"
+[tool.mypy]
+# https://mypy.readthedocs.io/en/stable/config_file.html
+disallow_untyped_defs = "True"
+explicit_package_bases = "True"
+warn_no_return = "False"
+warn_unused_ignores = "True"
+warn_redundant_casts = "True"
+allow_redefinition = "True"
+disable_error_code = "typeddict-item, return-value"

 [tool.pytest-watcher]
 now = true
@@ -739,135 +739,3 @@ async def test_store_ttl(store):
    # Now has been (TTL_SECONDS-2)*2 > TTL_SECONDS + TTL_SECONDS/2
    results = await store.asearch(ns, query="bar", refresh_ttl=False)
    assert len(results) == 0
-
-
-async def _aexpire_now(
-    store: AsyncPostgresStore, ns: tuple[str, ...], key: str
-) -> None:
-    """Backdate a row's expires_at into the past without deleting it (unswept)."""
-    async with store._cursor() as cur:
-        await cur.execute(
-            "UPDATE store SET expires_at = NOW() - INTERVAL '1 minute' "
-            "WHERE prefix = %s AND key = %s",
-            (".".join(ns), key),
-        )
-
-
-async def _arow_exists(
-    store: AsyncPostgresStore, ns: tuple[str, ...], key: str
-) -> bool:
-    async with store._cursor() as cur:
-        await cur.execute(
-            "SELECT COUNT(*) AS n FROM store WHERE prefix = %s AND key = %s",
-            (".".join(ns), key),
-        )
-        return (await cur.fetchone())["n"] == 1
-
-
-async def _astored_expires_at(store: AsyncPostgresStore, ns: tuple[str, ...], key: str):
-    async with store._cursor() as cur:
-        await cur.execute(
-            "SELECT expires_at FROM store WHERE prefix = %s AND key = %s",
-            (".".join(ns), key),
-        )
-        return (await cur.fetchone())["expires_at"]
-
-
-async def test_omit_expired_filters_read_paths(store: AsyncPostgresStore) -> None:
-    await store.stop_ttl_sweeper()  # deterministic: no background deletion
-    store.ttl_config["omit_expired"] = True
-
-    expired_ns = ("omit", "expired")
-    control_ns = ("omit", "control")
-    await store.aput(expired_ns, "e", {"data": "gone"}, ttl=TTL_MINUTES)
-    await store.aput(control_ns, "c", {"data": "keep"}, ttl=None)
-    await _aexpire_now(store, expired_ns, "e")
-
-    # The row is expired but physically still present (unswept).
-    assert await _arow_exists(store, expired_ns, "e")
-
-    # aget omits it; the never-expiring control is still returned.
-    assert await store.aget(expired_ns, "e") is None
-    assert await store.aget(control_ns, "c") is not None
-
-    # asearch omits it but returns the control.
-    assert await store.asearch(expired_ns) == []
-    assert [i.key for i in await store.asearch(control_ns)] == ["c"]
-
-    # alist_namespaces drops the expired-only namespace, keeps the control.
-    namespaces = await store.alist_namespaces(prefix=("omit",))
-    assert expired_ns not in namespaces
-    assert control_ns in namespaces
-
-
-@pytest.mark.parametrize("omit", [None, False], ids=["default", "explicit-false"])
-async def test_omit_expired_disabled_preserves_expired_rows(
-    store: AsyncPostgresStore, omit
-) -> None:
-    await store.stop_ttl_sweeper()
-    if omit is not None:
-        store.ttl_config["omit_expired"] = omit
-
-    ns = ("keep",)
-    await store.aput(ns, "k", {"data": "still-here"}, ttl=TTL_MINUTES)
-    await _aexpire_now(store, ns, "k")
-
-    assert await store.aget(ns, "k", refresh_ttl=False) is not None
-    assert [i.key for i in await store.asearch(ns, refresh_ttl=False)] == ["k"]
-    assert ns in await store.alist_namespaces(prefix=("keep",))
-
-
-async def test_omit_expired_refresh_ttl_only_refreshes_live_rows(
-    store: AsyncPostgresStore,
-) -> None:
-    await store.stop_ttl_sweeper()
-    store.ttl_config["omit_expired"] = True
-
-    ns = ("refresh",)
-    await store.aput(ns, "expired", {"n": 0}, ttl=TTL_MINUTES)
-    await store.aput(ns, "live_get", {"n": 1}, ttl=TTL_MINUTES)
-    await store.aput(ns, "live_search", {"n": 2}, ttl=TTL_MINUTES)
-    await _aexpire_now(store, ns, "expired")
-
-    expired_before = await _astored_expires_at(store, ns, "expired")
-    get_before = await _astored_expires_at(store, ns, "live_get")
-    search_before = await _astored_expires_at(store, ns, "live_search")
-
-    # refresh_ttl=True must NOT resurrect the expired row (via aget or asearch)...
-    assert await store.aget(ns, "expired", refresh_ttl=True) is None
-    live_keys = [i.key for i in await store.asearch(ns, refresh_ttl=True)]
-    assert "expired" not in live_keys
-    assert await _astored_expires_at(store, ns, "expired") == expired_before
-
-    # ...but must still extend the live rows that were read.
-    assert await store.aget(ns, "live_get", refresh_ttl=True) is not None
-    assert await _astored_expires_at(store, ns, "live_get") > get_before
-    assert await _astored_expires_at(store, ns, "live_search") > search_before
-
-
-async def test_omit_expired_search_pagination(store: AsyncPostgresStore) -> None:
-    await store.stop_ttl_sweeper()
-    store.ttl_config["omit_expired"] = True
-
-    ns = ("page",)
-    for k in ("a", "b", "c"):
-        await store.aput(ns, k, {"k": k}, ttl=TTL_MINUTES)
-    await store.aput(ns, "expired", {"k": "x"}, ttl=TTL_MINUTES)
-    await _aexpire_now(store, ns, "expired")
-
-    seconds_ago = {"a": 1, "expired": 2, "b": 3, "c": 4}
-    # updated_at DESC orders these a, expired, b, c, so the expired row sits inside
-    # the first limit=2 window. Correct (pre-LIMIT) filtering yields live pages
-    # [a, b] then [c]; post-LIMIT filtering would underfill page 1 to just [a].
-    async with store._cursor() as cur:
-        for key, secs in seconds_ago.items():
-            await cur.execute(
-                "UPDATE store SET updated_at = NOW() - (%s * INTERVAL '1 second') "
-                "WHERE prefix = %s AND key = %s",
-                (secs, ".".join(ns), key),
-            )
-
-    page1 = await store.asearch(ns, limit=2, offset=0)
-    page2 = await store.asearch(ns, limit=2, offset=2)
-    assert [i.key for i in page1] == ["a", "b"]
-    assert [i.key for i in page2] == ["c"]
@@ -20,10 +20,6 @@ from langgraph.store.base import (
 from psycopg import Connection

 from langgraph.store.postgres import PostgresStore
-from langgraph.store.postgres.base import (
-    _escape_like_literal,
-    _namespace_match_pattern,
-)
 from tests.conftest import (
    DEFAULT_URI,
    VECTOR_TYPES,
@@ -330,127 +326,6 @@ def test_list_namespaces(store) -> None:
        store.delete(namespace, "dummy")


-def test_escape_like_literal() -> None:
-    assert _escape_like_literal("users.alice") == "users.alice"
-    assert _escape_like_literal("user_1") == r"user\_1"
-    assert _escape_like_literal("100%") == r"100\%"
-    assert _escape_like_literal("a\\b") == "a\\\\b"
-    assert _escape_like_literal("") == ""
-
-
-def test_namespace_match_pattern() -> None:
-    assert _namespace_match_pattern(("foo",), "prefix") == r"^foo(\.|\Z)"
-    assert _namespace_match_pattern(("uid", "users"), "prefix") == r"^uid\.users(\.|\Z)"
-    assert (
-        _namespace_match_pattern(("uid", "*", "alice"), "prefix")
-        == r"^uid\.[^.]+\.alice(\.|\Z)"
-    )
-    assert _namespace_match_pattern(("alice",), "suffix") == r"(^|\.)alice\Z"
-
-    # Regex metacharacters in a label are quoted, not interpreted.
-    pattern = _namespace_match_pattern(("a.b+c",), "prefix")
-    assert re.match(pattern, "a.b+c.child")
-    assert not re.match(pattern, "axbbbc")
-
-
-def test_search_namespace_segment_boundary(store) -> None:
-    """Prefix scoping must stop at namespace segment boundaries.
-
-    Namespaces are stored dot-joined, so matching the raw text also returns
-    siblings sharing leading characters. Callers isolate tenants by namespace,
-    so prefix-shaped ids (1 vs 12) would cross-read.
-    """
-    for namespace in [
-        ("foo",),
-        ("foo", "child"),
-        ("foo", "child", "deep"),
-        ("foobar",),
-        ("foobar", "baz"),
-        ("foo2",),
-    ]:
-        store.put(namespace, "k", {"v": 1})
-
-    def _namespaces(prefix: tuple[str, ...]) -> set[tuple[str, ...]]:
-        return {item.namespace for item in store.search(prefix, limit=100)}
-
-    assert _namespaces(("foo",)) == {
-        ("foo",),
-        ("foo", "child"),
-        ("foo", "child", "deep"),
-    }
-    # The sibling scope is independent, not merely narrower.
-    assert _namespaces(("foobar",)) == {("foobar",), ("foobar", "baz")}
-    assert _namespaces(("foo", "child")) == {("foo", "child"), ("foo", "child", "deep")}
-    assert _namespaces(("foo2",)) == {("foo2",)}
-    assert _namespaces(("fo",)) == set()
-
-
-def test_search_empty_prefix_is_unconstrained(store) -> None:
-    """An empty prefix constrains nothing and must return every namespace."""
-    for namespace in [("a",), ("b", "c"), ("d", "e", "f")]:
-        store.put(namespace, "k", {"v": 1})
-
-    assert {item.namespace for item in store.search((), limit=100)} == {
-        ("a",),
-        ("b", "c"),
-        ("d", "e", "f"),
-    }
-
-
-def test_search_namespace_like_metacharacters(store) -> None:
-    """`_` and `%` are legal namespace labels, not LIKE wildcards."""
-    for namespace in [
-        ("user_1",),
-        ("user_1", "child"),
-        ("userX1",),
-        ("a%b",),
-        ("axxb",),
-    ]:
-        store.put(namespace, "k", {"v": 1})
-
-    def _namespaces(prefix: tuple[str, ...]) -> set[tuple[str, ...]]:
-        return {item.namespace for item in store.search(prefix, limit=100)}
-
-    # Also asserts the namespace still matches itself, which catches escaping
-    # the equality arm by mistake.
-    assert _namespaces(("user_1",)) == {("user_1",), ("user_1", "child")}
-    assert _namespaces(("a%b",)) == {("a%b",)}
-
-
-def test_list_namespaces_segment_boundary(store) -> None:
-    for namespace in [
-        ("foo",),
-        ("foo", "child"),
-        ("foobar",),
-        ("foobar", "baz"),
-        ("uid", "users", "alice"),
-        ("uid", "users", "malice"),
-        ("uid", "a", "b", "alice"),
-    ]:
-        store.put(namespace, "k", {"v": 1})
-
-    assert set(store.list_namespaces(prefix=["foo"], limit=100)) == {
-        ("foo",),
-        ("foo", "child"),
-    }
-    # Suffix must align to a segment: "malice" does not end with the "alice"
-    # segment.
-    assert set(store.list_namespaces(suffix=["alice"], limit=100)) == {
-        ("uid", "users", "alice"),
-        ("uid", "a", "b", "alice"),
-    }
-    # "*" spans exactly one segment.
-    assert set(store.list_namespaces(prefix=["uid", "*", "alice"], limit=100)) == {
-        ("uid", "users", "alice"),
-    }
-    # Prefix matching stays open-ended across depth.
-    assert set(store.list_namespaces(prefix=["uid"], limit=100)) == {
-        ("uid", "users", "alice"),
-        ("uid", "users", "malice"),
-        ("uid", "a", "b", "alice"),
-    }
-
-
 def test_search(store) -> None:
    # Create test data
    test_data = [
@@ -988,133 +863,6 @@ def test_store_ttl(store):
    assert len(res) == 0


-def _expire_now(store: PostgresStore, ns: tuple[str, ...], key: str) -> None:
-    """Backdate a row's expires_at into the past without deleting it (unswept)."""
-    with store._cursor() as cur:
-        cur.execute(
-            "UPDATE store SET expires_at = NOW() - INTERVAL '1 minute' "
-            "WHERE prefix = %s AND key = %s",
-            (".".join(ns), key),
-        )
-
-
-def _row_exists(store: PostgresStore, ns: tuple[str, ...], key: str) -> bool:
-    with store._cursor() as cur:
-        cur.execute(
-            "SELECT COUNT(*) AS n FROM store WHERE prefix = %s AND key = %s",
-            (".".join(ns), key),
-        )
-        return cur.fetchone()["n"] == 1
-
-
-def _stored_expires_at(store: PostgresStore, ns: tuple[str, ...], key: str):
-    with store._cursor() as cur:
-        cur.execute(
-            "SELECT expires_at FROM store WHERE prefix = %s AND key = %s",
-            (".".join(ns), key),
-        )
-        return cur.fetchone()["expires_at"]
-
-
-def test_omit_expired_filters_read_paths(store: PostgresStore) -> None:
-    store.stop_ttl_sweeper()  # deterministic: no background deletion
-    store.ttl_config["omit_expired"] = True
-
-    expired_ns = ("omit", "expired")
-    control_ns = ("omit", "control")
-    store.put(expired_ns, "e", {"data": "gone"}, ttl=TTL_MINUTES)
-    store.put(control_ns, "c", {"data": "keep"}, ttl=None)
-    _expire_now(store, expired_ns, "e")
-
-    # The row is expired but physically still present (unswept).
-    assert _row_exists(store, expired_ns, "e")
-
-    # get omits it; the never-expiring control is still returned.
-    assert store.get(expired_ns, "e") is None
-    assert store.get(control_ns, "c") is not None
-
-    # search omits it but returns the control.
-    assert store.search(expired_ns) == []
-    assert [i.key for i in store.search(control_ns)] == ["c"]
-
-    # list_namespaces drops the expired-only namespace, keeps the control.
-    namespaces = store.list_namespaces(prefix=("omit",))
-    assert expired_ns not in namespaces
-    assert control_ns in namespaces
-
-
-@pytest.mark.parametrize("omit", [None, False], ids=["default", "explicit-false"])
-def test_omit_expired_disabled_preserves_expired_rows(
-    store: PostgresStore, omit
-) -> None:
-    store.stop_ttl_sweeper()
-    if omit is not None:
-        store.ttl_config["omit_expired"] = omit
-
-    ns = ("keep",)
-    store.put(ns, "k", {"data": "still-here"}, ttl=TTL_MINUTES)
-    _expire_now(store, ns, "k")
-
-    assert store.get(ns, "k", refresh_ttl=False) is not None
-    assert [i.key for i in store.search(ns, refresh_ttl=False)] == ["k"]
-    assert ns in store.list_namespaces(prefix=("keep",))
-
-
-def test_omit_expired_refresh_ttl_only_refreshes_live_rows(
-    store: PostgresStore,
-) -> None:
-    store.stop_ttl_sweeper()
-    store.ttl_config["omit_expired"] = True
-
-    ns = ("refresh",)
-    store.put(ns, "expired", {"n": 0}, ttl=TTL_MINUTES)
-    store.put(ns, "live_get", {"n": 1}, ttl=TTL_MINUTES)
-    store.put(ns, "live_search", {"n": 2}, ttl=TTL_MINUTES)
-    _expire_now(store, ns, "expired")
-
-    expired_before = _stored_expires_at(store, ns, "expired")
-    get_before = _stored_expires_at(store, ns, "live_get")
-    search_before = _stored_expires_at(store, ns, "live_search")
-
-    # refresh_ttl=True must NOT resurrect the expired row (via get or search)...
-    assert store.get(ns, "expired", refresh_ttl=True) is None
-    assert "expired" not in [i.key for i in store.search(ns, refresh_ttl=True)]
-    assert _stored_expires_at(store, ns, "expired") == expired_before
-
-    # ...but must still extend the live rows that were read.
-    assert store.get(ns, "live_get", refresh_ttl=True) is not None
-    assert _stored_expires_at(store, ns, "live_get") > get_before
-    assert _stored_expires_at(store, ns, "live_search") > search_before
-
-
-def test_omit_expired_search_pagination(store: PostgresStore) -> None:
-    store.stop_ttl_sweeper()
-    store.ttl_config["omit_expired"] = True
-
-    ns = ("page",)
-    for k in ("a", "b", "c"):
-        store.put(ns, k, {"k": k}, ttl=TTL_MINUTES)
-    store.put(ns, "expired", {"k": "x"}, ttl=TTL_MINUTES)
-    _expire_now(store, ns, "expired")
-
-    seconds_ago = {"a": 1, "expired": 2, "b": 3, "c": 4}
-    # updated_at DESC orders these a, expired, b, c, so the expired row sits inside
-    # the first limit=2 window. Correct (pre-LIMIT) filtering yields live pages
-    # [a, b] then [c]; post-LIMIT filtering would underfill page 1 to just [a].
-    with store._cursor() as cur:
-        for key, secs in seconds_ago.items():
-            cur.execute(
-                "UPDATE store SET updated_at = NOW() - (%s * INTERVAL '1 second') "
-                "WHERE prefix = %s AND key = %s",
-                (secs, ".".join(ns), key),
-            )
-
-    page1 = store.search(ns, limit=2, offset=0)
-    page2 = store.search(ns, limit=2, offset=2)
-    assert [i.key for i in page1] == ["a", "b"]
-    assert [i.key for i in page2] == ["c"]
-
-
@pytest.mark.parametrize(
    "vector_type,distance_type",
    [
@@ -1151,16 +899,3 @@ def test_non_ascii(
        assert result3[0].key == "3"
        assert result4[0].key == "4"
        assert result5[0].key == "5"
-
-
-def test_namespace_labels_with_trailing_newline(store) -> None:
-    """Labels may contain newlines, and must not match a differently-named label."""
-    store.put(("users", "alice"), "k", {"v": 1})
-    store.put(("users", "alice\n"), "k", {"v": 2})
-
-    assert set(store.list_namespaces(suffix=["alice"], limit=100)) == {
-        ("users", "alice"),
-    }
-    assert set(store.list_namespaces(prefix=["users", "alice"], limit=100)) == {
-        ("users", "alice"),
-    }
@@ -17,16 +17,16 @@ wheels = [

 [[package]]
 name = "anyio"
-version = "4.14.1"
+version = "4.13.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
    { name = "idna" },
    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/19/14/2c5dd9f512b66549ae92767a9c7b330ae88e1932ca57876909410251fe13/anyio-4.13.0.tar.gz", hash = "sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc", size = 231622, upload-time = "2026-03-24T12:59:09.671Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/da/42/e921fccf5015463e32a3cf6ee7f980a6ed0f395ceeaa45060b61d86486c2/anyio-4.13.0-py3-none-any.whl", hash = "sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708", size = 114353, upload-time = "2026-03-24T12:59:08.246Z" },
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 [[package]]
@@ -205,11 +205,11 @@ wheels = [

 [[package]]
 name = "idna"
-version = "3.15"
+version = "3.11"
 source = { registry = "https://pypi.org/simple" }
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+sdist = { url = "https://files.pythonhosted.org/packages/6f/6d/0703ccc57f3a7233505399edb88de3cbd678da106337b9fcde432b65ed60/idna-3.11.tar.gz", hash = "sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902", size = 194582, upload-time = "2025-10-12T14:55:20.501Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/0e/61/66938bbb5fc52dbdf84594873d5b51fb1f7c7794e9c0f5bd885f30bc507b/idna-3.11-py3-none-any.whl", hash = "sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea", size = 71008, upload-time = "2025-10-12T14:55:18.883Z" },
 ]

 [[package]]
@@ -244,7 +244,7 @@ wheels = [

 [[package]]
 name = "langchain-core"
-version = "1.4.8"
+version = "1.3.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "jsonpatch" },
@@ -257,26 +257,26 @@ dependencies = [
    { name = "typing-extensions" },
    { name = "uuid-utils" },
 ]
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 [[package]]
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-version = "0.0.18"
+version = "0.0.15"
 source = { registry = "https://pypi.org/simple" }
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    { name = "typing-extensions" },
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+    { url = "https://files.pythonhosted.org/packages/1d/7a/9c97a7b9cbe4c5dc6a44cdb1545450c28f0c8ce89b9c1f0ee7fbad896263/langchain_protocol-0.0.15-py3-none-any.whl", hash = "sha256:461eb794358f83d5e42635a5797799ffec7b4702314e34edf73ac21e75d3ef79", size = 6982, upload-time = "2026-05-01T22:30:03.877Z" },
 ]

 [[package]]
 name = "langgraph-checkpoint"
-version = "4.1.1"
+version = "4.1.0a4"
 source = { editable = "../checkpoint" }
 dependencies = [
    { name = "langchain-core" },
@@ -293,6 +293,7 @@ requires-dist = [
 dev = [
    { name = "codespell" },
    { name = "dataclasses-json" },
+    { name = "mypy" },
    { name = "numpy" },
    { name = "pandas" },
    { name = "pandas-stubs", specifier = ">=2.2.2.240807" },
@@ -303,12 +304,11 @@ dev = [
    { name = "pytest-watcher" },
    { name = "redis" },
    { name = "ruff" },
-    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
+    { name = "mypy" },
    { name = "ruff" },
-    { name = "ty" },
 ]
 test = [
    { name = "dataclasses-json" },
@@ -324,7 +324,7 @@ test = [

 [[package]]
 name = "langgraph-checkpoint-postgres"
-version = "3.1.1"
+version = "3.1.0a4"
 source = { editable = "." }
 dependencies = [
    { name = "langgraph-checkpoint" },
@@ -338,18 +338,18 @@ dev = [
    { name = "anyio" },
    { name = "codespell" },
    { name = "langgraph-checkpoint" },
+    { name = "mypy" },
    { name = "psycopg", extra = ["binary"] },
    { name = "pytest" },
    { name = "pytest-asyncio" },
    { name = "pytest-mock" },
    { name = "pytest-watcher" },
    { name = "ruff" },
-    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
+    { name = "mypy" },
    { name = "ruff" },
-    { name = "ty" },
 ]
 test = [
    { name = "anyio" },
@@ -374,18 +374,18 @@ dev = [
    { name = "anyio" },
    { name = "codespell" },
    { name = "langgraph-checkpoint", editable = "../checkpoint" },
+    { name = "mypy" },
    { name = "psycopg", extras = ["binary"] },
    { name = "pytest" },
    { name = "pytest-asyncio" },
    { name = "pytest-mock" },
    { name = "pytest-watcher" },
    { name = "ruff" },
-    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
+    { name = "mypy" },
    { name = "ruff" },
-    { name = "ty" },
 ]
 test = [
    { name = "anyio" },
@@ -399,7 +399,7 @@ test = [

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-version = "0.8.18"
+version = "0.7.31"
 source = { registry = "https://pypi.org/simple" }
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@@ -409,150 +409,300 @@ dependencies = [
    { name = "requests" },
    { name = "requests-toolbelt" },
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-    { name = "websockets" },
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-]
-
 [[package]]
 name = "xxhash"
 version = "3.6.0"
@@ -18,19 +18,22 @@ test_watch:

 # Define a variable for Python and notebook files.
 PYTHON_FILES=.
+MYPY_CACHE=.mypy_cache
 lint format: PYTHON_FILES=.
 lint_diff format_diff: PYTHON_FILES=$(shell git diff --name-only --relative --diff-filter=d main . | grep -E '\.py$$|\.ipynb$$')
 lint_package: PYTHON_FILES=langgraph
 lint_tests: PYTHON_FILES=tests
+lint_tests: MYPY_CACHE=.mypy_cache_test

 lint lint_diff lint_package lint_tests:
 	uv run ruff check .
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff format $(PYTHON_FILES) --diff
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff check --select I $(PYTHON_FILES)
-	[ "$(PYTHON_FILES)" = "" ] || uv run ty check $(PYTHON_FILES)
+	[ "$(PYTHON_FILES)" = "" ] || mkdir -p $(MYPY_CACHE)
+	[ "$(PYTHON_FILES)" = "" ] || uv run mypy $(PYTHON_FILES) --cache-dir $(MYPY_CACHE)

 type:
-	uv run ty check $(PYTHON_FILES)
+	mkdir -p $(MYPY_CACHE) && uv run mypy $(PYTHON_FILES) --cache-dir $(MYPY_CACHE)

 format format_diff:
 	uv run ruff format $(PYTHON_FILES)
@@ -1,26 +1,6 @@
 # LangGraph SQLite Checkpoint

-[![PyPI - Version](https://img.shields.io/pypi/v/langgraph-checkpoint-sqlite?label=%20)](https://pypi.org/project/langgraph-checkpoint-sqlite/#history)
-[![PyPI - License](https://img.shields.io/pypi/l/langgraph-checkpoint-sqlite)](https://opensource.org/licenses/MIT)
-[![PyPI - Downloads](https://img.shields.io/pepy/dt/langgraph-checkpoint-sqlite)](https://pypistats.org/packages/langgraph-checkpoint-sqlite)
-[![Twitter](https://img.shields.io/twitter/url/https/twitter.com/langchain_oss.svg?style=social&label=Follow%20%40LangChain)](https://x.com/langchain_oss)
-
-To help you ship LangGraph apps to production faster, check out [LangSmith](https://www.langchain.com/langsmith).
-[LangSmith](https://www.langchain.com/langsmith) is a unified developer platform for building, testing, and monitoring LLM applications.
-
-## Quick Install
-
-```bash
-uv add langgraph-checkpoint-sqlite
-```
-
-## 🤔 What is this?
-
-This library provides a SQLite implementation of LangGraph's checkpoint saver, with both sync and async support via `aiosqlite`. Use it when you want LangGraph state persistence backed by SQLite for local development, testing, or lightweight deployments.
-
-## 📖 Documentation
-
-For full documentation, see the [API reference](https://reference.langchain.com/python/langgraph.checkpoint.sqlite). For conceptual guides on persistence and memory, see the [LangGraph Docs](https://docs.langchain.com/oss/python/langgraph/overview).
+Implementation of LangGraph CheckpointSaver that uses SQLite DB (both sync and async, via `aiosqlite`)

 ## Security

@@ -111,13 +91,3 @@ async with AsyncSqliteSaver.from_conn_string(":memory:") as checkpointer:
    # list checkpoints
    [c async for c in checkpointer.alist(read_config)]
 ```
-
-## 📕 Releases & Versioning
-
-See our [Releases](https://docs.langchain.com/oss/python/release-policy) and [Versioning](https://docs.langchain.com/oss/python/versioning) policies.
-
-## 💁 Contributing
-
-As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.
-
-For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).
@@ -24,13 +24,11 @@ from langgraph.store.base.batch import AsyncBatchedBaseStore

 from langgraph.store.sqlite.base import (
    _PLACEHOLDER,
-    NS_MATCH_FUNCTION,
    BaseSqliteStore,
    SqliteIndexConfig,
    _decode_ns_text,
    _ensure_index_config,
    _group_ops,
-    _namespace_match,
    _row_to_item,
    _row_to_search_item,
 )
@@ -152,13 +150,6 @@ class AsyncSqliteStore(AsyncBatchedBaseStore, BaseSqliteStore):
            if self.is_setup:
                return

-            # list_namespaces needs segment-aware matching, which SQLite cannot
-            # express in LIKE or GLOB. Registered here rather than in __init__
-            # because aiosqlite's create_function is a coroutine.
-            await self.conn.create_function(
-                NS_MATCH_FUNCTION, 2, _namespace_match, deterministic=True
-            )
-
            # Create migrations table if it doesn't exist
            await self.conn.execute(
                """
@@ -93,74 +93,12 @@ class SqliteIndexConfig(IndexConfig):
    pass


-NS_MATCH_FUNCTION = "_langgraph_namespace_match"
-"""SQLite user function backing segment-aware namespace matching.
-
-Registered under a private name rather than overriding `REGEXP`, so a caller's
-own `REGEXP` is left untouched.
-"""
-
-
-def _namespace_match(prefix: str | None, pattern: str) -> int:
-    """Backing implementation of `NS_MATCH_FUNCTION`."""
-    if prefix is None:
-        return 0
-    return 1 if re.search(pattern, prefix) else 0
-
-
-def _escape_glob_literal(text: str) -> str:
-    """Escape GLOB metacharacters so `text` is matched literally.
-
-    GLOB has no `ESCAPE` clause, so metacharacters are wrapped in a character
-    class instead. `]` is literal outside a class and needs no escaping.
-    """
-    return text.replace("[", "[[]").replace("*", "[*]").replace("?", "[?]")
-
-
-def _namespace_prefix_condition(
-    namespace_prefix: tuple[str, ...], column: str = "prefix"
-) -> tuple[str, tuple[str, ...]]:
-    """Build the SQL scoping a search to a namespace and its descendants.
-
-    Matches the namespace exactly or requires the `.` separator before any
-    remainder, so a prefix of `("foo",)` does not also match `("foobar",)`.
-
-    Uses GLOB rather than LIKE because SQLite's LIKE is case-insensitive for
-    ASCII, which would match `("FOO",)` for a prefix of `("foo",)` even though
-    `get`/`put`/`delete` compare with `=` and treat those as distinct.
-
-    An empty prefix is unconstrained and matches every namespace.
-    """
-    if not namespace_prefix:
-        return "TRUE", ()
-    path = _namespace_to_text(namespace_prefix)
-    condition = f"({column} = ? OR {column} GLOB ?)"
-    return condition, (path, f"{_escape_glob_literal(path)}.*")
-
-
-def _namespace_match_pattern(path: tuple[str, ...], match_type: str) -> str:
-    """Build a regex matching the dot-joined prefix on whole namespace segments.
-
-    Needed because neither LIKE nor GLOB can express "any character except the
-    separator": GLOB has character classes but no quantifier, so `[^.]*` still
-    crosses `.`. Matches how `InMemoryStore` compares namespaces element-wise.
-
-    `*` matches exactly one segment. Prefix matches stay open-ended but must end
-    on a separator; suffix matches anchor at the end and begin on one.
-
-    Examples:
-        prefix ("uid", "*", "alice") -> ^uid\\.[^.]+\\.alice(\\.|\\Z)
-        suffix ("alice",)            -> (^|\\.)alice\\Z
-    """
-    segments = ("[^.]+" if part == "*" else re.escape(part) for part in path)
-    body = r"\.".join(segments)
-    if match_type == "suffix":
-        return rf"(^|\.){body}\Z"
-    return rf"^{body}(\.|\Z)"
-
-
-def _namespace_to_text(namespace: tuple[str, ...]) -> str:
+def _namespace_to_text(
+    namespace: tuple[str, ...], handle_wildcards: bool = False
+) -> str:
    """Convert namespace tuple to text string."""
+    if handle_wildcards:
+        namespace = tuple("%" if val == "*" else val for val in namespace)
    return ".".join(namespace)


@@ -523,11 +461,8 @@ class BaseSqliteStore:
                    else " AND " + " AND ".join(filter_conditions)
                )
                if op.namespace_prefix:
-                    ns_condition, ns_args_tuple = _namespace_prefix_condition(
-                        op.namespace_prefix, column="s.prefix"
-                    )
-                    prefix_filter_str = f"WHERE {ns_condition} {filter_str} "
-                    ns_args: Sequence = ns_args_tuple
+                    prefix_filter_str = f"WHERE s.prefix LIKE ? {filter_str} "
+                    ns_args: Sequence = (f"{_namespace_to_text(op.namespace_prefix)}%",)
                else:
                    ns_args = ()
                    if filter_str:
@@ -568,15 +503,12 @@ class BaseSqliteStore:
                ]
            # Regular search branch (no vector search)
            else:
-                ns_condition, ns_args_tuple = _namespace_prefix_condition(
-                    op.namespace_prefix
-                )
-                base_query = f"""
+                base_query = """
                    SELECT prefix, key, value, created_at, updated_at, expires_at, ttl_minutes, NULL as score
                    FROM store
-                    WHERE {ns_condition}
+                    WHERE prefix LIKE ?
                """
-                params = list(ns_args_tuple)
+                params = [f"{_namespace_to_text(op.namespace_prefix)}%"]

                if filter_conditions:
                    params.extend(filter_params)
@@ -617,28 +549,16 @@ class BaseSqliteStore:

            if op.match_conditions:
                for cond in op.match_conditions:
-                    if cond.match_type in ("prefix", "suffix"):
-                        if not cond.path:
-                            # An empty path constrains nothing; skipping keeps it a
-                            # no-op rather than emitting a pattern that matches no
-                            # namespace at all.
-                            continue
-                        if cond.match_type == "prefix" and "*" not in cond.path:
-                            # Equivalent to the anchored pattern, but SQLite can
-                            # satisfy `=` and a trailing-wildcard GLOB from
-                            # store_prefix_idx. The user function is opaque to the
-                            # planner, so it would scan every row and call back
-                            # into Python for each one.
-                            condition, args = _namespace_prefix_condition(
-                                tuple(cond.path)
-                            )
-                            where_clauses.append(condition)
-                            params.extend(args)
-                        else:
-                            where_clauses.append(f"{NS_MATCH_FUNCTION}(prefix, ?) = 1")
-                            params.append(
-                                _namespace_match_pattern(cond.path, cond.match_type)
-                            )
+                    if cond.match_type == "prefix":
+                        where_clauses.append("prefix LIKE ?")
+                        params.append(
+                            f"{_namespace_to_text(cond.path, handle_wildcards=True)}%"
+                        )
+                    elif cond.match_type == "suffix":
+                        where_clauses.append("prefix LIKE ?")
+                        params.append(
+                            f"%{_namespace_to_text(cond.path, handle_wildcards=True)}"
+                        )
                    else:
                        logger.warning(
                            "Unknown match_type in list_namespaces: %s", cond.match_type
@@ -865,9 +785,6 @@ class SqliteStore(BaseSqliteStore, BaseStore):
        super().__init__()
        self._deserializer = deserializer
        self.conn = conn
-        # Registered here rather than in from_conn_string so a caller-supplied
-        # connection also gets it.
-        conn.create_function(NS_MATCH_FUNCTION, 2, _namespace_match, deterministic=True)
        self.lock = threading.Lock()
        self.is_setup = False
        self.index_config = index
@@ -4,7 +4,7 @@ build-backend = "hatchling.build"

 [project]
 name = "langgraph-checkpoint-sqlite"
-version = "3.1.1"
+version = "3.1.0a1"
 description = "Library with a SQLite implementation of LangGraph checkpoint saver."
 authors = []
 requires-python = ">=3.10"
@@ -12,7 +12,7 @@ readme = "README.md"
 license = "MIT"
 license-files = ['LICENSE']
 dependencies = [
-    "langgraph-checkpoint>=4.1.0,<5.0.0",
+    "langgraph-checkpoint>=4.1.0a4,<5.0.0",
    "aiosqlite>=0.20",
    "sqlite-vec>=0.1.6",
 ]
@@ -35,7 +35,7 @@ test = [
 lint = [
  "ruff",
  "codespell",
-  "ty",
+  "mypy",
 ]
 dev = [
  {include-group = "test"},
@@ -67,22 +67,18 @@ lint.select = [
 lint.ignore = ["E501", "B008"]
 target-version = "py310"

-[tool.ty.rules]
-invalid-argument-type = "ignore"
-invalid-assignment = "ignore"
-invalid-key = "ignore"
-invalid-method-override = "ignore"
-invalid-return-type = "ignore"
-invalid-yield = "ignore"
-not-iterable = "ignore"
-not-subscriptable = "ignore"
-unused-type-ignore-comment = "ignore"
-unresolved-attribute = "ignore"
-unresolved-import = "ignore"
-unsupported-operator = "ignore"
-
 [tool.pytest-watcher]
 now = true
 delay = 0.1
 runner_args = ["--ff", "-v", "--tb", "short"]
 patterns = ["*.py"]
+
+[tool.mypy]
+# https://mypy.readthedocs.io/en/stable/config_file.html
+disallow_untyped_defs = "True"
+explicit_package_bases = "True"
+warn_no_return = "False"
+warn_unused_ignores = "True"
+warn_redundant_casts = "True"
+allow_redefinition = "True"
+disable_error_code = "typeddict-item, return-value"
@@ -1,3 +1,4 @@
+# mypy: disable-error-code="union-attr,arg-type,index,operator"
 import asyncio
 import os
 import tempfile
@@ -716,32 +717,3 @@ async def test_search_items(
        for ns in test_namespaces:
            key = f"item_{ns[-1]}"
            await store.adelete(ns, key)
-
-
-async def test_async_namespace_segment_boundary(store: AsyncSqliteStore) -> None:
-    """Segment-aware scoping on the async path.
-
-    Also covers that the namespace-match SQLite function is registered on the
-    async connection -- aiosqlite's create_function is a coroutine, so it is
-    registered in setup() rather than __init__.
-    """
-    for namespace in [
-        ("foo",),
-        ("foo", "child"),
-        ("foobar",),
-        ("uid", "users", "alice"),
-        ("uid", "users", "malice"),
-        ("user_1",),
-        ("userX1",),
-    ]:
-        await store.aput(namespace, "k", {"v": 1})
-
-    found = {item.namespace for item in await store.asearch(("foo",), limit=100)}
-    assert found == {("foo",), ("foo", "child")}
-
-    found = {item.namespace for item in await store.asearch(("user_1",), limit=100)}
-    assert found == {("user_1",)}
-
-    assert set(await store.alist_namespaces(suffix=["alice"], limit=100)) == {
-        ("uid", "users", "alice"),
-    }
@@ -1,35 +0,0 @@
-"""Run delta-channel conformance capabilities against AsyncSqliteSaver."""
-
-from __future__ import annotations
-
-import pytest
-
-pytest.importorskip(
-    "langgraph.checkpoint.conformance",
-    reason="langgraph-checkpoint-conformance not installed",
-)
-pytest.importorskip("aiosqlite", reason="aiosqlite not installed")
-
-
-@pytest.mark.asyncio
-async def test_delta_channel_conformance():
-    from langgraph.checkpoint.conformance import validate
-    from langgraph.checkpoint.conformance.initializer import checkpointer_test
-
-    from langgraph.checkpoint.sqlite.aio import AsyncSqliteSaver
-
-    @checkpointer_test(name="AsyncSqliteSaver")
-    async def sqlite_saver():
-        async with AsyncSqliteSaver.from_conn_string(":memory:") as saver:
-            yield saver
-
-    report = await validate(
-        sqlite_saver,
-        capabilities={
-            "delta_channel_history",
-        },
-    )
-    for cap, result in report.results.items():
-        if result.passed is False:
-            details = "\n".join(result.failures or [])
-            pytest.fail(f"Capability {cap} failed:\n{details}")
@@ -1,3 +1,4 @@
+# mypy: disable-error-code="union-attr,arg-type,index,operator"
 import os
 import re
 import tempfile
@@ -18,13 +19,7 @@ from langgraph.store.base import (
 )

 from langgraph.store.sqlite import SqliteStore
-from langgraph.store.sqlite.base import (
-    NS_MATCH_FUNCTION,
-    BaseSqliteStore,
-    SqliteIndexConfig,
-    _escape_glob_literal,
-    _namespace_match_pattern,
-)
+from langgraph.store.sqlite.base import SqliteIndexConfig


 # Local embeddings implementation for testing vector search
@@ -1235,208 +1230,3 @@ def test_non_ascii(
        assert result3[0].key == "3"
        assert result4[0].key == "4"
        assert result5[0].key == "5"
-
-
-def test_escape_glob_literal() -> None:
-    assert _escape_glob_literal("users.alice") == "users.alice"
-    # "_" and "%" are LIKE wildcards but literal in GLOB, so they are left alone.
-    assert _escape_glob_literal("user_1") == "user_1"
-    assert _escape_glob_literal("100%") == "100%"
-    assert _escape_glob_literal("a*b") == "a[*]b"
-    assert _escape_glob_literal("a?b") == "a[?]b"
-    assert _escape_glob_literal("a[b") == "a[[]b"
-
-
-def test_namespace_match_pattern() -> None:
-    assert _namespace_match_pattern(("foo",), "prefix") == r"^foo(\.|\Z)"
-    assert (
-        _namespace_match_pattern(("uid", "*", "alice"), "prefix")
-        == r"^uid\.[^.]+\.alice(\.|\Z)"
-    )
-    assert _namespace_match_pattern(("alice",), "suffix") == r"(^|\.)alice\Z"
-
-
-def test_search_namespace_segment_boundary(store: SqliteStore) -> None:
-    """Prefix scoping must stop at namespace segment boundaries.
-
-    Namespaces are stored dot-joined, so matching the raw text also returns
-    siblings sharing leading characters.
-    """
-    for namespace in [
-        ("foo",),
-        ("foo", "child"),
-        ("foo", "child", "deep"),
-        ("foobar",),
-        ("foobar", "baz"),
-        ("foo2",),
-    ]:
-        store.put(namespace, "k", {"v": 1})
-
-    def _namespaces(prefix: tuple[str, ...]) -> set[tuple[str, ...]]:
-        return {item.namespace for item in store.search(prefix, limit=100)}
-
-    assert _namespaces(("foo",)) == {
-        ("foo",),
-        ("foo", "child"),
-        ("foo", "child", "deep"),
-    }
-    # The sibling scope is independent, not merely narrower.
-    assert _namespaces(("foobar",)) == {("foobar",), ("foobar", "baz")}
-    assert _namespaces(("foo2",)) == {("foo2",)}
-    assert _namespaces(("fo",)) == set()
-
-
-def test_search_namespace_wildcard_chars_are_literal(store: SqliteStore) -> None:
-    """LIKE and GLOB metacharacters in labels must be matched literally."""
-    for namespace in [
-        ("user_1",),
-        ("user_1", "child"),
-        ("userX1",),
-        ("a%b",),
-        ("axxb",),
-        ("star*",),
-        ("starX",),
-    ]:
-        store.put(namespace, "k", {"v": 1})
-
-    def _namespaces(prefix: tuple[str, ...]) -> set[tuple[str, ...]]:
-        return {item.namespace for item in store.search(prefix, limit=100)}
-
-    # Also asserts each namespace still matches itself, which catches escaping
-    # the equality arm by mistake.
-    assert _namespaces(("user_1",)) == {("user_1",), ("user_1", "child")}
-    assert _namespaces(("a%b",)) == {("a%b",)}
-    assert _namespaces(("star*",)) == {("star*",)}
-
-
-def test_search_namespace_is_case_sensitive(store: SqliteStore) -> None:
-    """Search must agree with get/put, which compare namespaces with `=`.
-
-    SQLite's LIKE is case-insensitive for ASCII, so matching with it conflated
-    namespaces that every other operation treats as distinct.
-    """
-    store.put(("Foo",), "k", {"v": "upper"})
-    store.put(("foo",), "k", {"v": "lower"})
-
-    assert {item.namespace for item in store.search(("foo",), limit=100)} == {("foo",)}
-    assert {item.namespace for item in store.search(("Foo",), limit=100)} == {("Foo",)}
-
-
-def test_list_namespaces_segment_boundary(store: SqliteStore) -> None:
-    for namespace in [
-        ("foo",),
-        ("foo", "child"),
-        ("foobar",),
-        ("foobar", "baz"),
-        ("uid", "users", "alice"),
-        ("uid", "users", "malice"),
-        ("uid", "a", "b", "alice"),
-    ]:
-        store.put(namespace, "k", {"v": 1})
-
-    assert set(store.list_namespaces(prefix=["foo"], limit=100)) == {
-        ("foo",),
-        ("foo", "child"),
-    }
-    # Suffix must align to a segment: "malice" does not end with the "alice"
-    # segment.
-    assert set(store.list_namespaces(suffix=["alice"], limit=100)) == {
-        ("uid", "users", "alice"),
-        ("uid", "a", "b", "alice"),
-    }
-    # "*" spans exactly one segment.
-    assert set(store.list_namespaces(prefix=["uid", "*", "alice"], limit=100)) == {
-        ("uid", "users", "alice"),
-    }
-    # Prefix matching stays open-ended across depth.
-    assert set(store.list_namespaces(prefix=["uid"], limit=100)) == {
-        ("uid", "users", "alice"),
-        ("uid", "users", "malice"),
-        ("uid", "a", "b", "alice"),
-    }
-
-
-def test_search_empty_prefix_is_unconstrained(store: SqliteStore) -> None:
-    """An empty prefix constrains nothing and must return every namespace."""
-    for namespace in [("a",), ("b", "c"), ("d", "e", "f")]:
-        store.put(namespace, "k", {"v": 1})
-
-    assert {item.namespace for item in store.search((), limit=100)} == {
-        ("a",),
-        ("b", "c"),
-        ("d", "e", "f"),
-    }
-
-
-def test_namespace_labels_with_trailing_newline(store: SqliteStore) -> None:
-    """Labels may contain newlines, and must not match a differently-named label.
-
-    Python's `$` also matches just before a trailing newline, so the patterns use
-    `\\Z` to anchor at the true end of the string.
-    """
-    store.put(("users", "alice"), "k", {"v": 1})
-    store.put(("users", "alice\n"), "k", {"v": 2})
-
-    assert set(store.list_namespaces(suffix=["alice"], limit=100)) == {
-        ("users", "alice"),
-    }
-    assert set(store.list_namespaces(prefix=["users", "alice"], limit=100)) == {
-        ("users", "alice"),
-    }
-
-
-def test_list_namespaces_prefix_uses_indexable_condition() -> None:
-    """Plain prefixes must use the indexable condition, not the match function.
-
-    A user function is opaque to the query planner, so it scans every row and
-    calls back into Python for each one. Only suffix and wildcard paths, which
-    no SQLite operator can express, need it.
-    """
-    store = BaseSqliteStore()
-
-    def where(match_type: str, path: tuple[str, ...]) -> str:
-        op = ListNamespacesOp(
-            match_conditions=(MatchCondition(match_type=match_type, path=path),),
-            max_depth=None,
-            limit=10,
-            offset=0,
-        )
-        query, _ = store._get_batch_list_namespaces_queries([(0, op)])[0]
-        return " ".join(query.split())
-
-    assert "GLOB" in where("prefix", ("uid", "users"))
-    assert NS_MATCH_FUNCTION not in where("prefix", ("uid", "users"))
-    # A label that merely contains "*" is not the wildcard.
-    assert "GLOB" in where("prefix", ("star*",))
-    # Wildcard and suffix cannot be expressed by GLOB, so they keep the function.
-    assert NS_MATCH_FUNCTION in where("prefix", ("uid", "*", "alice"))
-    assert NS_MATCH_FUNCTION in where("suffix", ("alice",))
-
-
-def test_list_namespaces_metacharacter_labels(store: SqliteStore) -> None:
-    """Metacharacters in labels are literal on both matching paths.
-
-    Plain prefixes take the `= OR GLOB` condition and wildcard/suffix paths take
-    the regex function, so escaping has to hold in two different syntaxes.
-    """
-    pairs = [
-        ("star*", "starX"),
-        ("q?m", "qXm"),
-        ("br[ack]et", "brXacXket"),
-        ("user_1", "userX1"),
-        ("a%b", "axxb"),
-        ("plus+", "plusX"),
-    ]
-    for label, decoy in pairs:
-        store.put((label,), "k", {"v": 1})
-        store.put((decoy,), "k", {"v": 1})
-        store.put((label, "child"), "k", {"v": 1})
-
-    for label, decoy in pairs:
-        found = set(store.list_namespaces(prefix=[label], limit=100))
-        assert found == {(label,), (label, "child")}
-        # The decoy differs only where the metacharacter would have matched.
-        assert (decoy,) not in found
-        assert set(store.list_namespaces(prefix=[label, "child"], limit=100)) == {
-            (label, "child"),
-        }
@@ -214,11 +214,11 @@ wheels = [

 [[package]]
 name = "idna"
-version = "3.15"
+version = "3.11"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/82/77/7b3966d0b9d1d31a36ddf1746926a11dface89a83409bf1483f0237aa758/idna-3.15.tar.gz", hash = "sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc", size = 199245, upload-time = "2026-05-12T22:45:57.011Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/6f/6d/0703ccc57f3a7233505399edb88de3cbd678da106337b9fcde432b65ed60/idna-3.11.tar.gz", hash = "sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902", size = 194582, upload-time = "2025-10-12T14:55:20.501Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/0e/61/66938bbb5fc52dbdf84594873d5b51fb1f7c7794e9c0f5bd885f30bc507b/idna-3.11-py3-none-any.whl", hash = "sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea", size = 71008, upload-time = "2025-10-12T14:55:18.883Z" },
 ]

 [[package]]
@@ -253,11 +253,10 @@ wheels = [

 [[package]]
 name = "langchain-core"
-version = "1.4.8"
+version = "1.2.28"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "jsonpatch" },
-    { name = "langchain-protocol" },
    { name = "langsmith" },
    { name = "packaging" },
    { name = "pydantic" },
@@ -266,26 +265,14 @@ dependencies = [
    { name = "typing-extensions" },
    { name = "uuid-utils" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/12/e3/bea6d0080acf183332f24dcd74c208aee5857cf8f783c3fb0bd86027d8fb/langchain_core-1.4.8.tar.gz", hash = "sha256:5bf1f8411077c904182ad8f975943d36adcbf579c4e017b3a118b719229ebf9a", size = 957974, upload-time = "2026-06-18T19:39:23.636Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/f8/a4/317a1a3ac1df33a64adb3670bf88bbe3b3d5baa274db6863a979db472897/langchain_core-1.2.28.tar.gz", hash = "sha256:271a3d8bd618f795fdeba112b0753980457fc90537c46a0c11998516a74dc2cb", size = 846119, upload-time = "2026-04-08T18:19:34.867Z" }
 wheels = [
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-]
-
-[[package]]
-name = "langchain-protocol"
-version = "0.0.18"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "typing-extensions" },
-]
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+    { url = "https://files.pythonhosted.org/packages/a8/92/32f785f077c7e898da97064f113c73fbd9ad55d1e2169cf3a391b183dedb/langchain_core-1.2.28-py3-none-any.whl", hash = "sha256:80764232581eaf8057bcefa71dbf8adc1f6a28d257ebd8b95ba9b8b452e8c6ac", size = 508727, upload-time = "2026-04-08T18:19:32.823Z" },
 ]

 [[package]]
 name = "langgraph-checkpoint"
-version = "4.1.1"
+version = "4.1.0a4"
 source = { editable = "../checkpoint" }
 dependencies = [
    { name = "langchain-core" },
@@ -302,6 +289,7 @@ requires-dist = [
 dev = [
    { name = "codespell" },
    { name = "dataclasses-json" },
+    { name = "mypy" },
    { name = "numpy" },
    { name = "pandas" },
    { name = "pandas-stubs", specifier = ">=2.2.2.240807" },
@@ -312,12 +300,11 @@ dev = [
    { name = "pytest-watcher" },
    { name = "redis" },
    { name = "ruff" },
-    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
+    { name = "mypy" },
    { name = "ruff" },
-    { name = "ty" },
 ]
 test = [
    { name = "dataclasses-json" },
@@ -333,7 +320,7 @@ test = [

 [[package]]
 name = "langgraph-checkpoint-sqlite"
-version = "3.1.1"
+version = "3.1.0a1"
 source = { editable = "." }
 dependencies = [
    { name = "aiosqlite" },
@@ -345,18 +332,18 @@ dependencies = [
 dev = [
    { name = "codespell" },
    { name = "langgraph-checkpoint" },
+    { name = "mypy" },
    { name = "pytest" },
    { name = "pytest-asyncio" },
    { name = "pytest-mock" },
    { name = "pytest-retry" },
    { name = "pytest-watcher" },
    { name = "ruff" },
-    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
+    { name = "mypy" },
    { name = "ruff" },
-    { name = "ty" },
 ]
 test = [
    { name = "langgraph-checkpoint" },
@@ -378,18 +365,18 @@ requires-dist = [
 dev = [
    { name = "codespell" },
    { name = "langgraph-checkpoint", editable = "../checkpoint" },
+    { name = "mypy" },
    { name = "pytest" },
    { name = "pytest-asyncio" },
    { name = "pytest-mock" },
    { name = "pytest-retry", specifier = ">=1.7.0" },
    { name = "pytest-watcher" },
    { name = "ruff" },
-    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
+    { name = "mypy" },
    { name = "ruff" },
-    { name = "ty" },
 ]
 test = [
    { name = "langgraph-checkpoint", editable = "../checkpoint" },
@@ -402,7 +389,7 @@ test = [

 [[package]]
 name = "langsmith"
-version = "0.8.18"
+version = "0.7.31"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "httpx" },
@@ -412,13 +399,164 @@ dependencies = [
    { name = "requests" },
    { name = "requests-toolbelt" },
    { name = "uuid-utils" },
-    { name = "websockets" },
    { name = "xxhash" },
    { name = "zstandard" },
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-
 [[package]]
 name = "xxhash"
 version = "3.6.0"
@@ -18,19 +18,22 @@ test_watch:

 # Define a variable for Python and notebook files.
 PYTHON_FILES=.
+MYPY_CACHE=.mypy_cache
 lint format: PYTHON_FILES=.
 lint_diff format_diff: PYTHON_FILES=$(shell git diff --name-only --relative --diff-filter=d main . | grep -E '\.py$$|\.ipynb$$')
 lint_package: PYTHON_FILES=langgraph
 lint_tests: PYTHON_FILES=tests
+lint_tests: MYPY_CACHE=.mypy_cache_test

 lint lint_diff lint_package lint_tests:
 	uv run ruff check .
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff format $(PYTHON_FILES) --diff
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff check --select I $(PYTHON_FILES)
-	[ "$(PYTHON_FILES)" = "" ] || uv run ty check $(PYTHON_FILES)
+	[ "$(PYTHON_FILES)" = "" ] || mkdir -p $(MYPY_CACHE)
+	[ "$(PYTHON_FILES)" = "" ] || uv run mypy $(PYTHON_FILES) --cache-dir $(MYPY_CACHE)

 type:
-	uv run ty check $(PYTHON_FILES)
+	mkdir -p $(MYPY_CACHE) && uv run mypy $(PYTHON_FILES) --cache-dir $(MYPY_CACHE)

 format format_diff:
 	uv run ruff format $(PYTHON_FILES)
@@ -1,26 +1,6 @@
 # LangGraph Checkpoint

-[![PyPI - Version](https://img.shields.io/pypi/v/langgraph-checkpoint?label=%20)](https://pypi.org/project/langgraph-checkpoint/#history)
-[![PyPI - License](https://img.shields.io/pypi/l/langgraph-checkpoint)](https://opensource.org/licenses/MIT)
-[![PyPI - Downloads](https://img.shields.io/pepy/dt/langgraph-checkpoint)](https://pypistats.org/packages/langgraph-checkpoint)
-[![Twitter](https://img.shields.io/twitter/url/https/twitter.com/langchain_oss.svg?style=social&label=Follow%20%40LangChain)](https://x.com/langchain_oss)
-
-To help you ship LangGraph apps to production faster, check out [LangSmith](https://www.langchain.com/langsmith).
-[LangSmith](https://www.langchain.com/langsmith) is a unified developer platform for building, testing, and monitoring LLM applications.
-
-## Quick Install
-
-```bash
-uv add langgraph-checkpoint
-```
-
-## 🤔 What is this?
-
-This library defines the base interface for LangGraph checkpointers. Checkpointers provide a persistence layer for LangGraph: they save graph state at every superstep, enabling human-in-the-loop, memory between interactions, durable execution, and more.
-
-## 📖 Documentation
-
-For full documentation, see the [API reference](https://reference.langchain.com/python/langgraph.checkpoint). For conceptual guides on persistence and memory, see the [LangGraph Docs](https://docs.langchain.com/oss/python/langgraph/overview).
+This library defines the base interface for LangGraph checkpointers. Checkpointers provide a persistence layer for LangGraph. They allow you to interact with and manage the graph's state. When you use a graph with a checkpointer, the checkpointer saves a _checkpoint_ of the graph state at every superstep, enabling several powerful capabilities like human-in-the-loop, "memory" between interactions and more.

 ## Key concepts

@@ -44,7 +24,7 @@ You must pass these when invoking the graph as part of the configurable part of

 ### Serde

-`langgraph-checkpoint` also defines protocol for serialization/deserialization (serde) and provides a default implementation (`langgraph.checkpoint.serde.jsonplus.JsonPlusSerializer`) that handles a wide variety of types, including LangChain and LangGraph primitives, datetimes, enums and more.
+`langgraph_checkpoint` also defines protocol for serialization/deserialization (serde) and provides an default implementation (`langgraph.checkpoint.serde.jsonplus.JsonPlusSerializer`) that handles a wide variety of types, including LangChain and LangGraph primitives, datetimes, enums and more.

 > [!IMPORTANT]
 > **Checkpoint deserialization security:** By default the serializer allows any Python type found in checkpoint data. New applications should set the environment variable `LANGGRAPH_STRICT_MSGPACK=true` or pass an explicit `allowed_msgpack_modules` list to `JsonPlusSerializer` to restrict deserialization to known-safe types.
@@ -109,13 +89,3 @@ checkpointer.get(read_config)
 # list checkpoints
 list(checkpointer.list(read_config))
 ```
-
-## 📕 Releases & Versioning
-
-See our [Releases](https://docs.langchain.com/oss/python/release-policy) and [Versioning](https://docs.langchain.com/oss/python/versioning) policies.
-
-## 💁 Contributing
-
-As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.
-
-For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).
@@ -60,29 +60,15 @@ class CheckpointMetadata(TypedDict, total=False):
    """
    run_id: str
    """The ID of the run that created this checkpoint."""
-    counters_since_delta_snapshot: dict[str, tuple[int, int]]
-    """Per-channel counters since the last `_DeltaSnapshot` was written.
+    delta_updates_since_snapshot: dict[str, int]
+    """Per-channel update count since the last `_DeltaSnapshot` was written.

-    !!! warning "Beta"
-
-        This metadata field backs `DeltaChannel` (beta). The key name and
-        contents may change while the delta-channel design stabilizes.
-
-    Maps channel name -> `(updates, supersteps)`:
-
-    - index 0 (`updates`): number of supersteps that wrote to this channel
-      since its last snapshot blob.
-    - index 1 (`supersteps`): total supersteps elapsed since this channel's
-      last snapshot, regardless of whether the channel was written.
-
-    A snapshot fires when EITHER `updates >= ch.snapshot_frequency` OR
-    `supersteps >= DELTA_MAX_SUPERSTEPS_SINCE_SNAPSHOT` (system-wide bound,
-    default 5000, env `LANGGRAPH_DELTA_MAX_SUPERSTEPS_SINCE_SNAPSHOT`).
-    The supersteps bound prevents unbounded ancestor walks on threads where
-    a delta channel exists but is no longer being updated.
-
-    Absent on threads that don't use delta channels. Persisted as a
-    2-element list in JSON (no native tuple).
+    Maps channel name → number of supersteps that wrote to this channel
+    since its last snapshot blob. Used by `pregel.create_checkpoint` to
+    decide when to write the next snapshot (when the count reaches the
+    channel's `snapshot_frequency`, snapshot fires and the count resets
+    to 0). Absent on threads that don't use delta channels. Version-format
+    independent — works for int, float, and string version schemes.
    """


@@ -149,11 +135,6 @@ class CheckpointTuple(NamedTuple):
 class DeltaChannelHistory(TypedDict):
    """Per-channel result entry from `BaseCheckpointSaver.get_delta_channel_history`.

-    !!! warning "Beta"
-
-        Part of the `DeltaChannel` support surface; in beta. Field names and
-        semantics may change.
-
    Storage-level view of what one channel contributed across the ancestor
    chain of a target checkpoint:

@@ -336,14 +317,6 @@ class BaseCheckpointSaver(Generic[V]):

        Args:
            run_ids: The run IDs whose checkpoints should be deleted.
-
-        !!! warning "DeltaChannel"
-
-            Deleting a run that produced ancestor `checkpoint_writes` — or
-            the only `_DeltaSnapshot` blob — for a still-live thread will
-            break reconstruction of any `DeltaChannel` whose history
-            depended on those rows. See the `DeltaChannel` note on `prune`
-            for safe-recovery strategies.
        """
        raise NotImplementedError

@@ -357,17 +330,6 @@ class BaseCheckpointSaver(Generic[V]):
        Args:
            source_thread_id: The thread ID to copy from.
            target_thread_id: The thread ID to copy to.
-
-        !!! warning "DeltaChannel"
-
-            Implementations must copy the **complete** parent chain (all
-            ancestor checkpoints and their `checkpoint_writes`) — copying
-            only the head checkpoint will leave the target thread with
-            `DeltaChannel` state that cannot be reconstructed (no path back
-            to a `_DeltaSnapshot` ancestor). Equivalently, the copy must
-            include enough ancestors that every `DeltaChannel`-backed key
-            has either a `_DeltaSnapshot` in `channel_values` somewhere in
-            the chain, or a complete write history back to the chain root.
        """
        raise NotImplementedError

@@ -383,34 +345,6 @@ class BaseCheckpointSaver(Generic[V]):
            thread_ids: The thread IDs to prune.
            strategy: The pruning strategy. `"keep_latest"` retains only the most
                recent checkpoint per namespace. `"delete"` removes all checkpoints.
-
-        !!! warning "DeltaChannel"
-
-            Custom implementations must be `DeltaChannel`-aware. `DeltaChannel`
-            stores only a sentinel in `channel_values` for non-snapshot steps;
-            reconstruction walks the parent chain via
-            `get_delta_channel_history`, accumulating rows from
-            `checkpoint_writes` until it reaches an ancestor whose
-            `channel_values` contains a `_DeltaSnapshot` blob (written every
-            `snapshot_frequency` updates).
-
-            A naive `"keep_latest"` that drops intermediate checkpoints and
-            their writes can sever that chain: the surviving "latest"
-            checkpoint is rarely a snapshot point itself, so its delta
-            channels would silently reconstruct as empty (no error raised —
-            `get_delta_channel_history` simply returns no `seed`). Safe
-            options when the graph uses `DeltaChannel`:
-
-            * Walk back from each kept checkpoint and preserve every
-              ancestor (plus its `checkpoint_writes`) up to the nearest one
-              whose `channel_values` already contains a `_DeltaSnapshot` for
-              every `DeltaChannel`-backed key.
-            * Force a fresh snapshot on the kept checkpoint before deleting
-              ancestors — rewrite `channel_values[k] = _DeltaSnapshot(value)`
-              for each delta channel `k` (resolving `value` via the existing
-              ancestor walk first), then prune.
-            * Skip pruning threads whose graph uses `DeltaChannel` until one
-              of the above is implemented.
        """
        raise NotImplementedError

@@ -527,13 +461,6 @@ class BaseCheckpointSaver(Generic[V]):

        Args:
            run_ids: The run IDs whose checkpoints should be deleted.
-
-        !!! warning "DeltaChannel"
-
-            See `delete_for_runs` — deleting rows a still-live thread's
-            `DeltaChannel` reconstruction depends on (writes between the
-            head and its nearest `_DeltaSnapshot` ancestor) will silently
-            corrupt that channel's state.
        """
        raise NotImplementedError

@@ -547,13 +474,6 @@ class BaseCheckpointSaver(Generic[V]):
        Args:
            source_thread_id: The thread ID to copy from.
            target_thread_id: The thread ID to copy to.
-
-        !!! warning "DeltaChannel"
-
-            See `copy_thread` — the copy must carry the complete parent
-            chain (or at least back to a `_DeltaSnapshot` ancestor for every
-            `DeltaChannel`) so the target thread can reconstruct delta
-            state.
        """
        raise NotImplementedError

@@ -569,13 +489,6 @@ class BaseCheckpointSaver(Generic[V]):
            thread_ids: The thread IDs to prune.
            strategy: The pruning strategy. `"keep_latest"` retains only the most
                recent checkpoint per namespace. `"delete"` removes all checkpoints.
-
-        !!! warning "DeltaChannel"
-
-            See `prune` for the full `DeltaChannel` caveat. In short:
-            `"keep_latest"` must not drop ancestor checkpoints / writes that
-            sit between the kept checkpoint and the nearest `_DeltaSnapshot`
-            ancestor, or delta channels will silently reconstruct as empty.
        """
        raise NotImplementedError

@@ -584,14 +497,6 @@ class BaseCheckpointSaver(Generic[V]):
    ) -> Mapping[str, DeltaChannelHistory]:
        """Walk the parent chain returning per-channel writes + seed.

-        !!! warning "Beta"
-
-            This method is part of the `DeltaChannel` support surface and is
-            in beta. The signature, return shape (`DeltaChannelHistory`), and
-            interaction with `_DeltaSnapshot` blobs may change. Override at
-            your own risk; the default implementation will continue to work
-            against the public `BaseCheckpointSaver` contract.
-
        For each requested channel, walks ancestors of the checkpoint
        identified by `config` (following `parent_config`) and accumulates
        `pending_writes` for that channel. The walk terminates per-channel
@@ -651,13 +556,7 @@ class BaseCheckpointSaver(Generic[V]):
    async def aget_delta_channel_history(
        self, *, config: RunnableConfig, channels: Sequence[str]
    ) -> Mapping[str, DeltaChannelHistory]:
-        """Async version of `get_delta_channel_history`.
-
-        !!! warning "Beta"
-
-            This method is part of the `DeltaChannel` support surface and is
-            in beta. See `get_delta_channel_history` for caveats.
-        """
+        """Async version of `get_delta_channel_history`."""
        if not channels:
            return {}
        collected_by_ch: dict[str, list[PendingWrite]] = {c: [] for c in channels}
@@ -44,7 +44,7 @@ if TYPE_CHECKING:
        AllowedMsgpackModules,
    )

-LC_REVIVER = Reviver(allowed_objects="core")
+LC_REVIVER = Reviver()
 EMPTY_BYTES = b""
 logger = logging.getLogger(__name__)

@@ -157,6 +157,27 @@ class JsonPlusSerializer(SerializerProtocol):
            )
        return clone

+    def _encode_constructor_args(
+        self,
+        constructor: Callable | type[Any],
+        *,
+        method: None | str | Sequence[None | str] = None,
+        args: Sequence[Any] | None = None,
+        kwargs: dict[str, Any] | None = None,
+    ) -> dict[str, Any]:
+        out = {
+            "lc": 2,
+            "type": "constructor",
+            "id": (*constructor.__module__.split("."), constructor.__name__),
+        }
+        if method is not None:
+            out["method"] = method
+        if args is not None:
+            out["args"] = args
+        if kwargs is not None:
+            out["kwargs"] = kwargs
+        return out
+
    def _reviver(self, value: dict[str, Any]) -> Any:
        if (
            value.get("lc", None) == 2
@@ -182,46 +203,45 @@ class JsonPlusSerializer(SerializerProtocol):
        self._check_allowed_json_modules(value)

        [*module, name] = value["id"]
-        # The `method` field on lc:2 envelopes is intentionally ignored.
-        # Revival is restricted to the default constructor (no `getattr`
-        # dispatch on attacker-influenced names). The framework's own
-        # encoder has not emitted `method=` since the msgpack migration,
-        # and the only legacy emission was `method=(None, "construct")`
-        # for pydantic models, where the first entry (`None`) already
-        # meant "default constructor", which is what we do here.
        try:
            mod = importlib.import_module(".".join(module))
            cls = getattr(mod, name)
-            if isclass(cls) and issubclass(cls, BaseException):
-                return None
+            method = value.get("method")
+            if isinstance(method, str):
+                methods = [getattr(cls, method)]
+            elif isinstance(method, list):
+                methods = [cls if m is None else getattr(cls, m) for m in method]
+            else:
+                methods = [cls]
            args = value.get("args")
            kwargs = value.get("kwargs")
-            if args and kwargs:
-                return cls(*args, **kwargs)
-            elif args:
-                return cls(*args)
-            elif kwargs:
-                return cls(**kwargs)
-            else:
-                return cls()
-        except Exception as exc:
-            # Method-field dispatch has been removed (GHSA-fjqc-hq36-qh5p), so
-            # legacy pydantic payloads emitting `method=[None, "construct"]`
-            # no longer fall back to `cls.construct(**kwargs)` when the
-            # default constructor rejects the serialized kwargs. Surface a
-            # one-line warning so operators can spot payloads that now revive
-            # to `None` instead of silently degrading to the raw envelope.
-            logger.warning(
-                "Failed to revive lc:2 envelope %s "
-                "(legacy_method_field=%s, error=%s); returning None",
-                ".".join((*module, name)),
-                "method" in value,
-                type(exc).__name__,
-            )
+            for method in methods:
+                try:
+                    if isclass(method) and issubclass(method, BaseException):
+                        return None
+                    if args and kwargs:
+                        return method(*args, **kwargs)
+                    elif args:
+                        return method(*args)
+                    elif kwargs:
+                        return method(**kwargs)
+                    else:
+                        return method()
+                except Exception:
+                    continue
+        except Exception:
            return None

    def _check_allowed_json_modules(self, value: dict[str, Any]) -> None:
        needed = tuple(value["id"])
+        method = value.get("method")
+        if isinstance(method, list):
+            method_display = ",".join(m or "<init>" for m in method)
+        elif isinstance(method, str):
+            method_display = method
+        else:
+            method_display = "<init>"
+
        dotted = ".".join(needed)
        # Safe types (the same set already allowed for msgpack deserialization) are
        # permitted without an explicit allowlist — they are known-safe LangGraph and
@@ -232,7 +252,7 @@ class JsonPlusSerializer(SerializerProtocol):

        if not self._allowed_json_modules:
            raise InvalidModuleError(
-                f"Refused to deserialize JSON constructor: {dotted}. "
+                f"Refused to deserialize JSON constructor: {dotted} (method: {method_display}). "
                "No allowed_json_modules configured.\n\n"
                "Unblock with ONE of:\n"
                f"  • JsonPlusSerializer(allowed_json_modules=[{needed!r}, ...])\n"
@@ -247,7 +267,7 @@ class JsonPlusSerializer(SerializerProtocol):
            return

        raise InvalidModuleError(
-            f"Refused to deserialize JSON constructor: {dotted}. "
+            f"Refused to deserialize JSON constructor: {dotted} (method: {method_display}). "
            "Symbol is not in the deserialization allowlist.\n\n"
            "Add exactly this symbol to unblock:\n"
            f"  JsonPlusSerializer(allowed_json_modules=[{needed!r}, ...])\n"
@@ -552,14 +552,6 @@ class TTLConfig(TypedDict, total=False):
    This can be overridden per-operation by explicitly setting `refresh_ttl`.
    Defaults to `True` if not configured.
    """
-    omit_expired: bool
-    """Whether to omit expired items from read operations.
-
-    If `True`, and if the store supports this option, expired items will not be
-    returned by `GET` or `SEARCH`, or included in namespace listings, even before
-    a TTL sweep deletes them.
-    Defaults to `False` if not configured.
-    """
    default_ttl: float | None
    """Default TTL (time-to-live) in minutes for new items.
    
@@ -4,7 +4,7 @@ build-backend = "hatchling.build"

 [project]
 name = "langgraph-checkpoint"
-version = "4.1.1"
+version = "4.1.0a4"
 description = "Library with base interfaces for LangGraph checkpoint savers."
 authors = []
 requires-python = ">=3.10"
@@ -37,7 +37,7 @@ test = [
 lint = [
  "ruff",
  "codespell",
-  "ty",
+  "mypy",
 ]
 dev = [
  {include-group = "test"},
@@ -64,22 +64,18 @@ lint.select = [
 lint.ignore = ["E501", "B008"]
 target-version = "py310"

-[tool.ty.rules]
-deprecated = "ignore"
-invalid-argument-type = "ignore"
-invalid-assignment = "ignore"
-invalid-key = "ignore"
-invalid-method-override = "ignore"
-invalid-return-type = "ignore"
-invalid-type-form = "ignore"
-redundant-cast = "ignore"
-unused-type-ignore-comment = "ignore"
-unresolved-attribute = "ignore"
-unresolved-import = "ignore"
-unsupported-operator = "ignore"
-
 [tool.pytest-watcher]
 now = true
 delay = 0.1
 runner_args = ["--ff", "-v", "--tb", "short"]
 patterns = ["*.py"]
+
+[tool.mypy]
+# https://mypy.readthedocs.io/en/stable/config_file.html
+disallow_untyped_defs = "True"
+explicit_package_bases = "True"
+warn_no_return = "False"
+warn_unused_ignores = "True"
+warn_redundant_casts = "True"
+allow_redefinition = "True"
+disable_error_code = "typeddict-item, return-value"
@@ -1,33 +0,0 @@
-"""Run delta-channel conformance capabilities against InMemorySaver."""
-
-from __future__ import annotations
-
-import pytest
-
-conformance = pytest.importorskip(
-    "langgraph.checkpoint.conformance",
-    reason="langgraph-checkpoint-conformance not installed",
-)
-
-
-@pytest.mark.asyncio
-async def test_delta_channel_conformance():
-    from langgraph.checkpoint.conformance import validate
-    from langgraph.checkpoint.conformance.initializer import checkpointer_test
-
-    from langgraph.checkpoint.memory import InMemorySaver
-
-    @checkpointer_test(name="InMemorySaver")
-    async def mem_saver():
-        yield InMemorySaver()
-
-    report = await validate(
-        mem_saver,
-        capabilities={
-            "delta_channel_history",
-        },
-    )
-    for cap, result in report.results.items():
-        if result.passed is False:
-            details = "\n".join(result.failures or [])
-            pytest.fail(f"Capability {cap} failed:\n{details}")
@@ -398,193 +398,6 @@ def test_deserde_invalid_module() -> None:
    serde.loads_typed(("json", json.dumps(load).encode("utf-8")))


-def test_lc2_json_method_field_is_ignored() -> None:
-    """The `method` field on lc=2 envelopes is ignored.
-
-    Regression test for GHSA-fjqc-hq36-qh5p: `_revive_lc2` previously resolved
-    `getattr(cls, method)` from the envelope, which let an attacker pivot a
-    safe pydantic class (e.g., AIMessage) to `parse_raw(..., allow_pickle=True)`
-    and reach `pickle.loads`. Revival now uses only the default constructor.
-
-    Verifies that an envelope carrying ``method="parse_raw"`` does not dispatch
-    to that method: the result is whatever ``AIMessage(*args, **kwargs)`` would
-    produce, which proves the default constructor ran instead of ``parse_raw``.
-    """
-    from langchain_core.messages import AIMessage
-
-    serde = JsonPlusSerializer()
-    load = {
-        "lc": 2,
-        "type": "constructor",
-        "id": ["langchain_core", "messages", "ai", "AIMessage"],
-        "method": "parse_raw",
-        "args": ["default-ctor-ran"],
-        "kwargs": {"content_type": "application/pickle", "allow_pickle": True},
-    }
-    result = serde._revive_lc2(load)
-    # Default constructor accepts `content` as first positional arg. If parse_raw
-    # had been invoked instead, it would have attempted JSON/pickle parsing and
-    # raised (or executed the pickle gadget); neither would produce this result.
-    assert isinstance(result, AIMessage)
-    assert result.content == "default-ctor-ran"
-
-
-def test_lc2_json_method_field_is_ignored_for_allowlisted_types() -> None:
-    """The `method` field is ignored even when the class is explicitly allowlisted.
-
-    A user who configures ``allowed_json_modules`` for a class no longer gets
-    method dispatch as a side effect. Revival is restricted to the default
-    constructor regardless of how the class reached the revival path.
-    """
-    from langchain_core.messages import AIMessage
-
-    serde = JsonPlusSerializer(
-        allowed_json_modules=[("langchain_core.messages.ai", "AIMessage")]
-    )
-    load = {
-        "lc": 2,
-        "type": "constructor",
-        "id": ["langchain_core", "messages", "ai", "AIMessage"],
-        "method": "parse_raw",
-        "args": ["default-ctor-ran"],
-    }
-    result = serde._revive_lc2(load)
-    assert isinstance(result, AIMessage)
-    assert result.content == "default-ctor-ran"
-
-
-def test_lc2_json_safe_type_init_still_works() -> None:
-    """SAFE-type lc=2 revival without a `method` field still constructs the class."""
-    from langchain_core.messages import AIMessage
-
-    serde = JsonPlusSerializer()
-    load = {
-        "lc": 2,
-        "type": "constructor",
-        "id": ["langchain_core", "messages", "ai", "AIMessage"],
-        "kwargs": {"content": "hi", "type": "ai"},
-    }
-    result = serde._revive_lc2(load)
-    assert isinstance(result, AIMessage)
-    assert result.content == "hi"
-
-
-def test_lc2_json_legacy_pydantic_method_list_falls_back_to_default() -> None:
-    """Legacy ``method=(None, "construct")`` envelopes still revive via the default ctor.
-
-    Pre-October-2025 langgraph emitted pydantic models with
-    ``method=(None, "construct")`` meaning "try default constructor, fall back
-    to pydantic ``construct``". The first entry (``None``) was always the
-    default constructor, which is what we now do unconditionally. Envelopes of
-    this shape continue to revive correctly as long as the default constructor
-    accepts the serialized kwargs.
-    """
-    from langchain_core.messages import AIMessage
-
-    serde = JsonPlusSerializer()
-    load = {
-        "lc": 2,
-        "type": "constructor",
-        "id": ["langchain_core", "messages", "ai", "AIMessage"],
-        "method": [None, "construct"],
-        "kwargs": {"content": "legacy", "type": "ai"},
-    }
-    result = serde._revive_lc2(load)
-    assert isinstance(result, AIMessage)
-    assert result.content == "legacy"
-
-
-def test_lc2_json_legacy_construct_payload_logs_warning_when_default_init_rejects(
-    caplog: pytest.LogCaptureFixture,
-) -> None:
-    """Legacy `method=[None, "construct"]` envelopes whose kwargs the default
-    `__init__` rejects now revive to `None` and emit an observable warning.
-
-    Pre-October-2025 langgraph emitted pydantic payloads with
-    `method=[None, "construct"]` so the reviver could fall back to
-    `cls.construct(**kwargs)` when the default constructor raised a
-    validation error. That fallback was removed with method-field dispatch
-    (GHSA-fjqc-hq36-qh5p), so these payloads now silently fail validation. A
-    `logger.warning` makes the regression observable to operators instead of
-    letting the envelope quietly degrade to its raw-dict form.
-    """
-    serde = JsonPlusSerializer()
-    load = {
-        "lc": 2,
-        "type": "constructor",
-        "id": ["langchain_core", "messages", "ai", "AIMessage"],
-        # Legacy two-entry method tuple: try default ctor, fall back to construct.
-        "method": [None, "construct"],
-        # ``type="not-a-real-message-type"`` fails AIMessage's Literal["ai"]
-        # validator under the default constructor. Before the GHSA patch this
-        # would have fallen back to ``cls.construct(**kwargs)``; now it must
-        # return None and log.
-        "kwargs": {"content": "legacy", "type": "not-a-real-message-type"},
-    }
-
-    with caplog.at_level(logging.WARNING, logger="langgraph.checkpoint.serde.jsonplus"):
-        result = serde._revive_lc2(load)
-
-    assert result is None, (
-        "Legacy method=[None, 'construct'] payloads with kwargs the default "
-        "ctor rejects must now return None (no construct() fallback)."
-    )
-
-    matching = [
-        r
-        for r in caplog.records
-        if r.name == "langgraph.checkpoint.serde.jsonplus"
-        and r.levelno == logging.WARNING
-        and "langchain_core.messages.ai.AIMessage" in r.getMessage()
-        and "legacy_method_field=True" in r.getMessage()
-    ]
-    assert matching, (
-        "Expected a WARNING from langgraph.checkpoint.serde.jsonplus "
-        "referencing the class id and legacy_method_field=True; "
-        f"got records: {[(r.name, r.levelname, r.getMessage()) for r in caplog.records]}"
-    )
-
-
-def test_lc2_json_safe_type_pickle_payload_does_not_execute() -> None:
-    """End-to-end: a `parse_raw` pickle gadget payload on a SAFE type must not run.
-
-    With method dispatch removed from `_revive_lc2`, the gadget bytes are never
-    passed to `parse_raw` and therefore never reach `pickle.loads`.
-    """
-    import os
-    import pickle
-    import tempfile
-
-    marker = tempfile.NamedTemporaryFile(
-        prefix="lc2_block_proof_", suffix=".out", delete=False
-    ).name
-    os.remove(marker)  # ensure absent before the test runs
-
-    class _Gadget:
-        def __reduce__(self) -> tuple:
-            return (os.system, (f"touch {marker}",))
-
-    gadget_bytes = pickle.dumps(_Gadget(), protocol=0).decode("latin1")
-    envelope = {
-        "lc": 2,
-        "type": "constructor",
-        "id": ["langchain_core", "messages", "ai", "AIMessage"],
-        "method": "parse_raw",
-        "args": [gadget_bytes],
-        "kwargs": {"content_type": "application/pickle", "allow_pickle": True},
-    }
-
-    serde = JsonPlusSerializer()
-    try:
-        serde.loads_typed(("json", json.dumps(envelope).encode()))
-    except Exception:
-        pass
-
-    assert not os.path.exists(marker), (
-        "Pickle gadget executed via parse_raw on AIMessage lc=2 envelope"
-    )
-
-
 def test_serde_jsonplus_bytearray() -> None:
    serde = JsonPlusSerializer()

@@ -1,3 +1,4 @@
+# mypy: disable-error-code="operator"
 import asyncio
 import json
 from collections.abc import Iterable
@@ -229,11 +229,11 @@ wheels = [

 [[package]]
 name = "idna"
-version = "3.15"
+version = "3.11"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/82/77/7b3966d0b9d1d31a36ddf1746926a11dface89a83409bf1483f0237aa758/idna-3.15.tar.gz", hash = "sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc", size = 199245, upload-time = "2026-05-12T22:45:57.011Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/6f/6d/0703ccc57f3a7233505399edb88de3cbd678da106337b9fcde432b65ed60/idna-3.11.tar.gz", hash = "sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902", size = 194582, upload-time = "2025-10-12T14:55:20.501Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/d2/23/408243171aa9aaba178d3e2559159c24c1171a641aa83b67bdd3394ead8e/idna-3.15-py3-none-any.whl", hash = "sha256:048adeaf8c2d788c40fee287673ccaa74c24ffd8dcf09ffa555a2fbb59f10ac8", size = 72340, upload-time = "2026-05-12T22:45:55.733Z" },
+    { url = "https://files.pythonhosted.org/packages/0e/61/66938bbb5fc52dbdf84594873d5b51fb1f7c7794e9c0f5bd885f30bc507b/idna-3.11-py3-none-any.whl", hash = "sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea", size = 71008, upload-time = "2025-10-12T14:55:18.883Z" },
 ]

 [[package]]
@@ -268,7 +268,7 @@ wheels = [

 [[package]]
 name = "langchain-core"
-version = "1.4.8"
+version = "1.3.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "jsonpatch" },
@@ -281,26 +281,26 @@ dependencies = [
    { name = "typing-extensions" },
    { name = "uuid-utils" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/12/e3/bea6d0080acf183332f24dcd74c208aee5857cf8f783c3fb0bd86027d8fb/langchain_core-1.4.8.tar.gz", hash = "sha256:5bf1f8411077c904182ad8f975943d36adcbf579c4e017b3a118b719229ebf9a", size = 957974, upload-time = "2026-06-18T19:39:23.636Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/a8/03/7219502e8ca728d65eb44d7a3eb60239230742a70dbfc9241b9bfd61c4ab/langchain_core-1.3.2.tar.gz", hash = "sha256:fd7a50b2f28ba561fd9d7f5d2760bc9e06cf00cdf820a3ccafe88a94ffa8d5b7", size = 911813, upload-time = "2026-04-24T15:49:23.699Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/13/d6/bdf6f0481cc57ef300d6b1eb48cf1400c0409be715d6eb3cabadd1142a09/langchain_core-1.4.8-py3-none-any.whl", hash = "sha256:d84c28b05e3ba8d4271d0827aad5b592ccdaaf986e76768c23503f0a2045e8aa", size = 557416, upload-time = "2026-06-18T19:39:21.902Z" },
+    { url = "https://files.pythonhosted.org/packages/7d/d5/8fa4431007cbb7cfed7590f4d6a5dea3ad724f4174d248f6642ef5ce7d05/langchain_core-1.3.2-py3-none-any.whl", hash = "sha256:d44a66127f9f8db735bdfd0ab9661bccb47a97113cfd3f2d89c74864422b7274", size = 542390, upload-time = "2026-04-24T15:49:21.991Z" },
 ]

 [[package]]
 name = "langchain-protocol"
-version = "0.0.18"
+version = "0.0.15"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/d2/59/b5959aea96faa9146e2e49a7a22882b3528c62efafe9a6a95beab30c2305/langchain_protocol-0.0.18.tar.gz", hash = "sha256:ec3e11782f1ed0c9db38e5a9ed01b0e7a0d3fba406faa8aef6594b73c56a63e6", size = 6150, upload-time = "2026-06-18T17:08:26.959Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/4f/24/9777489d6fbbee64af0c8f96d4f840239c408cf694f3394672807dafc490/langchain_protocol-0.0.15.tar.gz", hash = "sha256:9ab2d11ee73944754f10e037e717098d3a6796f0e58afa9cadda6154e7655ade", size = 5862, upload-time = "2026-05-01T22:30:04.748Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/99/2e/d82db9eec13ad0f72e7aaad5c4bc730ab111934fdc83c85523206eb9b0a0/langchain_protocol-0.0.18-py3-none-any.whl", hash = "sha256:70b53a86fbf9cedc863555effe44da192ab02d556ddbf2cf95b8873adcf41b5a", size = 7221, upload-time = "2026-06-18T17:08:25.996Z" },
+    { url = "https://files.pythonhosted.org/packages/1d/7a/9c97a7b9cbe4c5dc6a44cdb1545450c28f0c8ce89b9c1f0ee7fbad896263/langchain_protocol-0.0.15-py3-none-any.whl", hash = "sha256:461eb794358f83d5e42635a5797799ffec7b4702314e34edf73ac21e75d3ef79", size = 6982, upload-time = "2026-05-01T22:30:03.877Z" },
 ]

 [[package]]
 name = "langgraph-checkpoint"
-version = "4.1.1"
+version = "4.1.0a4"
 source = { editable = "." }
 dependencies = [
    { name = "langchain-core" },
@@ -311,6 +311,7 @@ dependencies = [
 dev = [
    { name = "codespell" },
    { name = "dataclasses-json" },
+    { name = "mypy" },
    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
    { name = "numpy", version = "2.4.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
    { name = "pandas" },
@@ -322,12 +323,11 @@ dev = [
    { name = "pytest-watcher" },
    { name = "redis" },
    { name = "ruff" },
-    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
+    { name = "mypy" },
    { name = "ruff" },
-    { name = "ty" },
 ]
 test = [
    { name = "dataclasses-json" },
@@ -352,6 +352,7 @@ requires-dist = [
 dev = [
    { name = "codespell" },
    { name = "dataclasses-json" },
+    { name = "mypy" },
    { name = "numpy" },
    { name = "pandas" },
    { name = "pandas-stubs", specifier = ">=2.2.2.240807" },
@@ -362,12 +363,11 @@ dev = [
    { name = "pytest-watcher" },
    { name = "redis" },
    { name = "ruff" },
-    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
+    { name = "mypy" },
    { name = "ruff" },
-    { name = "ty" },
 ]
 test = [
    { name = "dataclasses-json" },
@@ -383,7 +383,7 @@ test = [

 [[package]]
 name = "langsmith"
-version = "0.8.18"
+version = "0.7.31"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "httpx" },
@@ -393,13 +393,97 @@ dependencies = [
    { name = "requests" },
    { name = "requests-toolbelt" },
    { name = "uuid-utils" },
-    { name = "websockets" },
    { name = "xxhash" },
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-
 [[package]]
 name = "xxhash"
 version = "3.6.0"
@@ -16,19 +16,21 @@ test-integration:

 # Define a variable for Python and notebook files.
 PYTHON_FILES=.
+MYPY_CACHE=.mypy_cache
 lint format: PYTHON_FILES=.
 lint_diff format_diff: PYTHON_FILES=$(shell git diff --name-only --relative --diff-filter=d main . | grep -E '\.py$$|\.ipynb$$')
 lint_package: PYTHON_FILES=langgraph_cli
 lint_tests: PYTHON_FILES=tests
+lint_tests: MYPY_CACHE=.mypy_cache_test

 lint lint_diff lint_package lint_tests:
 	uv run ruff check .
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff format $(PYTHON_FILES) --diff
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff check --select I $(PYTHON_FILES)
-	[ "$(PYTHON_FILES)" = "" ] || uv run ty check $(PYTHON_FILES)
+	[ "$(PYTHON_FILES)" = "" ] || mkdir -p $(MYPY_CACHE) || uv run mypy $(PYTHON_FILES) --cache-dir $(MYPY_CACHE)

 type:
-	uv run ty check $(PYTHON_FILES)
+	mkdir -p $(MYPY_CACHE) && uv run mypy $(PYTHON_FILES) --cache-dir $(MYPY_CACHE)

 format format_diff:
 	uv run ruff format $(PYTHON_FILES)
@@ -1,47 +1,29 @@
 # LangGraph CLI

-[![PyPI - Version](https://img.shields.io/pypi/v/langgraph-cli?label=%20)](https://pypi.org/project/langgraph-cli/#history)
-[![PyPI - License](https://img.shields.io/pypi/l/langgraph-cli)](https://opensource.org/licenses/MIT)
-[![PyPI - Downloads](https://img.shields.io/pepy/dt/langgraph-cli)](https://pypistats.org/packages/langgraph-cli)
-[![Twitter](https://img.shields.io/twitter/url/https/twitter.com/langchain_oss.svg?style=social&label=Follow%20%40LangChain)](https://x.com/langchain_oss)
+The official command-line interface for LangGraph, providing tools to create, develop, and deploy LangGraph applications.

-To help you ship LangGraph apps to production faster, check out [LangSmith](https://www.langchain.com/langsmith).
-[LangSmith](https://www.langchain.com/langsmith) is a unified developer platform for building, testing, and monitoring LLM applications.
-
-## Quick Install
+## Installation

+Install via pip:
 ```bash
-uv add langgraph-cli
+pip install langgraph-cli
 ```

-## 🤔 What is this?
-
-The LangGraph CLI is the official command-line interface for LangGraph. It provides tools to create, develop, build, and run LangGraph applications locally or in Docker.
-
-## 📖 Documentation
-
-For full documentation, see the [LangGraph CLI reference](https://reference.langchain.com/python/langgraph-cli). For conceptual guides and tutorials, see the [LangGraph Docs](https://docs.langchain.com/oss/python/langgraph/overview).
-
 For development mode with hot reloading:
-
 ```bash
-uv add "langgraph-cli[inmem]"
+pip install "langgraph-cli[inmem]"
 ```

 ## Commands

 ### `langgraph new` 🌱
-
-Create a new LangGraph project from a template.
-
+Create a new LangGraph project from a template
 ```bash
 langgraph new [PATH] --template TEMPLATE_NAME
 ```

 ### `langgraph dev` 🏃‍♀️
-
-Run LangGraph API server in development mode with hot reloading.
-
+Run LangGraph API server in development mode with hot reloading
 ```bash
 langgraph dev [OPTIONS]
  --host TEXT                 Host to bind to (default: 127.0.0.1)
@@ -53,9 +35,7 @@ langgraph dev [OPTIONS]
 ```

 ### `langgraph up` 🚀
-
-Launch LangGraph API server in Docker.
-
+Launch LangGraph API server in Docker
 ```bash
 langgraph up [OPTIONS]
  -p, --port INTEGER        Port to expose (default: 8123)
@@ -67,9 +47,7 @@ langgraph up [OPTIONS]
 ```

 ### `langgraph build`
-
-Build a Docker image for your LangGraph application.
-
+Build a Docker image for your LangGraph application
 ```bash
 langgraph build -t IMAGE_TAG [OPTIONS]
  --platform TEXT          Target platforms (e.g., linux/amd64,linux/arm64)
@@ -78,9 +56,7 @@ langgraph build -t IMAGE_TAG [OPTIONS]
 ```

 ### `langgraph dockerfile`
-
-Generate a Dockerfile for custom deployments.
-
+Generate a Dockerfile for custom deployments
 ```bash
 langgraph dockerfile SAVE_PATH [OPTIONS]
  -c, --config FILE       Config file path
@@ -92,18 +68,18 @@ The CLI uses a `langgraph.json` configuration file with these key settings:

 ```json
 {
-  "dependencies": ["langchain_openai", "./your_package"],
+  "dependencies": ["langchain_openai", "./your_package"],  // Required: Package dependencies
  "graphs": {
-    "my_graph": "./your_package/file.py:graph"
+    "my_graph": "./your_package/file.py:graph"            // Required: Graph definitions
  },
-  "env": "./.env",
-  "python_version": "3.11",
-  "pip_config_file": "./pip.conf",
-  "dockerfile_lines": []
+  "env": "./.env",                                        // Optional: Environment variables
+  "python_version": "3.11",                               // Optional: Python version (3.11/3.12)
+  "pip_config_file": "./pip.conf",                        // Optional: pip configuration
+  "dockerfile_lines": []                                  // Optional: Additional Dockerfile commands
 }
 ```

-See the [full documentation](https://reference.langchain.com/python/langgraph-cli) for detailed configuration options.
+See the [full documentation](https://langchain-ai.github.io/langgraph/cloud/reference/cli/) for detailed configuration options.

 ## Development

@@ -111,26 +87,19 @@ To develop the CLI itself:

 1. Clone the repository
 2. Navigate to the CLI directory: `cd libs/cli`
-3. Install development dependencies: `uv sync`
+3. Install development dependencies: `uv pip install`
 4. Make your changes to the CLI code
 5. Test your changes:
+   ```bash
+   # Run CLI commands directly
+   uv run langgraph --help
+   
+   # Or use the examples
+   cd examples
+   uv pip install
+   uv run langgraph dev  # or other commands
+   ```

-```bash
-# Run CLI commands directly
-uv run langgraph --help
+## License

-# Or use the examples
-cd examples
-uv sync
-uv run langgraph dev  # or other commands
-```
-
-## 📕 Releases & Versioning
-
-See our [Releases](https://docs.langchain.com/oss/python/release-policy) and [Versioning](https://docs.langchain.com/oss/python/versioning) policies.
-
-## 💁 Contributing
-
-As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.
-
-For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).
+This project is licensed under the terms specified in the repository's LICENSE file.
@@ -6,7 +6,7 @@ readme = "README.md"
 requires-python = ">=3.10"
 dependencies = [
  "langchain-openai==1.1.14",
-  "langchain-anthropic==1.4.6",
+  "langchain-anthropic==1.0.0a5",
  "langgraph==1.1.5"
 ]

@@ -236,7 +236,7 @@ def swap_roles(state: InterviewState, name: str):
    converted = []
    for message in state["messages"]:
        if isinstance(message, AIMessage) and message.name != name:
-            message = HumanMessage(**message.model_dump(exclude={"type"}))
+            message = HumanMessage(**message.dict(exclude={"type"}))
        converted.append(message)
    return {"messages": converted}

@@ -10,7 +10,7 @@ This template demonstrates a simple chatbot implemented using [LangGraph.js](htt

 The core logic, defined in `src/agent/graph.ts`, showcases a straightforward chatbot that responds to user queries while maintaining context from previous messages.

-## 🤔 What is this?
+## What it does

 The simple chatbot:

@@ -20,10 +20,6 @@ The simple chatbot:

 This template provides a foundation that can be easily customized and extended to create more complex conversational agents.

-## 📖 Documentation
-
-For JavaScript and TypeScript documentation, see the [LangGraph.js docs](https://docs.langchain.com/oss/javascript/langgraph/overview). LangGraph Studio also integrates with [LangSmith](https://smith.langchain.com/) for tracing and collaboration with teammates.
-
 ## Getting Started

 Assuming you have already [installed LangGraph Studio](https://github.com/langchain-ai/langgraph-studio?tab=readme-ov-file#download), to set up:
@@ -21,28 +21,25 @@
    "test:all": "yarn test && yarn test:int && yarn lint:langgraph"
  },
  "dependencies": {
-    "@langchain/core": "^1.2.1",
-    "@langchain/langgraph": "^1.4.7"
-  },
-  "resolutions": {
-    "@langchain/langgraph-checkpoint": "1.0.4"
+    "@langchain/core": "^1.1.42",
+    "@langchain/langgraph": "^1.2.9"
  },
  "devDependencies": {
    "@eslint/eslintrc": "^3.3.5",
    "@eslint/js": "^10.0.1",
    "@tsconfig/recommended": "^1.0.13",
    "@types/jest": "^30.0.0",
-    "@typescript-eslint/eslint-plugin": "^8.62.1",
-    "@typescript-eslint/parser": "^8.62.1",
+    "@typescript-eslint/eslint-plugin": "^8.59.1",
+    "@typescript-eslint/parser": "^8.59.1",
    "dotenv": "^17.4.2",
-    "eslint": "^10.6.0",
+    "eslint": "^10.2.1",
    "eslint-config-prettier": "^10.1.8",
    "eslint-plugin-import": "^2.32.0",
    "eslint-plugin-no-instanceof": "^1.0.1",
-    "eslint-plugin-prettier": "^5.5.6",
-    "jest": "^30.4.2",
-    "prettier": "^3.9.4",
-    "ts-jest": "^29.4.11",
-    "typescript": "^6.0.3"
+    "eslint-plugin-prettier": "^5.5.5",
+    "jest": "^30.3.0",
+    "prettier": "^3.8.3",
+    "ts-jest": "^29.4.9",
+    "typescript": "^5.9.3"
  }
 }
@@ -9,10 +9,10 @@
  },
  "dependencies": {
    "@js-monorepo-example/shared": "*",
-    "@langchain/core": "^1.2.1",
-    "@langchain/langgraph": "^1.4.7"
+    "@langchain/core": "^1.1.42",
+    "@langchain/langgraph": "^1.2.9"
  },
  "devDependencies": {
-    "typescript": "^6.0.3"
+    "typescript": "^5.9.3"
  }
 }
@@ -9,6 +9,6 @@
    "clean": "rm -rf dist"
  },
  "devDependencies": {
-    "typescript": "^6.0.3"
+    "typescript": "^5.9.3"
  }
 }
@@ -17,18 +17,18 @@
    "lint": "eslint 'apps/**/*.ts' 'libs/**/*.ts'"
  },
  "devDependencies": {
-    "turbo": "^2.10.2",
-    "typescript": "^6.0.3",
+    "turbo": "^2.9.7",
+    "typescript": "^5.9.3",
    "@tsconfig/recommended": "^1.0.13",
    "@eslint/eslintrc": "^3.3.5",
    "@eslint/js": "^10.0.1",
-    "eslint": "^10.6.0",
+    "eslint": "^10.2.1",
    "eslint-config-prettier": "^10.1.8",
    "eslint-plugin-import": "^2.27.5",
    "eslint-plugin-no-instanceof": "^1.0.1",
-    "eslint-plugin-prettier": "^5.5.6",
-    "@typescript-eslint/eslint-plugin": "^8.62.1",
-    "@typescript-eslint/parser": "^8.62.1",
-    "prettier": "^3.9.4"
+    "eslint-plugin-prettier": "^5.5.5",
+    "@typescript-eslint/eslint-plugin": "^8.59.1",
+    "@typescript-eslint/parser": "^8.59.1",
+    "prettier": "^3.8.3"
  }
 }
@@ -3,7 +3,7 @@
  "compilerOptions": {
    "target": "ES2022",
    "module": "ESNext",
-    "moduleResolution": "bundler",
+    "moduleResolution": "node",
    "allowSyntheticDefaultImports": true,
    "esModuleInterop": true,
    "skipLibCheck": true,
@@ -28,10 +28,10 @@
    debug "^4.3.1"
    minimatch "^10.2.4"

-"@eslint/config-helpers@^0.6.0":
-  version "0.6.0"
-  resolved "https://registry.yarnpkg.com/@eslint/config-helpers/-/config-helpers-0.6.0.tgz#ef9a36881d39dfd5dbeac22b0da997fabfb08b03"
-  integrity sha512-ii6Bw9jJ2zi2cWA2Z+9/QZ/+3DX6kwaV5Q986D/CdP3Lap3w/pgQZ373FV7byY/i7L4IRH/G43I5dz1ClsCbpA==
+"@eslint/config-helpers@^0.5.5":
+  version "0.5.5"
+  resolved "https://registry.yarnpkg.com/@eslint/config-helpers/-/config-helpers-0.5.5.tgz#ae16134e4792ac5fbdc533548a24ac1ea9f7f3ae"
+  integrity sha512-eIJYKTCECbP/nsKaaruF6LW967mtbQbsw4JTtSVkUQc9MneSkbrgPJAbKl9nWr0ZeowV8BfsarBmPpBzGelA2w==
  dependencies:
    "@eslint/core" "^1.2.1"

@@ -67,10 +67,10 @@
  resolved "https://registry.yarnpkg.com/@eslint/object-schema/-/object-schema-3.0.5.tgz#88e9bf4d11d2b19c082e78ebe7ce88724a5eb091"
  integrity sha512-vqTaUEgxzm+YDSdElad6PiRoX4t8VGDjCtt05zn4nU810UIx/uNEV7/lZJ6KwFThKZOzOxzXy48da+No7HZaMw==

-"@eslint/plugin-kit@^0.7.2":
-  version "0.7.2"
-  resolved "https://registry.yarnpkg.com/@eslint/plugin-kit/-/plugin-kit-0.7.2.tgz#4b0962f3f2c7ce8bc98b3ecfe34525c09d2cb729"
-  integrity sha512-+CNAzxglkrpNf/kKywqQfk74QjtceuOE7Qm+AF8miRvPF/wmmK5+OJOgVh3AVTT3RP2mH3+FOaxlE5v72owk0A==
+"@eslint/plugin-kit@^0.7.1":
+  version "0.7.1"
+  resolved "https://registry.yarnpkg.com/@eslint/plugin-kit/-/plugin-kit-0.7.1.tgz#c4125fd015eceeb09b793109fdbcd4dd0a02d346"
+  integrity sha512-rZAP3aVgB9ds9KOeUSL+zZ21hPmo8dh6fnIFwRQj5EAZl9gzR7wxYbYXYysAM8CTqGmUGyp2S4kUdV17MnGuWQ==
  dependencies:
    "@eslint/core" "^1.2.1"
    levn "^0.4.1"
@@ -103,53 +103,53 @@
  resolved "https://registry.yarnpkg.com/@isaacs/cliui/-/cliui-9.0.0.tgz#4d0a3f127058043bf2e7ee169eaf30ed901302f3"
  integrity sha512-AokJm4tuBHillT+FpMtxQ60n8ObyXBatq7jD2/JA9dxbDDokKQm8KMht5ibGzLVU9IJDIKK4TPKgMHEYMn3lMg==

-"@langchain/core@^1.2.1":
-  version "1.2.1"
-  resolved "https://registry.yarnpkg.com/@langchain/core/-/core-1.2.1.tgz#46751258ee56a6ae47ae578eba7928d3995d11ed"
-  integrity sha512-NNG/cC5FGuHDOAP56h0ddp8Rfk8p+othWzEK5RV9JIG6RvnF5vGa5r0AEGtKfQieed7s1kC42GuIzVOBvMBL/g==
+"@langchain/core@^1.1.42":
+  version "1.1.42"
+  resolved "https://registry.yarnpkg.com/@langchain/core/-/core-1.1.42.tgz#607bfd34c1414c9cbeb2859fda1b254a14c28085"
+  integrity sha512-d0tN96BrwPMryYyWR9VfyAntSivn7EQrZCe5Kpxum93tcjTXbKKmKvItFec8AluQt88iTcmAJrahUZUNfzGwTA==
  dependencies:
    "@cfworker/json-schema" "^4.0.2"
    "@standard-schema/spec" "^1.1.0"
+    ansi-styles "^5.0.0"
+    camelcase "6"
+    decamelize "1.2.0"
    js-tiktoken "^1.0.12"
    langsmith ">=0.5.0 <1.0.0"
    mustache "^4.2.0"
    p-queue "^6.6.2"
    zod "^3.25.76 || ^4"

-"@langchain/langgraph-checkpoint@^1.1.3":
-  version "1.1.3"
-  resolved "https://registry.yarnpkg.com/@langchain/langgraph-checkpoint/-/langgraph-checkpoint-1.1.3.tgz#891f2f9a2e96cf2ab0920f9240f9ad1e0a86a4ab"
-  integrity sha512-wgzdQNeEsdw1e+4lvlj0tdq/RYR/k1vPin10g0ymGoehZDDgd9nvIllGXSXN4TFgF9sf5qQP/KTkOcLfeseIhA==
-
-"@langchain/langgraph-sdk@~1.9.25":
-  version "1.9.25"
-  resolved "https://registry.yarnpkg.com/@langchain/langgraph-sdk/-/langgraph-sdk-1.9.25.tgz#034baf46bb626313761f1006cb554e30d797e310"
-  integrity sha512-mRKW8zyQUaHox+HirRFMRrPqOvNbQI3xeXDt6kkk4PbBg77V92bsO1WzUVNrmJ81zCkvxyOrWSK8D6ioCj0a8A==
+"@langchain/langgraph-checkpoint@^1.0.1":
+  version "1.0.1"
+  resolved "https://registry.yarnpkg.com/@langchain/langgraph-checkpoint/-/langgraph-checkpoint-1.0.1.tgz#0ee5bdfeb9878d8d1d99347f23e199e5afd52995"
+  integrity sha512-HM0cJLRpIsSlWBQ/xuDC67l52SqZ62Bh2Y61DX+Xorqwoh5e1KxYvfCD7GnSTbWWhjBOutvnR0vPhu4orFkZfw==
+  dependencies:
+    uuid "^10.0.0"
+
+"@langchain/langgraph-sdk@~1.8.9":
+  version "1.8.10"
+  resolved "https://registry.yarnpkg.com/@langchain/langgraph-sdk/-/langgraph-sdk-1.8.10.tgz#bd175cda1ab629845ef28b22b45f3bdd1f65b029"
+  integrity sha512-wrB3rkRw5KAmsqezwvKP3midT4qJrV6Hj9XJMYo+cbvXC4HYpSAmyY/VriSyeTFRbLG/OP/pY2Yz+9Z54nSaXQ==
  dependencies:
-    "@langchain/protocol" "^0.0.18"
    "@types/json-schema" "^7.0.15"
    p-queue "^9.0.1"
    p-retry "^7.1.1"
+    uuid "^13.0.0"

-"@langchain/langgraph@^1.4.7":
-  version "1.4.7"
-  resolved "https://registry.yarnpkg.com/@langchain/langgraph/-/langgraph-1.4.7.tgz#fed2157855ece936df27d812e6c5b21c515f7294"
-  integrity sha512-2tcyf3QGC7v89kqSxMCtRvzg/3L/4yHtOaWC49A8KieCciWJs7LGaxHoPB6QRxXyUgyR+Zg9Q1ss/XJIE+JuSQ==
+"@langchain/langgraph@^1.2.9":
+  version "1.2.9"
+  resolved "https://registry.yarnpkg.com/@langchain/langgraph/-/langgraph-1.2.9.tgz#4f0ba159062c3649c83cf5f621ef926b96933e32"
+  integrity sha512-3c7BtGycHC2v9p6w/Hv8L7kEl1YnZYOQTDJtmAp3knk6JOedO7d2bYP3y0SRyhv5orUEGf/KGvx8ZsB/ideP7g==
  dependencies:
-    "@langchain/langgraph-checkpoint" "^1.1.3"
-    "@langchain/langgraph-sdk" "~1.9.25"
-    "@langchain/protocol" "^0.0.18"
+    "@langchain/langgraph-checkpoint" "^1.0.1"
+    "@langchain/langgraph-sdk" "~1.8.9"
    "@standard-schema/spec" "1.1.0"
+    uuid "^10.0.0"

-"@langchain/protocol@^0.0.18":
-  version "0.0.18"
-  resolved "https://registry.yarnpkg.com/@langchain/protocol/-/protocol-0.0.18.tgz#6d96155e7263c958fbce6d4b7241b4725b72fbad"
-  integrity sha512-XW1egQtPfsGI41w2AMZNFZrUIwFSQHTjVMZs0OaTpCAvht/QLoaPN8FQcsysMVypOhupG28J29yOorrc70otBQ==
-
-"@pkgr/core@^0.3.6":
-  version "0.3.6"
-  resolved "https://registry.yarnpkg.com/@pkgr/core/-/core-0.3.6.tgz#3569708bd4be4d8870ba32bf1c456dac81600d97"
-  integrity sha512-SEeaJLb3qBNF/OaXnaR1NmmBbFYk1zC0ZH/52fATcRPLFg/p791YrcyFFy44Bo9sLaGuSuLp5Q6axbb/O+v/RA==
+"@pkgr/core@^0.2.9":
+  version "0.2.9"
+  resolved "https://registry.yarnpkg.com/@pkgr/core/-/core-0.2.9.tgz#d229a7b7f9dac167a156992ef23c7f023653f53b"
+  integrity sha512-QNqXyfVS2wm9hweSYD2O7F0G06uurj9kZ96TRQE5Y9hU7+tgdZwIkbAKc5Ocy1HxEY2kuDQa6cQ1WRs/O5LFKA==

 "@rtsao/scc@^1.1.0":
  version "1.1.0"
@@ -166,35 +166,35 @@
  resolved "https://registry.yarnpkg.com/@tsconfig/recommended/-/recommended-1.0.13.tgz#269fce3ad04ca70b93269ff44cca81b950f542da"
  integrity sha512-sySRuBfMKyKO/j2ZAhR8kSembhjuPEV4Ra3AHtmWLq51+iGaudr45crPSzNC5b7/Ctrh9dfUpBuTlYrH6rM58Q==

-"@turbo/darwin-64@2.10.2":
-  version "2.10.2"
-  resolved "https://registry.yarnpkg.com/@turbo/darwin-64/-/darwin-64-2.10.2.tgz#224d47639e882a23985664f69278c61be37a2602"
-  integrity sha512-wBM3ObqOWnKUDmg7QfUFDkDHPFUAJmrYlYqmEM8jMPAPA/I6wRJIbWimeQUqhOiQ8xPKhzyWM+xaiUP0wz8FEQ==
+"@turbo/darwin-64@2.9.7":
+  version "2.9.7"
+  resolved "https://registry.yarnpkg.com/@turbo/darwin-64/-/darwin-64-2.9.7.tgz#46fddae01ea7817192dc6ff36a678cc3879b753b"
+  integrity sha512-wnvOWuVWJ5EUHNKxExEWiGlTeVpLG1L0PCu5MUozyC1P2SHGiWsmpW6/yAuShH91Fa2TAHOvdCRBzriZh4j4Eg==

-"@turbo/darwin-arm64@2.10.2":
-  version "2.10.2"
-  resolved "https://registry.yarnpkg.com/@turbo/darwin-arm64/-/darwin-arm64-2.10.2.tgz#c6f075855a10e87ee0f5db7582432906cf05b484"
-  integrity sha512-/Cq0joWnuMjDPfhjbFP4sv+C/7gkQ415zlaO4XUzD5EZxbtrKgXKvuuydMvogG8GeUnN1aDltW71RlmEfpjbyw==
+"@turbo/darwin-arm64@2.9.7":
+  version "2.9.7"
+  resolved "https://registry.yarnpkg.com/@turbo/darwin-arm64/-/darwin-arm64-2.9.7.tgz#cd7cf3a024509af0f59ae3885216d62fd090fdb6"
+  integrity sha512-mA0FIPMwwN3lodDkQYaGxj6PeT7ZaN5aCEbkKn/WB+ZB9yJdVWA4J83GH7t43jqDc5dcnVluVN5UFx3plRiXhA==

-"@turbo/linux-64@2.10.2":
-  version "2.10.2"
-  resolved "https://registry.yarnpkg.com/@turbo/linux-64/-/linux-64-2.10.2.tgz#d4251e876fda269a3a9b1c02ee668dbb3187b2a5"
-  integrity sha512-mMsf5IIhiKuceEXNstd25IbadjBXZ0amxzFOqliEzJX6HyeeHdBQPVSY583PWqYDyqM/FB8d5ZjkthfBSeuH3Q==
+"@turbo/linux-64@2.9.7":
+  version "2.9.7"
+  resolved "https://registry.yarnpkg.com/@turbo/linux-64/-/linux-64-2.9.7.tgz#25ee9a2cb3042498a3203e14653b14041105020f"
+  integrity sha512-fEbUYpgb5l7P+q+5tsWF2gw+/GSjUsuUTcnfm+f0lozUjgcjLKyOat6PgtAChmIFcTPchCL/8rJ3TvkBy01gfA==

-"@turbo/linux-arm64@2.10.2":
-  version "2.10.2"
-  resolved "https://registry.yarnpkg.com/@turbo/linux-arm64/-/linux-arm64-2.10.2.tgz#2a68be00512a6874fe972dcf028a8f6d7b0b7620"
-  integrity sha512-Wcng1i2kaKmXutmwxT9MUoYZvdaIekXAdlGr4+0TpgbhGLw7nDuEcRBFrxb5BbRoX1d1q8SpdRxLc45TvDZIdQ==
+"@turbo/linux-arm64@2.9.7":
+  version "2.9.7"
+  resolved "https://registry.yarnpkg.com/@turbo/linux-arm64/-/linux-arm64-2.9.7.tgz#5b19d6249a50cb8153b8f2bc22ad10bbda614fbe"
+  integrity sha512-VkUjulo9ytfHKUHOS5gy0XPoh4CTKPXWCL8nLdrlHVi9fSut31ECeUqnm/dAbETP5D4xo9mH9XkJ+qMzGe/zmg==

-"@turbo/windows-64@2.10.2":
-  version "2.10.2"
-  resolved "https://registry.yarnpkg.com/@turbo/windows-64/-/windows-64-2.10.2.tgz#f2233aec870c45d12b3dd8f1dfc767a042498151"
-  integrity sha512-SsNhM7Ho7EpAdwtrJKBOic9Hso23vu6Dp0gAfLOvUFjPzurr/sGQlXZEvr6z89ne4RDOypTwz5CBDrixpMKtXw==
+"@turbo/windows-64@2.9.7":
+  version "2.9.7"
+  resolved "https://registry.yarnpkg.com/@turbo/windows-64/-/windows-64-2.9.7.tgz#900645776fa44ff8333e801d890992736f6dbc72"
+  integrity sha512-/GWdY6/x4aIHqkYJq596Rpdk1x0MkpRPkJcLAoB3yGRwyUms0+u2F1GnV54IbyAZTeKLRWSJKzNC+QwVGdYchA==

-"@turbo/windows-arm64@2.10.2":
-  version "2.10.2"
-  resolved "https://registry.yarnpkg.com/@turbo/windows-arm64/-/windows-arm64-2.10.2.tgz#c7b8c5b7c30b1fb3b7dac33dda9cb161fe09f461"
-  integrity sha512-Gf+S7ICAdimT/n02bOuVWKvhHnct/HYjZg3oBNIz5hZ9ZyWHbQim9J3P5Qip8WpX0ksxF7eaBVziJCuLnjhqDg==
+"@turbo/windows-arm64@2.9.7":
+  version "2.9.7"
+  resolved "https://registry.yarnpkg.com/@turbo/windows-arm64/-/windows-arm64-2.9.7.tgz#e678d73fdbcbb12a679403fe7ba070fb67f37810"
+  integrity sha512-xBBgxCC5PK2+WZ1PPRZdp+aJ0bMBcEbweXWux3RUHJvX9ZodcoQySkrW6qt+ahb+uk8ZjyQodLfDwtVSoYds1w==

 "@types/esrecurse@^4.3.1":
  version "4.3.1"
@@ -216,100 +216,100 @@
  resolved "https://registry.yarnpkg.com/@types/json5/-/json5-0.0.29.tgz#ee28707ae94e11d2b827bcbe5270bcea7f3e71ee"
  integrity sha512-dRLjCWHYg4oaA77cxO64oO+7JwCwnIzkZPdrrC71jQmQtlhM556pwKo5bUzqvZndkVbeFLIIi+9TC40JNF5hNQ==

-"@typescript-eslint/eslint-plugin@^8.62.1":
-  version "8.62.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/eslint-plugin/-/eslint-plugin-8.62.1.tgz#1736dcdca6cae3359d818456a47d18b674761f7f"
-  integrity sha512-4EQM77WgVNxj7OkL/5b/D/xZsw00G577+UriYTC7JF5opcF3T2AuoeY7ueLaZgSVjSgCS6yOAJB5bRGLPSJUzA==
+"@typescript-eslint/eslint-plugin@^8.59.1":
+  version "8.59.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/eslint-plugin/-/eslint-plugin-8.59.1.tgz#781bc6f9002982cfaf75a185240e24ad7276628a"
+  integrity sha512-BOziFIfE+6osHO9FoJG4zjoHUcvI7fTNBSpdAwrNH0/TLvzjsk2oo8XSSOT2HhqUyhZPfHv4UOffoJ9oEEQ7Ag==
  dependencies:
    "@eslint-community/regexpp" "^4.12.2"
-    "@typescript-eslint/scope-manager" "8.62.1"
-    "@typescript-eslint/type-utils" "8.62.1"
-    "@typescript-eslint/utils" "8.62.1"
-    "@typescript-eslint/visitor-keys" "8.62.1"
+    "@typescript-eslint/scope-manager" "8.59.1"
+    "@typescript-eslint/type-utils" "8.59.1"
+    "@typescript-eslint/utils" "8.59.1"
+    "@typescript-eslint/visitor-keys" "8.59.1"
    ignore "^7.0.5"
    natural-compare "^1.4.0"
    ts-api-utils "^2.5.0"

-"@typescript-eslint/parser@^8.62.1":
-  version "8.62.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/parser/-/parser-8.62.1.tgz#d3f7ba18f1bf78bfb7256fea021d1927b48e7080"
-  integrity sha512-sPhE4iHuJDSvoAiec+Ro8JyXw8f0ql13HFR82P99nCm9GwTEKG0KYLvDe6REk8BCXuit6vJAv/Yxg5ABaNS2rA==
+"@typescript-eslint/parser@^8.59.1":
+  version "8.59.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/parser/-/parser-8.59.1.tgz#835d20a62350659a082a1ae2a60b822c40488905"
+  integrity sha512-HDQH9O/47Dxi1ceDhBXdaldtf/WV9yRYMjbjCuNk3qnaTD564qwv61Y7+gTxwxRKzSrgO5uhtw584igXVuuZkA==
  dependencies:
-    "@typescript-eslint/scope-manager" "8.62.1"
-    "@typescript-eslint/types" "8.62.1"
-    "@typescript-eslint/typescript-estree" "8.62.1"
-    "@typescript-eslint/visitor-keys" "8.62.1"
+    "@typescript-eslint/scope-manager" "8.59.1"
+    "@typescript-eslint/types" "8.59.1"
+    "@typescript-eslint/typescript-estree" "8.59.1"
+    "@typescript-eslint/visitor-keys" "8.59.1"
    debug "^4.4.3"

-"@typescript-eslint/project-service@8.62.1":
-  version "8.62.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/project-service/-/project-service-8.62.1.tgz#78d880eb1cf6859b5ec263d04f95403e9f90ae47"
-  integrity sha512-yQ3RgY5RkSBpsNS1Bx/JQEcA24FOSdfGktoyprAr5u18390UQdtVcfnEv4nIrIshNnavlVyZBKxQwT1fIAE6cg==
+"@typescript-eslint/project-service@8.59.1":
+  version "8.59.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/project-service/-/project-service-8.59.1.tgz#49efe87c37ef84262f23df8bf62fdc56698ca6fe"
+  integrity sha512-+MuHQlHiEr00Of/IQbE/MmEoi44znZHbR/Pz7Opq4HryUOlRi+/44dro9Ycy8Fyo+/024IWtw8m4JUMCGTYxDg==
  dependencies:
-    "@typescript-eslint/tsconfig-utils" "^8.62.1"
-    "@typescript-eslint/types" "^8.62.1"
+    "@typescript-eslint/tsconfig-utils" "^8.59.1"
+    "@typescript-eslint/types" "^8.59.1"
    debug "^4.4.3"

-"@typescript-eslint/scope-manager@8.62.1":
-  version "8.62.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/scope-manager/-/scope-manager-8.62.1.tgz#7ee65e9a6eb3ccdc4816593a4ff38840306de88a"
-  integrity sha512-r4d249KbQ1SFdpeStvob8Ih6aPPIzfqllPVOtvhve6ZcpuVcYo5/7zUWckKpHE7StASX4kTKZTLf0WQm/wPkcg==
+"@typescript-eslint/scope-manager@8.59.1":
+  version "8.59.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/scope-manager/-/scope-manager-8.59.1.tgz#ed90d054fc3db2d0c81464db3a953a94fb85bb58"
+  integrity sha512-LwuHQI4pDOYVKvmH2dkaJo6YZCSgouVgnS/z7yBPKBMvgtBvyLqiLy9Z6b7+m/TRcX1NFYUqZetI5Y+aT4GEfg==
  dependencies:
-    "@typescript-eslint/types" "8.62.1"
-    "@typescript-eslint/visitor-keys" "8.62.1"
+    "@typescript-eslint/types" "8.59.1"
+    "@typescript-eslint/visitor-keys" "8.59.1"

-"@typescript-eslint/tsconfig-utils@8.62.1", "@typescript-eslint/tsconfig-utils@^8.62.1":
-  version "8.62.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/tsconfig-utils/-/tsconfig-utils-8.62.1.tgz#e2b5f24fe721044189cb7e81117c96d75979d627"
-  integrity sha512-xadytJqX9vJVQ2fdQjkcIVigwaOJNWkpjdLt6cEQ+xPnrI1fkp+/jZE/I97k9KUjqtpd25i0HeyZf3T6dutv2g==
+"@typescript-eslint/tsconfig-utils@8.59.1", "@typescript-eslint/tsconfig-utils@^8.59.1":
+  version "8.59.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/tsconfig-utils/-/tsconfig-utils-8.59.1.tgz#ba2a779a444f1d5cb92a606f9b209d239fd4cab1"
+  integrity sha512-/0nEyPbX7gRsk0Uwfe4ALwwgxuA66d/l2mhRDNlAvaj4U3juhUtJNq0DsY8M2AYwwb9rEq2hrC3IcIcEt++iJA==

-"@typescript-eslint/type-utils@8.62.1":
-  version "8.62.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/type-utils/-/type-utils-8.62.1.tgz#ebd30b13bacb13070917259a23309cf644121f9a"
-  integrity sha512-aXM5xlqXiTxPibXB93cLAURfT3rlizf7uMXISCXy66Isr/9hISJx3yDsKl0L7lKa51b8JpFuNKby0/O0pEm9jg==
+"@typescript-eslint/type-utils@8.59.1":
+  version "8.59.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/type-utils/-/type-utils-8.59.1.tgz#9c83d3f2ed9187a815e8120f72c08317e513e409"
+  integrity sha512-klWPBR2ciQHS3f++ug/mVnWKPjBUo7icEL3FAO1lhAR1Z1i5NQYZ1EannMSRYcq5qCv5wNALlXr6fksRHyYl7w==
  dependencies:
-    "@typescript-eslint/types" "8.62.1"
-    "@typescript-eslint/typescript-estree" "8.62.1"
-    "@typescript-eslint/utils" "8.62.1"
+    "@typescript-eslint/types" "8.59.1"
+    "@typescript-eslint/typescript-estree" "8.59.1"
+    "@typescript-eslint/utils" "8.59.1"
    debug "^4.4.3"
    ts-api-utils "^2.5.0"

-"@typescript-eslint/types@8.62.1", "@typescript-eslint/types@^8.62.1":
-  version "8.62.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/types/-/types-8.62.1.tgz#c58be954e483b2fc98275374d5bcb40b99842dc1"
-  integrity sha512-ooCzJFaf+Hg+uG6fA3NRFGuFjlfNlDhBthbv4ZPU/0elCAFUfnyXUvf/WOpHz/jYwSmvU2GkR2LtyUfy1AxZ1Q==
+"@typescript-eslint/types@8.59.1", "@typescript-eslint/types@^8.59.1":
+  version "8.59.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/types/-/types-8.59.1.tgz#c1d014d3f03a97e0113a8899fc9d4e45a7fb0ca9"
+  integrity sha512-ZDCjgccSdYPw5Bxh+my4Z0lJU96ZDN7jbBzvmEn0FZx3RtU1C7VWl6NbDx94bwY3V5YsgwRzJPOgeY2Q/nLG8A==

-"@typescript-eslint/typescript-estree@8.62.1":
-  version "8.62.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/typescript-estree/-/typescript-estree-8.62.1.tgz#98c1bb17635d5b026b24193a8d29188ac64380ff"
-  integrity sha512-xMcW9oP9u7fAMXYs9A65CVmtLQe2r//oXINHfi8HV+oiqhih17sbLdhXr4540YWlgpDKQdY854OL5ZrdCiQsAA==
+"@typescript-eslint/typescript-estree@8.59.1":
+  version "8.59.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/typescript-estree/-/typescript-estree-8.59.1.tgz#4391fadf98a22c869c5b6522dbf4e491e53e351a"
+  integrity sha512-OUd+vJS05sSkOip+BkZ/2NS8RMxrAAJemsC6vU3kmfLyeaJT0TftHkV9mcx2107MmsBVXXexhVu4F0TZXyMl4g==
  dependencies:
-    "@typescript-eslint/project-service" "8.62.1"
-    "@typescript-eslint/tsconfig-utils" "8.62.1"
-    "@typescript-eslint/types" "8.62.1"
-    "@typescript-eslint/visitor-keys" "8.62.1"
+    "@typescript-eslint/project-service" "8.59.1"
+    "@typescript-eslint/tsconfig-utils" "8.59.1"
+    "@typescript-eslint/types" "8.59.1"
+    "@typescript-eslint/visitor-keys" "8.59.1"
    debug "^4.4.3"
    minimatch "^10.2.2"
    semver "^7.7.3"
    tinyglobby "^0.2.15"
    ts-api-utils "^2.5.0"

-"@typescript-eslint/utils@8.62.1":
-  version "8.62.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/utils/-/utils-8.62.1.tgz#1622b75c7e6df308181dd0b44855dc4228da0457"
-  integrity sha512-sHtbPfuKNZCG+ih8SyjjucqRntSVmp8XgL5u6o9mAhiSn8ds5o/M/XdM0abweme2Tln3szOstOrZ9OXitvPh0g==
+"@typescript-eslint/utils@8.59.1":
+  version "8.59.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/utils/-/utils-8.59.1.tgz#cf6204d69701bbbc5b150f98c18aeef0a42c10bd"
+  integrity sha512-3pIeoXhCeYH9FSCBI8P3iNwJlGuzPlYKkTlen2O9T1DSeeg8UG8jstq6BLk+Mda0qup7mgk4z4XL4OzRaxZ8LA==
  dependencies:
    "@eslint-community/eslint-utils" "^4.9.1"
-    "@typescript-eslint/scope-manager" "8.62.1"
-    "@typescript-eslint/types" "8.62.1"
-    "@typescript-eslint/typescript-estree" "8.62.1"
+    "@typescript-eslint/scope-manager" "8.59.1"
+    "@typescript-eslint/types" "8.59.1"
+    "@typescript-eslint/typescript-estree" "8.59.1"

-"@typescript-eslint/visitor-keys@8.62.1":
-  version "8.62.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/visitor-keys/-/visitor-keys-8.62.1.tgz#499657d77ffafb8a99eb1d6c97847ca430234722"
-  integrity sha512-4g3BLxfdTMy8iZG0MaBkadnlRrCJ74cQiFbyEVMrkwIoqdyaXXQM22cotDvrl4x28wgIZ9rEJRoM+mmhSJpJ1g==
+"@typescript-eslint/visitor-keys@8.59.1":
+  version "8.59.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/visitor-keys/-/visitor-keys-8.59.1.tgz#b5cba576287a3eeb0b400b62813189abcc3f976a"
+  integrity sha512-LdDNl6C5iJExcM0Yh0PwAIBb9PrSiCsWamF/JyEZawm3kFDnRoaq3LGE4bpyRao/fWeGKKyw7icx0YxrLFC5Cg==
  dependencies:
-    "@typescript-eslint/types" "8.62.1"
+    "@typescript-eslint/types" "8.59.1"
    eslint-visitor-keys "^5.0.0"

 acorn-jsx@^5.3.2:
@@ -337,6 +337,11 @@ ajv@^6.14.0:
    json-schema-traverse "^0.4.1"
    uri-js "^4.2.2"

+ansi-styles@^5.0.0:
+  version "5.2.0"
+  resolved "https://registry.yarnpkg.com/ansi-styles/-/ansi-styles-5.2.0.tgz#07449690ad45777d1924ac2abb2fc8895dba836b"
+  integrity sha512-Cxwpt2SfTzTtXcfOlzGEee8O+c+MmUgGrNiBcXnuWxuFJHe6a5Hz7qwhwe5OgaSYI0IJvkLqWX1ASG+cJOkEiA==
+
 argparse@^2.0.1:
  version "2.0.1"
  resolved "https://registry.yarnpkg.com/argparse/-/argparse-2.0.1.tgz#246f50f3ca78a3240f6c997e8a9bd1eac49e4b38"
@@ -485,6 +490,11 @@ callsites@^3.0.0:
  resolved "https://registry.yarnpkg.com/callsites/-/callsites-3.1.0.tgz#b3630abd8943432f54b3f0519238e33cd7df2f73"
  integrity sha512-P8BjAsXvZS+VIDUI11hHCQEv74YT67YUi5JJFNWIqL235sBmjX4+qx9Muvls5ivyNENctx46xQLQ3aTuE7ssaQ==

+camelcase@6:
+  version "6.3.0"
+  resolved "https://registry.yarnpkg.com/camelcase/-/camelcase-6.3.0.tgz#5685b95eb209ac9c0c177467778c9c84df58ba9a"
+  integrity sha512-Gmy6FhYlCY7uOElZUSbxo2UCDH8owEk996gkbrpsgGtrJLM3J7jGxl9Ic7Qwwj4ivOE5AWZWRMecDdF7hqGjFA==
+
 concat-map@0.0.1:
  version "0.0.1"
  resolved "https://registry.yarnpkg.com/concat-map/-/concat-map-0.0.1.tgz#d8a96bd77fd68df7793a73036a3ba0d5405d477b"
@@ -540,6 +550,11 @@ debug@^4.3.1, debug@^4.3.2, debug@^4.4.3:
  dependencies:
    ms "^2.1.3"

+decamelize@1.2.0:
+  version "1.2.0"
+  resolved "https://registry.yarnpkg.com/decamelize/-/decamelize-1.2.0.tgz#f6534d15148269b20352e7bee26f501f9a191290"
+  integrity sha512-z2S+W9X73hAUUki+N+9Za2lBlun89zigOyGrsax+KUQ6wKW4ZoWpEYBkGhQjwAjjDCkWxhY0VKEhk8wzY7F5cA==
+
 deep-is@^0.1.3:
  version "0.1.4"
  resolved "https://registry.yarnpkg.com/deep-is/-/deep-is-0.1.4.tgz#a6f2dce612fadd2ef1f519b73551f17e85199831"
@@ -738,13 +753,13 @@ eslint-plugin-no-instanceof@^1.0.1:
  resolved "https://registry.yarnpkg.com/eslint-plugin-no-instanceof/-/eslint-plugin-no-instanceof-1.0.1.tgz#5d9fc86d160df6991b654b294a62390207f1bb97"
  integrity sha512-zlqQ7EsfzbRO68uI+p8FIE7zYB4njs+nNbkNjSb5QmLi2et67zQLqSeaao5U9SpnlZTTJC87nS2oyHo2ACtajw==

-eslint-plugin-prettier@^5.5.6:
-  version "5.5.6"
-  resolved "https://registry.yarnpkg.com/eslint-plugin-prettier/-/eslint-plugin-prettier-5.5.6.tgz#363ebe4d769bce157ccdd8129ce3efd91dc62564"
-  integrity sha512-ifetmTcxWfz+4qRW3pH/ujdTq2jQIj59AxJMIN26K5avYgU8dxycUETQonWiW+wPrYXA0j3Try0l1CnwVQtDqQ==
+eslint-plugin-prettier@^5.5.5:
+  version "5.5.5"
+  resolved "https://registry.yarnpkg.com/eslint-plugin-prettier/-/eslint-plugin-prettier-5.5.5.tgz#9eae11593faa108859c26f9a9c367d619a0769c0"
+  integrity sha512-hscXkbqUZ2sPithAuLm5MXL+Wph+U7wHngPBv9OMWwlP8iaflyxpjTYZkmdgB4/vPIhemRlBEoLrH7UC1n7aUw==
  dependencies:
    prettier-linter-helpers "^1.0.1"
-    synckit "^0.11.13"
+    synckit "^0.11.12"

 eslint-scope@^9.1.2:
  version "9.1.2"
@@ -771,17 +786,17 @@ eslint-visitor-keys@^5.0.0, eslint-visitor-keys@^5.0.1:
  resolved "https://registry.yarnpkg.com/eslint-visitor-keys/-/eslint-visitor-keys-5.0.1.tgz#9e3c9489697824d2d4ce3a8ad12628f91e9f59be"
  integrity sha512-tD40eHxA35h0PEIZNeIjkHoDR4YjjJp34biM0mDvplBe//mB+IHCqHDGV7pxF+7MklTvighcCPPZC7ynWyjdTA==

-eslint@^10.6.0:
-  version "10.6.0"
-  resolved "https://registry.yarnpkg.com/eslint/-/eslint-10.6.0.tgz#e1b4059c582be950c7088c9b55f984738b243c27"
-  integrity sha512-6lVbcqSodALYo+4ELD0heG6lFiFxnLMuLkiMi2qV8LMp54N8tE8FT1GMH+ev4Ti00nFjNze2+Su6DsV5OQW3Dg==
+eslint@^10.2.1:
+  version "10.2.1"
+  resolved "https://registry.yarnpkg.com/eslint/-/eslint-10.2.1.tgz#224b2a6caeb34473eddcf918762363e2e063222a"
+  integrity sha512-wiyGaKsDgqXvF40P8mDwiUp/KQjE1FdrIEJsM8PZ3XCiniTMXS3OHWWUe5FI5agoCnr8x4xPrTDZuxsBlNHl+Q==
  dependencies:
    "@eslint-community/eslint-utils" "^4.8.0"
    "@eslint-community/regexpp" "^4.12.2"
    "@eslint/config-array" "^0.23.5"
-    "@eslint/config-helpers" "^0.6.0"
+    "@eslint/config-helpers" "^0.5.5"
    "@eslint/core" "^1.2.1"
-    "@eslint/plugin-kit" "^0.7.2"
+    "@eslint/plugin-kit" "^0.7.1"
    "@humanfs/node" "^0.16.6"
    "@humanwhocodes/module-importer" "^1.0.1"
    "@humanwhocodes/retry" "^0.4.2"
@@ -1276,9 +1291,9 @@ js-tiktoken@^1.0.12:
    base64-js "^1.5.1"

 js-yaml@^4.1.1:
-  version "4.3.0"
-  resolved "https://registry.yarnpkg.com/js-yaml/-/js-yaml-4.3.0.tgz#d1900572a7f7cf0b5f540c83673e60bad3436592"
-  integrity sha512-1td788aAnnZ5qs7V2QIRl1owjtYpbKt749Y3xauqQgwIIGF/xXWz1wMTEBx5O3LK3lXLVuqXPdPxj2BoFHaW9Q==
+  version "4.1.1"
+  resolved "https://registry.yarnpkg.com/js-yaml/-/js-yaml-4.1.1.tgz#854c292467705b699476e1a2decc0c8a3458806b"
+  integrity sha512-qQKT4zQxXl8lLwBtHMWwaTcGfFOZviOJet3Oy/xmGk2gZH677CJM9EvtfdSkgWcATZhj/55JZ0rmy3myCT5lsA==
  dependencies:
    argparse "^2.0.1"

@@ -1312,11 +1327,12 @@ keyv@^4.5.4:
    json-buffer "3.0.1"

 "langsmith@>=0.5.0 <1.0.0":
-  version "0.7.1"
-  resolved "https://registry.yarnpkg.com/langsmith/-/langsmith-0.7.1.tgz#d721ad2e5211f9a5373e8a84eb4fed36b5621971"
-  integrity sha512-Wjk90UjNoY5cBHMlNAC/eZx5clI8jnjBOBW8uJu8+MWBtx0QesNjsUiLtjI+I3UnrpxFFpDqGXcnhBjH654Mqg==
+  version "0.5.20"
+  resolved "https://registry.yarnpkg.com/langsmith/-/langsmith-0.5.20.tgz#4021847d2ccd5a86c5eb96060f9bb5f19f80eca5"
+  integrity sha512-ULhLM8RswvQDXufLtNtvclHrWCBx8Cb5UPI6lAZC+8Dq59iHsVPz/3Ac9khWNm1VIvChRsuykixD/WrmzuuA3Q==
  dependencies:
    p-queue "6.6.2"
+    uuid "10.0.0"

 levn@^0.4.1:
  version "0.4.1"
@@ -1542,10 +1558,10 @@ prettier-linter-helpers@^1.0.1:
  dependencies:
    fast-diff "^1.1.2"

-prettier@^3.9.4:
-  version "3.9.4"
-  resolved "https://registry.yarnpkg.com/prettier/-/prettier-3.9.4.tgz#a9c477cf1614376bd1f6bbc593d8c0d414bcec87"
-  integrity sha512-yWG/o/4oJfo036EKAfK6ACAoDOfHeRHx4tuxkfBZiauURiaSmYwlpOr5LQqKtIkRD2z1PLteme2WoxEnj4tHTg==
+prettier@^3.8.3:
+  version "3.8.3"
+  resolved "https://registry.yarnpkg.com/prettier/-/prettier-3.8.3.tgz#560f2de55bf01b4c0503bc629d5df99b9a1d09b0"
+  integrity sha512-7igPTM53cGHMW8xWuVTydi2KO233VFiTNyF5hLJqpilHfmn8C8gPf+PS7dUT64YcXFbiMGZxS9pCSxL/Dxm/Jw==

 punycode@^2.1.0:
  version "2.3.1"
@@ -1768,12 +1784,12 @@ supports-preserve-symlinks-flag@^1.0.0:
  resolved "https://registry.yarnpkg.com/supports-preserve-symlinks-flag/-/supports-preserve-symlinks-flag-1.0.0.tgz#6eda4bd344a3c94aea376d4cc31bc77311039e09"
  integrity sha512-ot0WnXS9fgdkgIcePe6RHNk1WA8+muPa6cSjeR3V8K27q9BB1rTE3R1p7Hv0z1ZyAc8s6Vvv8DIyWf681MAt0w==

-synckit@^0.11.13:
-  version "0.11.13"
-  resolved "https://registry.yarnpkg.com/synckit/-/synckit-0.11.13.tgz#062a5ea57d81befc35892f8254de5c567e97c80a"
-  integrity sha512-eNRKgb3z66Yp3D2CixVujOUvXLFUTij/zVnV8KRyvFdQwpz7I5DS8UfRkTeLzb64u+dkzDSdelE24izu+zSSUg==
+synckit@^0.11.12:
+  version "0.11.12"
+  resolved "https://registry.yarnpkg.com/synckit/-/synckit-0.11.12.tgz#abe74124264fbc00a48011b0d98bdc1cffb64a7b"
+  integrity sha512-Bh7QjT8/SuKUIfObSXNHNSK6WHo6J1tHCqJsuaFDP7gP0fkzSfTxI8y85JrppZ0h8l0maIgc2tfuZQ6/t3GtnQ==
  dependencies:
-    "@pkgr/core" "^0.3.6"
+    "@pkgr/core" "^0.2.9"

 tinyglobby@^0.2.15:
  version "0.2.15"
@@ -1798,17 +1814,17 @@ tsconfig-paths@^3.15.0:
    minimist "^1.2.6"
    strip-bom "^3.0.0"

-turbo@^2.10.2:
-  version "2.10.2"
-  resolved "https://registry.yarnpkg.com/turbo/-/turbo-2.10.2.tgz#7b8993242d550e3adf7f3245b231f663e5300ebf"
-  integrity sha512-wTExrNrRjB8qzIcg+ZLm0A3GFNLDsWNwdS/RBXB0FPrBDyzk3i96Yx+TxWZC7a0k1SIreFB8ciUbxjmEqTH8IQ==
+turbo@^2.9.7:
+  version "2.9.7"
+  resolved "https://registry.yarnpkg.com/turbo/-/turbo-2.9.7.tgz#da6d5a821f0bde5174e1a55af6690dad5c2fb004"
+  integrity sha512-epxzqVO2s0IxcSWcgb+qKrtco8isfe7g3VtiS6hkYnEK4A9XQDZbrtavQ6MtWR1KoQn+1fUomaQth2rfRHlUlg==
  optionalDependencies:
-    "@turbo/darwin-64" "2.10.2"
-    "@turbo/darwin-arm64" "2.10.2"
-    "@turbo/linux-64" "2.10.2"
-    "@turbo/linux-arm64" "2.10.2"
-    "@turbo/windows-64" "2.10.2"
-    "@turbo/windows-arm64" "2.10.2"
+    "@turbo/darwin-64" "2.9.7"
+    "@turbo/darwin-arm64" "2.9.7"
+    "@turbo/linux-64" "2.9.7"
+    "@turbo/linux-arm64" "2.9.7"
+    "@turbo/windows-64" "2.9.7"
+    "@turbo/windows-arm64" "2.9.7"

 type-check@^0.4.0, type-check@~0.4.0:
  version "0.4.0"
@@ -1862,10 +1878,10 @@ typed-array-length@^1.0.7:
    possible-typed-array-names "^1.0.0"
    reflect.getprototypeof "^1.0.6"

-typescript@^6.0.3:
-  version "6.0.3"
-  resolved "https://registry.yarnpkg.com/typescript/-/typescript-6.0.3.tgz#90251dc007916e972786cb94d74d15b185577d21"
-  integrity sha512-y2TvuxSZPDyQakkFRPZHKFm+KKVqIisdg9/CZwm9ftvKXLP8NRWj38/ODjNbr43SsoXqNuAisEf1GdCxqWcdBw==
+typescript@^5.9.3:
+  version "5.9.3"
+  resolved "https://registry.yarnpkg.com/typescript/-/typescript-5.9.3.tgz#5b4f59e15310ab17a216f5d6cf53ee476ede670f"
+  integrity sha512-jl1vZzPDinLr9eUt3J/t7V6FgNEw9QjvBPdysz9KfQDD41fQrC2Y4vKQdiaUpFT4bXlb1RHhLpp8wtm6M5TgSw==

 unbox-primitive@^1.1.0:
  version "1.1.0"
@@ -1884,6 +1900,16 @@ uri-js@^4.2.2:
  dependencies:
    punycode "^2.1.0"

+uuid@10.0.0, uuid@^10.0.0:
+  version "10.0.0"
+  resolved "https://registry.yarnpkg.com/uuid/-/uuid-10.0.0.tgz#5a95aa454e6e002725c79055fd42aaba30ca6294"
+  integrity sha512-8XkAphELsDnEGrDxUOHB3RGvXz6TeuYSGEZBOjtTtPm2lwhGBjLgOzLHB63IUWfBpNucQjND6d3AOudO+H3RWQ==
+
+uuid@^13.0.0:
+  version "13.0.0"
+  resolved "https://registry.yarnpkg.com/uuid/-/uuid-13.0.0.tgz#263dc341b19b4d755eb8fe36b78d95a6b65707e8"
+  integrity sha512-XQegIaBTVUjSHliKqcnFqYypAd4S+WCYt5NIeRs6w/UAry7z8Y9j5ZwRRL4kzq9U3sD6v+85er9FvkEaBpji2w==
+
 which-boxed-primitive@^1.1.0, which-boxed-primitive@^1.1.1:
  version "1.1.1"
  resolved "https://registry.yarnpkg.com/which-boxed-primitive/-/which-boxed-primitive-1.1.1.tgz#d76ec27df7fa165f18d5808374a5fe23c29b176e"
@@ -1 +1 @@
-__version__ = "0.4.31"
+__version__ = "0.4.24"
@@ -159,14 +159,7 @@ OPT_POSTGRES_URI = click.option(
 OPT_API_VERSION = click.option(
    "--api-version",
    type=str,
-    help=(
-        "API server version to use for the base image. If unspecified, the "
-        "latest stable version will be used. Compatible ranges like "
-        "~=0.11.0.dev5 stay on 0.11.0.dev5 while only newer dev builds exist, "
-        "then resolve to the newest matching rc or stable release, for example "
-        "0.11.0rc1 or 0.11.0. Stable-floating ranges like >~=0.11.0.dev5 "
-        "can also pick up future stable releases, for example 0.12.0."
-    ),
+    help="API server version to use for the base image. If unspecified, the latest version will be used.",
 )

 OPT_ENGINE_RUNTIME_MODE = click.option(
@@ -731,30 +724,6 @@ def dockerfile(
    default="WARNING",
    help="Set the log level for the API server.",
 )
-@click.option(
-    "--ssl-certfile",
-    type=click.Path(
-        exists=True,
-        file_okay=True,
-        dir_okay=False,
-        resolve_path=True,
-        path_type=pathlib.Path,
-    ),
-    default=None,
-    help="Path to an SSL certificate file for serving the development server over HTTPS.",
-)
-@click.option(
-    "--ssl-keyfile",
-    type=click.Path(
-        exists=True,
-        file_okay=True,
-        dir_okay=False,
-        resolve_path=True,
-        path_type=pathlib.Path,
-    ),
-    default=None,
-    help="Path to an SSL key file for serving the development server over HTTPS.",
-)
@cli.command(
    "dev",
    help="🏃‍♀️‍➡️ Run LangGraph API server in development mode with hot reloading and debugging support",
@@ -773,20 +742,8 @@ def dev(
    allow_blocking: bool,
    tunnel: bool,
    server_log_level: str,
-    ssl_certfile: pathlib.Path | None,
-    ssl_keyfile: pathlib.Path | None,
 ):
    """CLI entrypoint for running the LangGraph API server."""
-    if (ssl_certfile is None) != (ssl_keyfile is None):
-        raise click.UsageError(
-            "Both --ssl-certfile and --ssl-keyfile must be provided to enable HTTPS."
-        )
-
-    if ssl_certfile and ssl_keyfile and tunnel:
-        raise click.UsageError(
-            "Cannot use --tunnel with SSL options. Please choose either to serve over HTTPS or to expose via a tunnel, but not both."
-        )
-
    try:
        from langgraph_api.cli import run_server  # type: ignore
    except ImportError:
@@ -857,8 +814,6 @@ def dev(
        server_level=server_log_level,
        checkpointer=config_json.get("checkpointer"),
        disable_persistence=config_json.get("disable_persistence", False),
-        ssl_certfile=ssl_certfile,
-        ssl_keyfile=ssl_keyfile,
    )


@@ -9,7 +9,6 @@ from collections import Counter
 from typing import Literal, NamedTuple

 import click
-import httpx

 from langgraph_cli.schemas import Config, Distros
 from langgraph_cli.uv_lock import python_config_to_docker_uv_lock
@@ -36,37 +35,6 @@ DISALLOWED_BUILD_COMMAND_CHARS = [
 # This blocks background execution (cmd &) while allowing command
 # chaining (cmd1 && cmd2) which is common in build commands.
 _SINGLE_AMPERSAND_RE = re.compile(r"(?<!&)&(?:&&)*(?!&)")
-_API_VERSION_PATTERN = re.compile(
-    r"^(?P<major>\d+)"
-    r"(?:\.(?P<minor>\d+))?"
-    r"(?:\.(?P<patch>\d+))?"
-    r"(?:(?:\.|)(?:[A-Za-z][0-9A-Za-z]*))?$"
-)
-_API_VERSION_RANGE_PATTERN = re.compile(r"^(?P<operator>~=|>~=)\s*(?P<version>.+)$")
-_API_VERSION_PART_PATTERN = re.compile(
-    r"^(?P<major>\d+)"
-    r"(?:\.(?P<minor>\d+))?"
-    r"(?:\.(?P<patch>\d+))?"
-    r"(?:(?:\.|)(?P<pre>dev|rc)(?P<pre_n>\d+))?$"
-)
-
-
-class _ParsedApiVersion(NamedTuple):
-    release: tuple[int, ...]
-    prerelease: str | None
-    prerelease_number: int
-
-
-class _ApiVersionRange(NamedTuple):
-    floor: _ParsedApiVersion
-    allow_future_stable: bool
-
-
-_PRERELEASE_ORDER = {
-    "dev": 0,
-    "rc": 1,
-    None: 2,
-}


 def has_disallowed_build_command_content(command: str) -> bool:
@@ -155,145 +123,6 @@ def _parse_node_version(version_str: str) -> int:
        ) from None


-def _parse_api_version_parts(version_str: str) -> tuple[int, ...]:
-    """Parse an API version into numeric components.
-
-    Supports optional prerelease suffixes, e.g. `0.9.0rc1`.
-    """
-    version_core = version_str.split("-", 1)[0]
-    match = _API_VERSION_PATTERN.fullmatch(version_core)
-    if not match:
-        raise ValueError("Version must be major or major.minor or major.minor.patch.")
-    return tuple(int(part) for part in match.groups() if part is not None)
-
-
-def _parse_api_version(version_str: str) -> _ParsedApiVersion:
-    match = _API_VERSION_PART_PATTERN.fullmatch(version_str)
-    if not match:
-        raise ValueError("Version must be major or major.minor or major.minor.patch.")
-    release = tuple(
-        int(part)
-        for part in (
-            match.group("major"),
-            match.group("minor"),
-            match.group("patch"),
-        )
-        if part is not None
-    )
-    prerelease = match.group("pre")
-    prerelease_number = int(match.group("pre_n") or 0)
-    return _ParsedApiVersion(release, prerelease, prerelease_number)
-
-
-def _api_version_sort_key(
-    version: _ParsedApiVersion,
-) -> tuple[tuple[int, ...], int, int]:
-    return (
-        version.release,
-        _PRERELEASE_ORDER[version.prerelease],
-        version.prerelease_number,
-    )
-
-
-def _api_version_upper_bound(version: _ParsedApiVersion) -> tuple[int, ...]:
-    release = version.release
-    if len(release) <= 2:
-        return (release[0] + 1,)
-    return (release[0], release[1] + 1)
-
-
-def _is_compatible_api_version_candidate(
-    candidate: _ParsedApiVersion,
-    version_range: _ApiVersionRange,
-    upper_bound: tuple[int, ...],
-) -> bool:
-    floor = version_range.floor
-    if _api_version_sort_key(candidate) < _api_version_sort_key(floor):
-        return False
-    outside_compatible_range = candidate.release[: len(upper_bound)] >= upper_bound
-    if outside_compatible_range and not version_range.allow_future_stable:
-        return False
-    if outside_compatible_range and candidate.prerelease is not None:
-        return False
-    if floor.prerelease == "dev" and candidate.prerelease == "dev":
-        return candidate == floor
-    return True
-
-
-def _ensure_compatible_api_version_base_image(base_image: str) -> None:
-    if ":" in base_image:
-        raise click.UsageError(
-            "Compatible api_version ranges cannot be used with a tagged base_image."
-        )
-
-
-def _get_pypi_versions(package_name: str) -> list[str]:
-    try:
-        response = httpx.get(
-            f"https://pypi.org/pypi/{package_name}/json",
-            timeout=10,
-        )
-        response.raise_for_status()
-    except httpx.HTTPError as exc:
-        raise click.UsageError(
-            f"Failed to fetch PyPI versions for {package_name}: {exc}"
-        ) from None
-    payload = response.json()
-    releases = payload.get("releases", {})
-    if not isinstance(releases, dict):
-        raise click.UsageError(
-            f"Failed to fetch PyPI versions for {package_name}: invalid response."
-        )
-    return [version for version in releases if isinstance(version, str)]
-
-
-def _resolve_compatible_api_version(
-    api_version: str,
-    base_image: str,
-    version_distro_tag: str,
-) -> str:
-    match = _API_VERSION_RANGE_PATTERN.fullmatch(api_version)
-    if not match:
-        return api_version
-
-    floor_str = match.group("version").strip()
-    try:
-        floor = _parse_api_version(floor_str)
-    except ValueError:
-        raise click.UsageError(
-            f"Invalid compatible api_version range: {api_version}.\n\n"
-            "Use a compatible version range, e.g.:\n"
-            '  "api_version": "~=0.11.0.dev5"\n'
-            "or a stable-floating range, e.g.:\n"
-            '  "api_version": ">~=0.11.0.dev5"'
-        ) from None
-
-    version_range = _ApiVersionRange(
-        floor=floor,
-        allow_future_stable=match.group("operator") == ">~=",
-    )
-    _ensure_compatible_api_version_base_image(base_image)
-    pypi_versions = _get_pypi_versions("langgraph-api")
-
-    candidates: list[tuple[_ParsedApiVersion, str]] = []
-    upper_bound = _api_version_upper_bound(floor)
-    for candidate_str in pypi_versions:
-        try:
-            candidate = _parse_api_version(candidate_str)
-        except ValueError:
-            continue
-        if _is_compatible_api_version_candidate(candidate, version_range, upper_bound):
-            candidates.append((candidate, candidate_str))
-
-    if not candidates:
-        raise click.UsageError(
-            f"No PyPI releases match compatible api_version range {api_version!r} "
-            f"for {base_image} with {version_distro_tag!r}."
-        )
-
-    return max(candidates, key=lambda item: _api_version_sort_key(item[0]))[1]
-
-
 def _is_node_graph(spec: str | dict) -> bool:
    """Check if a graph is a Node.js graph based on the file extension."""
    if isinstance(spec, dict):
@@ -347,17 +176,12 @@ def validate_config(config: Config) -> Config:
            )
    if api_version:
        try:
-            compatible_match = _API_VERSION_RANGE_PATTERN.fullmatch(api_version)
-            parts = _parse_api_version_parts(
-                compatible_match.group("version").strip()
-                if compatible_match
-                else api_version
-            )
+            parts = tuple(map(int, api_version.split("-")[0].split(".")))
            if len(parts) > 3:
                raise ValueError(
                    "Version must be major or major.minor or major.minor.patch."
                )
-        except (TypeError, ValueError):
+        except TypeError:
            raise click.UsageError(
                f"Invalid version format: {api_version}.\n\n"
                "Pin to a minor version, e.g.:\n"
@@ -1588,9 +1412,6 @@ def docker_tag(

    # Prepend API version if provided
    if api_version:
-        api_version = _resolve_compatible_api_version(
-            api_version, base_image, f"{language}{version_distro_tag}"
-        )
        full_tag = f"{api_version}-{language}{version_distro_tag}"
    elif "/langgraph-server" in base_image and version_distro_tag not in base_image:
        return f"{base_image}-{language}{version_distro_tag}"
@@ -1,141 +0,0 @@
-"""Detection of tracked Python packages in a local LangGraph project.
-
-Mirrors host-backend's `host.models.dependency_tracking` so that CLI-based
-deploys report the same `tracked_packages` revision metadata that
-GitHub-based deploys do. The host backend strictly validates each entry
-against `<package-name>:<version>` with package-name in `TRACKED_PACKAGES`,
-so the detection rules here must match exactly.
-"""
-
-from __future__ import annotations
-
-import pathlib
-import re
-
-# Single source of truth for which packages the host backend cares about.
-# Keep in sync with host-backend/host/models/tracked_packages.py.
-TRACKED_PACKAGES: tuple[str, ...] = ("google-adk",)
-
-_MAX_READ_BYTES = 5 * 1024 * 1024
-
-_PACKAGES_ALT = "|".join(re.escape(p) for p in TRACKED_PACKAGES)
-
-_DEPS_RE = re.compile(
-    rf"(?<![a-zA-Z0-9_-])({_PACKAGES_ALT})"
-    r"(?:\[[^\]]*\])?"
-    r"\s*((?:(?:==|>=|<=|~=|!=|>|<)\s*[\w.*]+\s*,?\s*)+)"
-)
-
-_UV_LOCK_RE = re.compile(
-    rf'name\s*=\s*"({_PACKAGES_ALT})"\s*\n\s*version\s*=\s*"([^"]+)"'
-)
-
-_BARE_RE = re.compile(rf'(?<![a-zA-Z0-9_-])({_PACKAGES_ALT})(?:\[[^\]]*\])?\s*[,"\'\n]')
-
-_EXTRAS_BRACKET_RE = re.compile(r"\[([a-zA-Z0-9_.\- ,\t]+)\]")
-
-
-def _appears_in_extras(content: str, pkg: str) -> bool:
-    for m in _EXTRAS_BRACKET_RE.finditer(content):
-        for token in m.group(1).split(","):
-            if token.strip() == pkg:
-                return True
-    return False
-
-
-def _read_text(path: pathlib.Path) -> str | None:
-    try:
-        if not path.is_file():
-            return None
-        with open(path, "rb") as f:
-            data = f.read(_MAX_READ_BYTES + 1)
-    except OSError:
-        return None
-    if len(data) > _MAX_READ_BYTES:
-        data = data[:_MAX_READ_BYTES]
-    return data.decode("utf-8", errors="replace")
-
-
-def _find_version_for(
-    pkg: str,
-    lock_content: str | None,
-    pyproject_content: str | None,
-    requirements_content: str | None,
-) -> str | None:
-    if lock_content is not None:
-        for m in _UV_LOCK_RE.finditer(lock_content):
-            if m.group(1) == pkg:
-                return m.group(2)
-    for content in (pyproject_content, requirements_content):
-        if content is None:
-            continue
-        for m in _DEPS_RE.finditer(content):
-            if m.group(1) == pkg:
-                return m.group(2).strip().rstrip(",")
-        for m in _BARE_RE.finditer(content):
-            if m.group(1) == pkg:
-                return "unknown"
-        if _appears_in_extras(content, pkg):
-            return "unknown"
-    return None
-
-
-def _resolved_dep_base(
-    project_root: pathlib.Path, dep_path: str
-) -> pathlib.Path | None:
-    """Return the resolved dep directory if it stays inside the project root."""
-    try:
-        candidate = (project_root / dep_path).resolve()
-    except (OSError, RuntimeError):
-        return None
-    try:
-        candidate.relative_to(project_root)
-    except ValueError:
-        return None
-    return candidate
-
-
-def find_tracked_packages(
-    config: pathlib.Path,
-    config_json: dict,
-) -> list[str]:
-    """Return every tracked package found in deps as `<name>:<version>` entries.
-
-    `config` is the absolute path to `langgraph.json`; dep paths in
-    `config_json["dependencies"]` are resolved relative to its parent.
-    Detection precedence per package: uv.lock resolved > pyproject.toml /
-    requirements.txt specifier > bare reference > extras bracket (last
-    two recorded as "unknown"). Output is ordered by `TRACKED_PACKAGES`.
-    """
-    try:
-        project_root = config.parent.resolve()
-    except (OSError, RuntimeError):
-        return []
-
-    dep_paths = config_json.get("dependencies") or ["."]
-
-    found: dict[str, str] = {}
-
-    for dep_path in dep_paths:
-        if all(pkg in found for pkg in TRACKED_PACKAGES):
-            break
-        if not isinstance(dep_path, str):
-            continue
-        base = _resolved_dep_base(project_root, dep_path)
-        if base is None or not base.is_dir():
-            continue
-
-        lock_content = _read_text(base / "uv.lock")
-        pyproject_content = _read_text(base / "pyproject.toml")
-        requirements_content = _read_text(base / "requirements.txt")
-
-        for pkg in TRACKED_PACKAGES:
-            if pkg in found:
-                continue
-            version = _find_version_for(
-                pkg, lock_content, pyproject_content, requirements_content
-            )
-            if version is not None:
-                found[pkg] = version
-
-    return [f"{pkg}:{found[pkg]}" for pkg in TRACKED_PACKAGES if pkg in found]
@@ -20,7 +20,6 @@ from dotenv import dotenv_values, set_key
 import langgraph_cli.config
 from langgraph_cli.analytics import log_command
 from langgraph_cli.constants import DEFAULT_CONFIG
-from langgraph_cli.dependency_tracking import find_tracked_packages
 from langgraph_cli.docker import build_docker_image, can_build_locally
 from langgraph_cli.exec import Runner, subp_exec
 from langgraph_cli.host_backend import HostBackendClient, HostBackendError
@@ -366,42 +365,6 @@ def normalize_image_tag(value: str) -> str:
    return value


-def _validate_prebuilt_image(runner, image: str, *, verbose: bool) -> None:
-    """Ensure a prebuilt image exists locally for linux/amd64."""
-    try:
-        stdout, _ = runner.run(
-            subp_exec(
-                "docker",
-                "image",
-                "inspect",
-                "--format",
-                "{{.Os}}/{{.Architecture}}",
-                image,
-                verbose=verbose,
-                collect=True,
-            )
-        )
-    except FileNotFoundError:
-        raise click.ClickException(
-            "Docker is required but not installed.\n"
-            "Install Docker Desktop: https://docs.docker.com/get-docker/"
-        ) from None
-    except click.exceptions.Exit:
-        raise click.ClickException(
-            f"Docker image '{image}' was not found locally. Build or pull the image "
-            "before deploying with --image."
-        ) from None
-
-    image_platform = (stdout or "").strip()
-    if image_platform != "linux/amd64":
-        detected = image_platform or "unknown"
-        raise click.ClickException(
-            f"Docker image '{image}' targets {detected}, but LangSmith Deployment "
-            "requires linux/amd64. Rebuild or pull the image for linux/amd64 before "
-            "deploying with --image."
-        )
-
-
 def _extract_deployment_url(deployment: dict[str, object]) -> str:
    source_config = deployment.get("source_config")
    if isinstance(source_config, dict):
@@ -561,18 +524,12 @@ def _secrets_from_env(

 def _resolve_build_mode(
    remote_build_flag: bool | None,
-    *,
-    force_local: bool = False,
 ) -> tuple[bool, str | None]:
    """Determine whether to use a remote build.

    Returns (use_remote_build, local_build_error).  Raises UsageError when
-    --no-remote is set but the machine cannot build locally. When
-    `force_local` is set, the function short-circuits and always selects a
-    local build.
+    --no-remote is set but the machine cannot build locally.
    """
-    if force_local:
-        return False, None
    local_build_supported, local_build_error = can_build_locally()

    if remote_build_flag is True:
@@ -892,41 +849,6 @@ def _upload_to_gcs(signed_url: str, file_path: str, file_size: int) -> None:
 # ---------------------------------------------------------------------------


-def _resolve_pushed_image_digest(
-    runner,
-    *,
-    remote_image: str,
-    docker_config_dir: str | None,
-    verbose: bool,
-) -> str:
-    """Return ``{registry}/{repo}@sha256:<hex>`` for a freshly-pushed image.
-
-    Reads ``RepoDigests`` via ``docker image inspect`` — the local daemon
-    records the registry's manifest digest there after a successful push.
-    Falls back to ``remote_image`` with a warning if no matching digest is
-    found, rather than failing the deploy.
-    """
-    # rsplit preserves ``:port`` in the registry host.
-    repo_no_tag = remote_image.rsplit(":", 1)[0]
-    args: list[str] = ["docker"]
-    if docker_config_dir:
-        args += ["--config", docker_config_dir]
-    args += ["image", "inspect", "--format", "{{json .RepoDigests}}", remote_image]
-    stdout, _ = runner.run(subp_exec(*args, collect=True, verbose=verbose))
-    try:
-        digests = json_mod.loads(stdout or "[]") or []
-    except json_mod.JSONDecodeError:
-        digests = []
-    for d in digests:
-        if isinstance(d, str) and d.startswith(f"{repo_no_tag}@sha256:"):
-            return d
-    _get_emitter().warn(
-        f"Could not resolve image digest for {remote_image}; "
-        "falling back to the tag-based reference. Re-run with --verbose for details."
-    )
-    return remote_image
-
-
 def _run_local_build(
    *,
    client: HostBackendClient,
@@ -939,71 +861,63 @@ def _run_local_build(
    api_version: str | None,
    base_image: str | None,
    image_name: str | None,
-    prebuilt_image: str | None,
    name: str | None,
    tag: str,
    install_command: str | None,
    build_command: str | None,
    docker_build_args: Sequence[str],
    secrets: list[dict[str, str]],
-    tracked_packages: list[str] | None,
 ) -> BuildResult:
    """Build locally with Docker, push to registry, update deployment."""
    # Use buildx to cross-compile for amd64 when running on a non-x86_64 host
    # (e.g. Apple Silicon). On amd64 hosts, plain docker build is sufficient.
    needs_buildx = platform.machine() != "x86_64"
    local_tag = f"langgraph-deploy-tmp:{int(time.time())}"
-    image_to_push = prebuilt_image or local_tag

    with Runner() as runner:
-        if prebuilt_image:
-            _log_deploy_step(step, f"Validating image {prebuilt_image}")
-            _validate_prebuilt_image(runner, prebuilt_image, verbose=verbose)
-            click.secho("   Image is available for linux/amd64", fg="green")
+        # -- Step: Build image --
+        _log_deploy_step(step, "Building image")
+        if needs_buildx:
+            build_flags: list[str] = [
+                "--platform",
+                "linux/amd64",
+                "--load",
+            ]
+            if not verbose:
+                build_flags.append("--progress=quiet")
+            with Progress(message="Building...", elapsed=not verbose):
+                build_docker_image(
+                    runner,
+                    lambda _msg: None,
+                    config,
+                    config_json,
+                    base_image,
+                    api_version,
+                    pull,
+                    local_tag,
+                    docker_build_args,
+                    install_command,
+                    build_command,
+                    docker_command=("docker", "buildx", "build"),
+                    extra_flags=build_flags,
+                    verbose=verbose,
+                )
        else:
-            # -- Step: Build image --
-            _log_deploy_step(step, "Building image")
-            if needs_buildx:
-                build_flags: list[str] = [
-                    "--platform",
-                    "linux/amd64",
-                    "--load",
-                ]
-                if not verbose:
-                    build_flags.append("--progress=quiet")
-                with Progress(message="Building...", elapsed=not verbose):
-                    build_docker_image(
-                        runner,
-                        lambda _msg: None,
-                        config,
-                        config_json,
-                        base_image,
-                        api_version,
-                        pull,
-                        local_tag,
-                        docker_build_args,
-                        install_command,
-                        build_command,
-                        docker_command=("docker", "buildx", "build"),
-                        extra_flags=build_flags,
-                        verbose=verbose,
-                    )
-            else:
-                with Progress(message="Building...", elapsed=not verbose):
-                    build_docker_image(
-                        runner,
-                        lambda _msg: None,
-                        config,
-                        config_json,
-                        base_image,
-                        api_version,
-                        pull,
-                        local_tag,
-                        docker_build_args,
-                        install_command,
-                        build_command,
-                        verbose=verbose,
-                    )
+            with Progress(message="Building...", elapsed=not verbose):
+                build_docker_image(
+                    runner,
+                    lambda _msg: None,
+                    config,
+                    config_json,
+                    base_image,
+                    api_version,
+                    pull,
+                    local_tag,
+                    docker_build_args,
+                    install_command,
+                    build_command,
+                    verbose=verbose,
+                )
        step += 1

        # -- Step: Get push token and authenticate --
@@ -1072,7 +986,7 @@ def _run_local_build(
                subp_exec(
                    "docker",
                    "tag",
-                    image_to_push,
+                    local_tag,
                    remote_image,
                    verbose=verbose,
                )
@@ -1101,21 +1015,9 @@ def _run_local_build(
                        raise
        step += 1

-        resolved_image = _resolve_pushed_image_digest(
-            runner,
-            remote_image=remote_image,
-            docker_config_dir=None,
-            verbose=verbose,
-        )
-
        # -- Step: Update deployment --
        _log_deploy_step(step, f"Updating deployment {deployment_id}")
-        updated = client.update_deployment(
-            deployment_id,
-            resolved_image,
-            secrets=secrets,
-            tracked_packages=tracked_packages,
-        )
+        updated = client.update_deployment(deployment_id, remote_image, secrets=secrets)

    return BuildResult(
        updated=updated if isinstance(updated, dict) else {},
@@ -1137,7 +1039,6 @@ def _run_remote_build(
    install_command: str | None,
    build_command: str | None,
    secrets: list[dict[str, str]],
-    tracked_packages: list[str] | None,
 ) -> BuildResult:
    """Upload source tarball and trigger a remote build."""
    from langgraph_cli.archive import create_archive
@@ -1168,7 +1069,6 @@ def _run_remote_build(
        secrets=secrets,
        install_command=install_command,
        build_command=build_command,
-        tracked_packages=tracked_packages,
    )

    log_offset: str | None = None
@@ -1472,13 +1372,6 @@ def _deploy_base_options(
                show_default=True,
                help="Tag to use for the pushed deployment image.",
            ),
-            click.option(
-                "--image",
-                help=(
-                    "Use an existing local image reference (e.g. repo:tag) and "
-                    "skip building. The image must target linux/amd64."
-                ),
-            ),
            click.option(
                "--config",
                "-c",
@@ -1579,7 +1472,6 @@ def _deploy_cmd(
    deployment_type: str,
    name: str | None,
    image_name: str | None,
-    image: str | None,
    tag: str,
    base_image: str | None,
    install_command: str | None,
@@ -1626,12 +1518,7 @@ def _deploy_cmd(

    secrets = _secrets_from_env(_env_without_deployment_name(env_vars))

-    if image and remote_build_flag is True:
-        raise click.UsageError("--image cannot be combined with --remote builds.")
-
-    use_remote_build, local_build_error = _resolve_build_mode(
-        remote_build_flag, force_local=image is not None
-    )
+    use_remote_build, local_build_error = _resolve_build_mode(remote_build_flag)
    if use_remote_build and remote_build_flag is None and local_build_error:
        em.note(f"{local_build_error}\nUsing remote build instead.")
        if not json_output:
@@ -1666,15 +1553,6 @@ def _deploy_cmd(
    if not deployment_id:
        raise click.ClickException("Failed to determine deployment ID")

-    # Scan local sources for tracked packages so the new revision carries
-    # the same metadata GitHub-backed deploys produce. Failures must never
-    # block a deploy.
-    try:
-        tracked_packages = find_tracked_packages(config, config_json) or None
-    except Exception as exc:
-        em.warn(f"Skipped tracked-package scan: {exc}")
-        tracked_packages = None
-
    # -- 3. Build (divergent path) --
    if use_remote_build:
        build_result = _run_remote_build(
@@ -1687,7 +1565,6 @@ def _deploy_cmd(
            install_command=install_command,
            build_command=build_command,
            secrets=secrets,
-            tracked_packages=tracked_packages,
        )
    else:
        build_result = _run_local_build(
@@ -1701,14 +1578,12 @@ def _deploy_cmd(
            api_version=api_version,
            base_image=base_image,
            image_name=image_name,
-            prebuilt_image=image,
            name=name,
            tag=tag,
            install_command=install_command,
            build_command=build_command,
            docker_build_args=docker_build_args,
            secrets=secrets,
-            tracked_packages=tracked_packages,
        )

    # -- 4. Shared wait + result --
@@ -1786,12 +1661,8 @@ def deploy_list(api_key: str | None, host_url: str | None, name_contains: str) -
        client,
        lambda c: c.list_deployments(name_contains=name_contains),
    )
-    resources = response.get("resources") if isinstance(response, dict) else None
-    deployments = (
-        [item for item in resources if isinstance(item, dict)]
-        if isinstance(resources, list)
-        else []
-    )
+    resources = response.get("resources", []) if isinstance(response, dict) else []
+    deployments = [item for item in resources if isinstance(item, dict)]
    if not deployments:
        click.echo("No deployments found.")
        return
@@ -1835,12 +1706,8 @@ def deploy_revisions_list(
        client,
        lambda c: c.list_revisions(deployment_id, limit=limit),
    )
-    resources = response.get("resources") if isinstance(response, dict) else None
-    revisions = (
-        [item for item in resources if isinstance(item, dict)]
-        if isinstance(resources, list)
-        else []
-    )
+    resources = response.get("resources", []) if isinstance(response, dict) else []
+    revisions = [item for item in resources if isinstance(item, dict)]
    if not revisions:
        click.echo(f"No revisions found for deployment {deployment_id}.")
        return
@@ -122,14 +122,11 @@ class HostBackendClient:
        deployment_id: str,
        image_uri: str,
        secrets: list[dict[str, str]] | None = None,
-        tracked_packages: list[str] | None = None,
    ) -> dict[str, Any]:
        payload: dict[str, Any] = {
            "revision_source": "internal_docker",
            "source_revision_config": {"image_uri": image_uri},
        }
-        if tracked_packages:
-            payload["tracked_packages"] = tracked_packages
        if secrets is not None:
            payload["secrets"] = secrets
        return self._request(
@@ -146,7 +143,6 @@ class HostBackendClient:
        secrets: list[dict[str, str]] | None = None,
        install_command: str | None = None,
        build_command: str | None = None,
-        tracked_packages: list[str] | None = None,
    ) -> dict[str, Any]:
        """Trigger a remote build revision with the uploaded tarball."""
        payload: dict[str, Any] = {
@@ -156,8 +152,6 @@ class HostBackendClient:
                "langgraph_config_path": config_path,
            },
        }
-        if tracked_packages:
-            payload["tracked_packages"] = tracked_packages

        source_config: dict[str, Any] = {}
        if install_command is not None:
@@ -23,7 +23,7 @@ dependencies = [
 path = "langgraph_cli/__init__.py"
 [project.optional-dependencies]
 inmem = [
-    "langgraph-api>=0.5.35,<1.0.0 ; python_version >= '3.11'",
+    "langgraph-api>=0.5.35,<0.9.0 ; python_version >= '3.11'",
    "langgraph-runtime-inmem>=0.7 ; python_version >= '3.11'",
 ]

@@ -47,7 +47,7 @@ test = [
 lint = [
    "ruff",
    "codespell",
-    "ty",
+    "mypy",
 ]
 dev = [
    {include-group = "test"},
@@ -76,17 +76,3 @@ lint.select = [
 ]
 lint.ignore = ["E501", "B008"]
 target-version = "py310"
-
-[tool.ty.rules]
-invalid-argument-type = "ignore"
-invalid-assignment = "ignore"
-invalid-key = "ignore"
-invalid-parameter-default = "ignore"
-invalid-return-type = "ignore"
-missing-argument = "ignore"
-no-matching-overload = "ignore"
-not-subscriptable = "ignore"
-unused-type-ignore-comment = "ignore"
-unresolved-attribute = "ignore"
-unresolved-import = "ignore"
-unsupported-operator = "ignore"
@@ -19,7 +19,7 @@ members = ["apps/*", "libs/shared"]
 shared = { workspace = true }

 [project.optional-dependencies]
-dev = ["ruff>=0.6.1", "ty"]
+dev = ["mypy>=1.11.1", "ruff>=0.6.1"]

 [build-system]
 requires = ["setuptools>=73.0.0", "wheel"]
@@ -43,4 +43,4 @@ lint.ignore = [
 ]

 [tool.ruff.lint.pydocstyle]
-convention = "google"
+convention = "google"
@@ -7,7 +7,6 @@ import textwrap
 from contextlib import contextmanager
 from pathlib import Path

-import click
 from click.testing import CliRunner

 import langgraph_cli.deploy as deploy_module
@@ -320,31 +319,6 @@ def test_top_level_help_truncates_command_descriptions_to_single_line() -> None:
    assert "[Beta] List LangSmith Deployments." in deploy_list_line


-def test_dev_command_requires_ssl_certfile_and_keyfile_together(tmp_path) -> None:
-    config_path = tmp_path / "langgraph.json"
-    config_path.write_text(
-        json.dumps({"dependencies": [], "graphs": {"agent": "./agent.py:graph"}}),
-        encoding="utf-8",
-    )
-    certfile = tmp_path / "cert.pem"
-    certfile.write_text("cert", encoding="utf-8")
-
-    runner = CliRunner()
-    result = runner.invoke(
-        cli,
-        [
-            "dev",
-            "--config",
-            str(config_path),
-            "--ssl-certfile",
-            str(certfile),
-        ],
-    )
-
-    assert result.exit_code != 0
-    assert "Both --ssl-certfile and --ssl-keyfile must be provided" in result.output
-
-
 def test_deploy_list_command(monkeypatch) -> None:
    runner = CliRunner()
    captured: dict[str, str] = {}
@@ -602,8 +576,7 @@ def test_deploy_delete_command(monkeypatch) -> None:
        "deployment_id": "dep-123",
    }
    assert (
-        "Are you sure you want to delete deployment ID dep-123? (Y/n):"
-        in click.unstyle(result.output)
+        "Are you sure you want to delete deployment ID dep-123? (Y/n):" in result.output
    )
    assert result.output.strip().endswith("Deleted deployment dep-123.")

@@ -71,6 +71,7 @@ class TestBuildIgnoreSpec:
        assert spec.match_file("venv/")
        assert spec.match_file("node_modules/")
        assert spec.match_file(".tox/")
+        assert spec.match_file(".mypy_cache/")

    def test_regular_file_not_excluded(self, tmp_path):
        spec = _build_ignore_spec(tmp_path)
@@ -2944,180 +2944,6 @@ def test_docker_tag_with_api_version(in_config: bool):
    assert tag == f"langchain/langgraph-server:{version}-py3.11"


-@pytest.mark.parametrize("in_config", [False, True])
-@pytest.mark.parametrize("version", ["0.9.0rc1", "0.9.0.dev1"])
-def test_docker_tag_with_prerelease_api_version(version: str, in_config: bool):
-    """Test docker_tag with prerelease and dev api_version values."""
-    config = validate_config(
-        {
-            "python_version": "3.11",
-            "dependencies": ["."],
-            "graphs": {"agent": "./agent.py:graph"},
-            "api_version": version if in_config else None,
-        }
-    )
-
-    tag = docker_tag(config, api_version=version if not in_config else None)
-    assert tag == f"langchain/langgraph-api:{version}-py3.11"
-
-
-def test_docker_tag_with_compatible_api_version_promotes_to_latest_patch():
-    config = validate_config(
-        {
-            "python_version": "3.12",
-            "dependencies": ["."],
-            "graphs": {"agent": "./agent.py:graph"},
-            "image_distro": "wolfi",
-            "api_version": "~=0.11.0.dev5",
-        }
-    )
-
-    with patch(
-        "langgraph_cli.config._get_pypi_versions",
-        return_value=[
-            "0.11.0.dev5",
-            "0.11.0.dev6",
-            "0.11.0rc1",
-            "0.11.0",
-            "0.11.1rc1",
-            "0.11.1",
-            "0.12.0rc1",
-        ],
-    ) as get_versions:
-        tag = docker_tag(config)
-
-    get_versions.assert_called_once_with("langgraph-api")
-    assert tag == "langchain/langgraph-api:0.11.1-py3.12-wolfi"
-
-
-def test_docker_tag_with_compatible_api_version_freezes_dev_until_rc():
-    config = validate_config(
-        {
-            "python_version": "3.12",
-            "dependencies": ["."],
-            "graphs": {"agent": "./agent.py:graph"},
-            "api_version": "~=0.11.0.dev5",
-        }
-    )
-
-    with patch(
-        "langgraph_cli.config._get_pypi_versions",
-        return_value=[
-            "0.11.0.dev5",
-            "0.11.0.dev6",
-            "0.11.0.dev7",
-        ],
-    ):
-        tag = docker_tag(config)
-
-    assert tag == "langchain/langgraph-api:0.11.0.dev5-py3.12"
-
-
-def test_docker_tag_with_stable_floating_api_version_promotes_to_future_stable():
-    config = validate_config(
-        {
-            "python_version": "3.12",
-            "dependencies": ["."],
-            "graphs": {"agent": "./agent.py:graph"},
-            "image_distro": "wolfi",
-            "api_version": ">~=0.11.0.dev5",
-        }
-    )
-
-    with patch(
-        "langgraph_cli.config._get_pypi_versions",
-        return_value=[
-            "0.11.0.dev5",
-            "0.11.0.dev6",
-            "0.11.0rc1",
-            "0.11.0",
-            "0.11.1",
-            "0.12.0rc1",
-            "0.12.0",
-            "0.13.0.dev1",
-            "0.13.0",
-        ],
-    ) as get_versions:
-        tag = docker_tag(config)
-
-    get_versions.assert_called_once_with("langgraph-api")
-    assert tag == "langchain/langgraph-api:0.13.0-py3.12-wolfi"
-
-
-def test_docker_tag_with_stable_floating_api_version_ignores_future_prereleases():
-    config = validate_config(
-        {
-            "python_version": "3.12",
-            "dependencies": ["."],
-            "graphs": {"agent": "./agent.py:graph"},
-            "api_version": ">~=0.11.0.dev5",
-        }
-    )
-
-    with patch(
-        "langgraph_cli.config._get_pypi_versions",
-        return_value=[
-            "0.11.0.dev5",
-            "0.11.0",
-            "0.12.0rc1",
-            "0.12.0.dev1",
-        ],
-    ):
-        tag = docker_tag(config)
-
-    assert tag == "langchain/langgraph-api:0.11.0-py3.12"
-
-
-def test_validate_config_rejects_unrecognized_api_version_range_operator():
-    with pytest.raises(click.UsageError, match="Invalid version format"):
-        validate_config(
-            {
-                "python_version": "3.12",
-                "dependencies": ["."],
-                "graphs": {"agent": "./agent.py:graph"},
-                "api_version": "~>=0.11.0.dev5",
-            }
-        )
-
-
-def test_docker_tag_with_compatible_api_version_supports_node_images():
-    config = validate_config(
-        {
-            "node_version": "20",
-            "graphs": {"agent": "./agent.js:graph"},
-            "image_distro": "wolfi",
-            "api_version": "~=1.2.4",
-        }
-    )
-
-    with patch(
-        "langgraph_cli.config._get_pypi_versions",
-        return_value=[
-            "1.2.4",
-            "1.2.5",
-            "1.3.0",
-        ],
-    ) as get_versions:
-        tag = docker_tag(config)
-
-    get_versions.assert_called_once_with("langgraph-api")
-    assert tag == "langchain/langgraphjs-api:1.2.5-node20-wolfi"
-
-
-def test_docker_tag_with_compatible_api_version_rejects_tagged_base_image():
-    config = validate_config(
-        {
-            "python_version": "3.11",
-            "dependencies": ["."],
-            "graphs": {"agent": "./agent.py:graph"},
-            "api_version": "~=0.11.0.dev5",
-        }
-    )
-
-    with pytest.raises(click.UsageError, match="tagged base_image"):
-        docker_tag(config, base_image="langchain/langgraph-api:0.11.0")
-
-
 def test_config_to_docker_with_api_version():
    """Test config_to_docker function with api_version parameter."""

@@ -1,134 +0,0 @@
-import pathlib
-
-import pytest
-
-from langgraph_cli.dependency_tracking import (
-    TRACKED_PACKAGES,
-    find_tracked_packages,
-)
-
-
-def _write_project(
-    tmp_path: pathlib.Path,
-    *,
-    dep_subdir: str = ".",
-    uv_lock: str | None = None,
-    pyproject: str | None = None,
-    requirements: str | None = None,
-    dependencies: list[str] | None = None,
-) -> tuple[pathlib.Path, dict]:
-    project_root = tmp_path
-    dep_dir = (project_root / dep_subdir).resolve()
-    dep_dir.mkdir(parents=True, exist_ok=True)
-    if uv_lock is not None:
-        (dep_dir / "uv.lock").write_text(uv_lock)
-    if pyproject is not None:
-        (dep_dir / "pyproject.toml").write_text(pyproject)
-    if requirements is not None:
-        (dep_dir / "requirements.txt").write_text(requirements)
-    config = project_root / "langgraph.json"
-    config.write_text("{}")
-    config_json = {"dependencies": dependencies or [dep_subdir]}
-    return config, config_json
-
-
-def test_uv_lock_resolved_version_preferred(tmp_path: pathlib.Path) -> None:
-    config, config_json = _write_project(
-        tmp_path,
-        uv_lock='name = "google-adk"\nversion = "1.2.3"\n',
-        pyproject='dependencies = ["google-adk>=0.5"]',
-    )
-    assert find_tracked_packages(config, config_json) == ["google-adk:1.2.3"]
-
-
-def test_pyproject_specifier_used_when_no_lock(tmp_path: pathlib.Path) -> None:
-    config, config_json = _write_project(
-        tmp_path,
-        pyproject='dependencies = ["google-adk>=0.5,<2"]',
-    )
-    assert find_tracked_packages(config, config_json) == ["google-adk:>=0.5,<2"]
-
-
-def test_requirements_txt_specifier(tmp_path: pathlib.Path) -> None:
-    config, config_json = _write_project(
-        tmp_path,
-        requirements="google-adk==1.0.0\n",
-    )
-    assert find_tracked_packages(config, config_json) == ["google-adk:==1.0.0"]
-
-
-def test_bare_reference_records_unknown(tmp_path: pathlib.Path) -> None:
-    config, config_json = _write_project(
-        tmp_path,
-        requirements="google-adk\nother-pkg==1.0\n",
-    )
-    assert find_tracked_packages(config, config_json) == ["google-adk:unknown"]
-
-
-def test_extras_bracket_records_unknown(tmp_path: pathlib.Path) -> None:
-    config, config_json = _write_project(
-        tmp_path,
-        pyproject='dependencies = ["deployments-wrap-sdk[google-adk]>=0.0.1"]',
-    )
-    assert find_tracked_packages(config, config_json) == ["google-adk:unknown"]
-
-
-def test_no_match_returns_empty(tmp_path: pathlib.Path) -> None:
-    config, config_json = _write_project(
-        tmp_path,
-        pyproject='dependencies = ["langgraph>=0.2"]',
-    )
-    assert find_tracked_packages(config, config_json) == []
-
-
-def test_traversal_dep_path_is_skipped(tmp_path: pathlib.Path) -> None:
-    outside = tmp_path.parent / "outside-project"
-    outside.mkdir(exist_ok=True)
-    (outside / "uv.lock").write_text('name = "google-adk"\nversion = "9.9.9"\n')
-    project_root = tmp_path / "project"
-    project_root.mkdir()
-    config = project_root / "langgraph.json"
-    config.write_text("{}")
-    config_json = {"dependencies": ["../outside-project"]}
-    assert find_tracked_packages(config, config_json) == []
-
-
-def test_dep_paths_scanned_in_order(tmp_path: pathlib.Path) -> None:
-    project_root = tmp_path
-    (project_root / "first").mkdir()
-    (project_root / "second").mkdir()
-    (project_root / "second" / "uv.lock").write_text(
-        'name = "google-adk"\nversion = "2.0.0"\n'
-    )
-    config = project_root / "langgraph.json"
-    config.write_text("{}")
-    config_json = {"dependencies": ["first", "second"]}
-    assert find_tracked_packages(config, config_json) == ["google-adk:2.0.0"]
-
-
-def test_non_string_dep_entry_ignored(tmp_path: pathlib.Path) -> None:
-    project_root = tmp_path
-    config = project_root / "langgraph.json"
-    config.write_text("{}")
-    config_json = {"dependencies": [123, None]}
-    assert find_tracked_packages(config, config_json) == []
-
-
-def test_oversized_file_is_truncated_not_raised(tmp_path: pathlib.Path) -> None:
-    project_root = tmp_path
-    config = project_root / "langgraph.json"
-    config.write_text("{}")
-    # 6 MB of irrelevant content followed by the tracked-package marker —
-    # the read cap drops the marker, so nothing should be found.
-    padded = ("x" * (6 * 1024 * 1024)) + '\nname = "google-adk"\nversion = "1.0.0"\n'
-    (project_root / "uv.lock").write_text(padded)
-    assert find_tracked_packages(config, {"dependencies": ["."]}) == []
-
-
-@pytest.mark.parametrize("pkg", TRACKED_PACKAGES)
-def test_every_tracked_package_is_detectable(tmp_path: pathlib.Path, pkg: str) -> None:
-    config, config_json = _write_project(
-        tmp_path,
-        uv_lock=f'name = "{pkg}"\nversion = "1.0.0"\n',
-    )
-    assert find_tracked_packages(config, config_json) == [f"{pkg}:1.0.0"]
@@ -1,17 +1,13 @@
-import asyncio
 import base64
 import io
 import json
 import os
 import sys
-from unittest.mock import MagicMock

 import click
-import click.exceptions
 import httpx
 import pytest

-import langgraph_cli.deploy as deploy_mod
 from langgraph_cli.deploy import (
    _call_host_backend_with_optional_tenant,
    _create_host_backend_client,
@@ -20,9 +16,7 @@ from langgraph_cli.deploy import (
    _env_without_deployment_name,
    _parse_env_from_config,
    _resolve_env_path,
-    _resolve_pushed_image_digest,
    _smith_dashboard_base_url,
-    _validate_prebuilt_image,
    normalize_image_tag,
    normalize_name,
 )
@@ -99,65 +93,6 @@ class TestNormalizeImageTag:
            normalize_image_tag("has space")


-class _FakeRunner:
-    def run(self, coro):
-        return asyncio.run(coro)
-
-
-class TestValidatePrebuiltImage:
-    def test_accepts_linux_amd64(self, monkeypatch):
-        calls = []
-
-        async def fake_subp_exec(*args, **kwargs):
-            calls.append((args, kwargs))
-            return "linux/amd64\n", None
-
-        monkeypatch.setattr(deploy_mod, "subp_exec", fake_subp_exec)
-
-        _validate_prebuilt_image(_FakeRunner(), "repo/app:tag", verbose=False)
-
-        assert calls == [
-            (
-                (
-                    "docker",
-                    "image",
-                    "inspect",
-                    "--format",
-                    "{{.Os}}/{{.Architecture}}",
-                    "repo/app:tag",
-                ),
-                {"verbose": False, "collect": True},
-            )
-        ]
-
-    def test_missing_docker_binary_raises_actionable_error(self, monkeypatch):
-        async def fake_subp_exec(*args, **kwargs):
-            raise FileNotFoundError("docker")
-
-        monkeypatch.setattr(deploy_mod, "subp_exec", fake_subp_exec)
-
-        with pytest.raises(click.ClickException, match="Docker is required"):
-            _validate_prebuilt_image(_FakeRunner(), "repo/app:tag", verbose=False)
-
-    def test_missing_image_raises_actionable_error(self, monkeypatch):
-        async def fake_subp_exec(*args, **kwargs):
-            raise click.exceptions.Exit(1)
-
-        monkeypatch.setattr(deploy_mod, "subp_exec", fake_subp_exec)
-
-        with pytest.raises(click.ClickException, match="not found locally"):
-            _validate_prebuilt_image(_FakeRunner(), "missing:tag", verbose=False)
-
-    def test_rejects_non_amd64_platform(self, monkeypatch):
-        async def fake_subp_exec(*args, **kwargs):
-            return "linux/arm64\n", None
-
-        monkeypatch.setattr(deploy_mod, "subp_exec", fake_subp_exec)
-
-        with pytest.raises(click.ClickException, match="requires linux/amd64"):
-            _validate_prebuilt_image(_FakeRunner(), "repo/app:arm", verbose=False)
-
-
 class TestParseEnvFromConfig:
    def test_env_dict(self, tmp_path):
        config_path = tmp_path / "langgraph.json"
@@ -597,156 +532,3 @@ class TestSmithDashboardBaseUrl:
            _smith_dashboard_base_url("https://custom.example.com")
            == "https://smith.langchain.com"
        )
-
-
-class TestResolvePushedImageDigest:
-    """Tests for ``_resolve_pushed_image_digest`` — runner is mocked to
-    return the ``(stdout, stderr)`` tuple that ``subp_exec(collect=True)``
-    would produce.
-    """
-
-    @staticmethod
-    def _runner(stdout: str | None) -> MagicMock:
-        # Close the unawaited subp_exec coroutine to silence gc warnings.
-        runner = MagicMock()
-
-        def _run(coro, *args, **kwargs):
-            if hasattr(coro, "close"):
-                coro.close()
-            return (stdout, "")
-
-        runner.run.side_effect = _run
-        return runner
-
-    def test_happy_path_returns_digest(self):
-        runner = self._runner('["us-central1-docker.pkg.dev/proj/repo@sha256:abc123"]')
-        out = _resolve_pushed_image_digest(
-            runner,
-            remote_image="us-central1-docker.pkg.dev/proj/repo:latest",
-            docker_config_dir=None,
-            verbose=False,
-        )
-        assert out == "us-central1-docker.pkg.dev/proj/repo@sha256:abc123"
-
-    def test_filters_to_matching_repo(self):
-        # Same image ID can hold digests for multiple repos — pick the one
-        # matching the just-pushed repo.
-        runner = self._runner(
-            json.dumps(
-                [
-                    "other-registry.example.com/some/repo@sha256:000000",
-                    "us-central1-docker.pkg.dev/proj/repo@sha256:abc123",
-                ]
-            )
-        )
-        out = _resolve_pushed_image_digest(
-            runner,
-            remote_image="us-central1-docker.pkg.dev/proj/repo:v1.2.3",
-            docker_config_dir=None,
-            verbose=False,
-        )
-        assert out == "us-central1-docker.pkg.dev/proj/repo@sha256:abc123"
-
-    def test_empty_repodigests_falls_back_with_warning(self, mocker):
-        emitter = mocker.MagicMock()
-        mocker.patch("langgraph_cli.deploy._get_emitter", return_value=emitter)
-        runner = self._runner("[]")
-        remote = "us-central1-docker.pkg.dev/proj/repo:latest"
-        out = _resolve_pushed_image_digest(
-            runner,
-            remote_image=remote,
-            docker_config_dir=None,
-            verbose=False,
-        )
-        assert out == remote
-        assert emitter.warn.called
-        assert remote in emitter.warn.call_args.args[0]
-
-    def test_null_repodigests_falls_back_with_warning(self, mocker):
-        # ``docker inspect --format '{{json .RepoDigests}}'`` emits ``null``
-        # when the field is absent.
-        emitter = mocker.MagicMock()
-        mocker.patch("langgraph_cli.deploy._get_emitter", return_value=emitter)
-        runner = self._runner("null")
-        remote = "us-central1-docker.pkg.dev/proj/repo:latest"
-        out = _resolve_pushed_image_digest(
-            runner,
-            remote_image=remote,
-            docker_config_dir=None,
-            verbose=False,
-        )
-        assert out == remote
-        assert emitter.warn.called
-
-    def test_no_matching_repo_falls_back_with_warning(self, mocker):
-        # No matching digest for the pushed repo — warn and fall back to the
-        # tag-based ref rather than failing the deploy.
-        emitter = mocker.MagicMock()
-        mocker.patch("langgraph_cli.deploy._get_emitter", return_value=emitter)
-        runner = self._runner('["other-registry.example.com/some/repo@sha256:000000"]')
-        remote = "us-central1-docker.pkg.dev/proj/repo:latest"
-        out = _resolve_pushed_image_digest(
-            runner,
-            remote_image=remote,
-            docker_config_dir=None,
-            verbose=False,
-        )
-        assert out == remote
-        assert emitter.warn.called
-
-    def test_registry_with_port_in_host(self):
-        # Only the rightmost ``:`` (the ``:latest`` tag) should be stripped.
-        runner = self._runner('["localhost:5000/repo@sha256:deadbeef"]')
-        out = _resolve_pushed_image_digest(
-            runner,
-            remote_image="localhost:5000/repo:latest",
-            docker_config_dir=None,
-            verbose=False,
-        )
-        assert out == "localhost:5000/repo@sha256:deadbeef"
-
-    @staticmethod
-    def _capturing_runner(stdout: str) -> tuple[MagicMock, dict]:
-        """Like ``_runner`` but exposes the coroutine for arg introspection.
-        Caller must close ``captured["coro"]``.
-        """
-        runner = MagicMock()
-        captured: dict = {}
-
-        def _run(coro, *args, **kwargs):
-            captured["coro"] = coro
-            return (stdout, "")
-
-        runner.run.side_effect = _run
-        return runner, captured
-
-    def test_passes_docker_config_dir(self):
-        runner, captured = self._capturing_runner(
-            '["us-central1-docker.pkg.dev/proj/repo@sha256:abc"]'
-        )
-        _resolve_pushed_image_digest(
-            runner,
-            remote_image="us-central1-docker.pkg.dev/proj/repo:latest",
-            docker_config_dir="/tmp/some-cfg",
-            verbose=False,
-        )
-        frame_locals = captured["coro"].cr_frame.f_locals
-        assert frame_locals["cmd"] == "docker"
-        assert "--config" in frame_locals["args"]
-        cfg_idx = frame_locals["args"].index("--config")
-        assert frame_locals["args"][cfg_idx + 1] == "/tmp/some-cfg"
-        captured["coro"].close()
-
-    def test_omits_docker_config_dir_when_none(self):
-        runner, captured = self._capturing_runner(
-            '["us-central1-docker.pkg.dev/proj/repo@sha256:abc"]'
-        )
-        _resolve_pushed_image_digest(
-            runner,
-            remote_image="us-central1-docker.pkg.dev/proj/repo:latest",
-            docker_config_dir=None,
-            verbose=False,
-        )
-        frame_locals = captured["coro"].cr_frame.f_locals
-        assert "--config" not in frame_locals["args"]
-        captured["coro"].close()
@@ -1,5 +1,3 @@
-import json
-
 import httpx
 import pytest

@@ -178,69 +176,6 @@ def test_update_deployment_no_secrets(client):
    assert result == {"ok": True}


-def _capturing_client(captured: dict) -> HostBackendClient:
-    def handler(req: httpx.Request) -> httpx.Response:
-        captured["body"] = req.read()
-        return httpx.Response(200, json={"ok": True})
-
-    c = HostBackendClient("https://api.example.com", "key")
-    c._client = httpx.Client(
-        base_url="https://api.example.com",
-        transport=httpx.MockTransport(handler),
-        headers={"X-Api-Key": "key", "Accept": "application/json"},
-        timeout=30,
-    )
-    return c
-
-
-def test_update_deployment_forwards_tracked_packages():
-    captured: dict = {}
-    c = _capturing_client(captured)
-    c.update_deployment(
-        "dep-123",
-        "image:latest",
-        tracked_packages=["google-adk:1.0.0"],
-    )
-    body = json.loads(captured["body"])
-    assert body["tracked_packages"] == ["google-adk:1.0.0"]
-    assert "tracked_packages" not in body["source_revision_config"]
-
-
-def test_update_deployment_omits_tracked_packages_when_absent():
-    captured: dict = {}
-    c = _capturing_client(captured)
-    c.update_deployment("dep-123", "image:latest")
-    body = json.loads(captured["body"])
-    assert "tracked_packages" not in body
-
-
-def test_update_deployment_internal_source_forwards_tracked_packages():
-    captured: dict = {}
-    c = _capturing_client(captured)
-    c.update_deployment_internal_source(
-        "dep-123",
-        source_tarball_path="path/to/tarball",
-        config_path="langgraph.json",
-        tracked_packages=["google-adk:>=0.5"],
-    )
-    body = json.loads(captured["body"])
-    assert body["tracked_packages"] == ["google-adk:>=0.5"]
-    assert body["source_revision_config"]["source_tarball_path"] == "path/to/tarball"
-    assert "tracked_packages" not in body["source_revision_config"]
-
-
-def test_update_deployment_internal_source_omits_tracked_packages_when_absent():
-    captured: dict = {}
-    c = _capturing_client(captured)
-    c.update_deployment_internal_source(
-        "dep-123",
-        source_tarball_path="path/to/tarball",
-        config_path="langgraph.json",
-    )
-    body = json.loads(captured["body"])
-    assert "tracked_packages" not in body
-
-
 def test_list_revisions(client):
    result = client.list_revisions("dep-123", limit=5)
    assert result == {"ok": True}
@@ -7,7 +7,6 @@ dependencies = [
    "langgraph>=0.6.0,<2",
    "langchain-core>=0.2.14",
    "shared",
-    "langgraph-checkpoint-postgres>=3.0.0"
 ]

 [build-system]
@@ -5,8 +5,7 @@ description = "uv workspace monorepo example for LangGraph CLI integration test"
 requires-python = ">=3.11"
 dependencies = [
    "langgraph>=0.6.0,<2",
-    "langchain-core>=1.3.3",
-    "langgraph-checkpoint-postgres>=3.0.0"
+    "langchain-core>=0.2.14",
 ]

 [tool.uv.workspace]
@@ -16,7 +16,6 @@ source = { editable = "apps/agent" }
 dependencies = [
    { name = "langchain-core" },
    { name = "langgraph" },
-    { name = "langgraph-checkpoint-postgres" },
    { name = "shared" },
 ]

@@ -24,7 +23,6 @@ dependencies = [
 requires-dist = [
    { name = "langchain-core", specifier = ">=0.2.14" },
    { name = "langgraph", specifier = ">=0.6.0,<2" },
-    { name = "langgraph-checkpoint-postgres", specifier = ">=3.0.0" },
    { name = "shared", editable = "libs/shared" },
 ]

@@ -217,11 +215,10 @@ wheels = [

 [[package]]
 name = "langchain-core"
-version = "1.3.3"
+version = "1.2.28"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "jsonpatch" },
-    { name = "langchain-protocol" },
    { name = "langsmith" },
    { name = "packaging" },
    { name = "pydantic" },
@@ -230,21 +227,9 @@ dependencies = [
    { name = "typing-extensions" },
    { name = "uuid-utils" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/d3/ae/8b74458fc3850ec3d150eb9f45e857db129dafa801fb5cf173dfc9f8bbf3/langchain_core-1.3.3.tar.gz", hash = "sha256:fa510a5db8efdc0c6ff41c0939fb5c00a0183c11f6b84233e892e3227ff69182", size = 915041, upload-time = "2026-05-05T19:02:36.612Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/f8/a4/317a1a3ac1df33a64adb3670bf88bbe3b3d5baa274db6863a979db472897/langchain_core-1.2.28.tar.gz", hash = "sha256:271a3d8bd618f795fdeba112b0753980457fc90537c46a0c11998516a74dc2cb", size = 846119, upload-time = "2026-04-08T18:19:34.867Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/1f/01/4771b7ab2af1d1aba5b710bd8f13d9225c609425214b357590a17b01be77/langchain_core-1.3.3-py3-none-any.whl", hash = "sha256:18aae8506f37da7f74398492279a7d6efcee4f8e23c4c41c7af080eeb7ef7bd1", size = 543857, upload-time = "2026-05-05T19:02:34.52Z" },
-]
-
-[[package]]
-name = "langchain-protocol"
-version = "0.0.17"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "typing-extensions" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/44/b3/4e2429876c7a35585618caa2b9f9089f7162a6b50562b614ad82ac11c17e/langchain_protocol-0.0.17.tar.gz", hash = "sha256:e7cbe58c205df4b4fd87dc6d5bb23f10e13b236d0e2e1b0b9d05bc2b648f3eea", size = 6026, upload-time = "2026-06-12T18:39:51.923Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/13/0a/a1bfe72c6ec856e99773bbd96c8086421e554b3693d0142b9ea009c6ac92/langchain_protocol-0.0.17-py3-none-any.whl", hash = "sha256:982a08fe152586ed10d4ff3d538c2e0b5766e5f307cdea325e10be3f2c17cae6", size = 7096, upload-time = "2026-06-12T18:39:50.973Z" },
+    { url = "https://files.pythonhosted.org/packages/a8/92/32f785f077c7e898da97064f113c73fbd9ad55d1e2169cf3a391b183dedb/langchain_core-1.2.28-py3-none-any.whl", hash = "sha256:80764232581eaf8057bcefa71dbf8adc1f6a28d257ebd8b95ba9b8b452e8c6ac", size = 508727, upload-time = "2026-04-08T18:19:32.823Z" },
 ]

 [[package]]
@@ -277,21 +262,6 @@ wheels = [
    { url = "https://files.pythonhosted.org/packages/65/4c/09a4a0c42f5d2fc38d6c4d67884788eff7fd2cfdf367fdf7033de908b4c0/langgraph_checkpoint-4.0.1-py3-none-any.whl", hash = "sha256:e3adcd7a0e0166f3b48b8cf508ce0ea366e7420b5a73aa81289888727769b034", size = 50453, upload-time = "2026-02-27T21:06:14.293Z" },
 ]

-[[package]]
-name = "langgraph-checkpoint-postgres"
-version = "3.0.5"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "langgraph-checkpoint" },
-    { name = "orjson" },
-    { name = "psycopg" },
-    { name = "psycopg-pool" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/95/7a/8f439966643d32111248a225e6cb33a182d07c90de780c4dbfc1e0377832/langgraph_checkpoint_postgres-3.0.5.tar.gz", hash = "sha256:a8fd7278a63f4f849b5cbc7884a15ca8f41e7d5f7467d0a66b31e8c24492f7eb", size = 127856, upload-time = "2026-03-18T21:25:29.785Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/e8/87/b0f98b33a67204bca9d5619bcd9574222f6b025cf3c125eedcec9a50ecbc/langgraph_checkpoint_postgres-3.0.5-py3-none-any.whl", hash = "sha256:86d7040a88fd70087eaafb72251d796696a0a2d856168f5c11ef620771411552", size = 42907, upload-time = "2026-03-18T21:25:28.75Z" },
-]
-
 [[package]]
 name = "langgraph-prebuilt"
 version = "1.0.9"
@@ -320,7 +290,7 @@ wheels = [

 [[package]]
 name = "langsmith"
-version = "0.8.0"
+version = "0.7.31"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "httpx" },
@@ -333,9 +303,9 @@ dependencies = [
    { name = "xxhash" },
    { name = "zstandard" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/a8/64/95f1f013531395f4e8ed73caeee780f65c7c58fe028cb543f8937b45611b/langsmith-0.8.0.tar.gz", hash = "sha256:59fe5b2a56bbbe14a08aa76691f84b49e8675dd21e11b57d80c6db8c08bac2e3", size = 4432996, upload-time = "2026-04-30T22:13:07.341Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/e6/11/696019490992db5c87774dc20515529ef42a01e1d770fb754ed6d9b12fb0/langsmith-0.7.31.tar.gz", hash = "sha256:331ee4f7c26bb5be4022b9859b7d7b122cbf8c9d01d9f530114c1914b0349ffb", size = 1178480, upload-time = "2026-04-14T17:55:41.242Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/f3/e1/a4be2e696c9473bb53298df398237da5674704d781d4b748ed35aeef592a/langsmith-0.8.0-py3-none-any.whl", hash = "sha256:12cc4bc5622b835a6d841964d6034df3617bdb912dae0c1381fd0a68a9b3a3ef", size = 393268, upload-time = "2026-04-30T22:13:05.56Z" },
+    { url = "https://files.pythonhosted.org/packages/1d/a1/a013cf458c301cda86a213dd153ce0a01c93f1ab5833f951e6a44c9763ce/langsmith-0.7.31-py3-none-any.whl", hash = "sha256:0291d49203f6e80dda011af1afda61eb0595a4d697adb684590a8805e1d61fb6", size = 373276, upload-time = "2026-04-14T17:55:39.677Z" },
 ]

 [[package]]
@@ -463,31 +433,6 @@ wheels = [
    { url = "https://files.pythonhosted.org/packages/b7/b9/c538f279a4e237a006a2c98387d081e9eb060d203d8ed34467cc0f0b9b53/packaging-26.0-py3-none-any.whl", hash = "sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529", size = 74366, upload-time = "2026-01-21T20:50:37.788Z" },
 ]

-[[package]]
-name = "psycopg"
-version = "3.3.4"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
-    { name = "tzdata", marker = "sys_platform == 'win32'" },
-]
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 [[package]]
@@ -111,19 +111,22 @@ test_watch_all:

 # Define a variable for Python and notebook files.
 PYTHON_FILES=.
+MYPY_CACHE=.mypy_cache
 lint format: PYTHON_FILES=.
 lint_diff format_diff: PYTHON_FILES=$(shell git diff --name-only --relative --diff-filter=d main . | grep -E r'\.py$$|\.ipynb$$')
 lint_package: PYTHON_FILES=langgraph
 lint_tests: PYTHON_FILES=tests
+lint_tests: MYPY_CACHE=.mypy_cache_test

 lint lint_diff lint_package lint_tests:
 	uv run ruff check .
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff format $(PYTHON_FILES) --diff
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff check --select I $(PYTHON_FILES)
-	[ "$(PYTHON_FILES)" = "" ] || uv run ty check langgraph
+	[ "$(PYTHON_FILES)" = "" ] || mkdir -p $(MYPY_CACHE)
+	[ "$(PYTHON_FILES)" = "" ] || uv run mypy langgraph --cache-dir $(MYPY_CACHE)

 type:
-	uv run ty check langgraph
+	mkdir -p $(MYPY_CACHE) && uv run mypy langgraph --cache-dir $(MYPY_CACHE)

 format format_diff:
 	uv run ruff format $(PYTHON_FILES)
@@ -1,45 +1,100 @@
-# 🦜🕸️ LangGraph
+<div align="center">
+  <a href="https://www.langchain.com/langgraph">
+    <picture>
+      <source media="(prefers-color-scheme: dark)" srcset="../../.github/images/logo-dark.svg">
+      <source media="(prefers-color-scheme: light)" srcset="../../.github/images/logo-light.svg">
+      <img alt="LangGraph Logo" src=".github/images/logo-dark.svg" width="50%">
+    </picture>
+  </a>
+</div>

-[![PyPI - Version](https://img.shields.io/pypi/v/langgraph?label=%20)](https://pypi.org/project/langgraph/#history)
-[![PyPI - License](https://img.shields.io/pypi/l/langgraph)](https://opensource.org/licenses/MIT)
-[![PyPI - Downloads](https://img.shields.io/pepy/dt/langgraph)](https://pypistats.org/packages/langgraph)
-[![Open Issues](https://img.shields.io/github/issues-raw/langchain-ai/langgraph)](https://github.com/langchain-ai/langgraph/issues)
-[![Twitter](https://img.shields.io/twitter/url/https/twitter.com/langchain_oss.svg?style=social&label=Follow%20%40LangChain)](https://x.com/langchain_oss)
+<div align="center">
+  <h3>Low-level orchestration framework for building stateful agents.</h3>
+</div>

-Looking for the JS/TS version? Check out [LangGraph.js](https://github.com/langchain-ai/langgraphjs).
+<div align="center">
+  <a href="https://opensource.org/licenses/MIT" target="_blank"><img src="https://img.shields.io/pypi/l/langgraph" alt="PyPI - License"></a>
+  <a href="https://pypistats.org/packages/langgraph" target="_blank"><img src="https://img.shields.io/pepy/dt/langgraph" alt="PyPI - Downloads"></a>
+  <a href="https://pypi.org/project/langgraph/" target="_blank"><img src="https://img.shields.io/pypi/v/langgraph.svg?label=%20" alt="Version"></a>
+  <a href="https://github.com/langchain-ai/langgraph/issues" target="_blank"><img src="https://img.shields.io/github/issues-raw/langchain-ai/langgraph" alt="Open Issues"></a>
+  <a href="https://docs.langchain.com/oss/python/langgraph/overview" target="_blank"><img src="https://img.shields.io/badge/docs-latest-blue" alt="Docs"></a>
+  <a href="https://x.com/langchain_oss" target="_blank"><img src="https://img.shields.io/twitter/url/https/twitter.com/langchain_oss.svg?style=social&label=Follow%20%40LangChain" alt="Twitter / X"></a>
+</div>

-To help you ship LangGraph apps to production faster, check out [LangSmith](https://www.langchain.com/langsmith).
-[LangSmith](https://www.langchain.com/langsmith) is a unified developer platform for building, testing, and monitoring LLM applications.
+<br>

-## Quick Install
+Trusted by companies shaping the future of agents – including Klarna, Replit, Elastic, and more – LangGraph is a low-level orchestration framework for building, managing, and deploying long-running, stateful agents.

-```bash
-uv add langgraph
+## Get started
+
+Install LangGraph:
+
+```
+pip install -U langgraph
 ```

-## 🤔 What is this?
+Create a simple workflow:

-LangGraph is a low-level orchestration framework for building, managing, and deploying long-running, stateful agents. LangGraph provides the infrastructure for durable execution, streaming, human-in-the-loop, persistence, memory, and more.
+```python
+from langgraph.graph import START, StateGraph
+from typing_extensions import TypedDict

-We recommend you use LangGraph when you have advanced needs that require a combination of deterministic and agentic workflows, heavy customization, and carefully controlled latency. Use [LangChain](https://docs.langchain.com/oss/python/langchain/overview) when you want to quickly build agents and applications powered by LLMs using pre-built agent architectures and model integrations.

-LangChain [agents](https://docs.langchain.com/oss/python/langchain/agents) are built on top of LangGraph in order to provide durable execution, streaming, human-in-the-loop, persistence, and more. (You do not need to know LangGraph for basic LangChain agent usage.)
+class State(TypedDict):
+    text: str

-Trusted by companies shaping the future of agents – including Klarna, Replit, Elastic, and more – LangGraph is used to ship AI applications at scale.

-## 📖 Documentation
+def node_a(state: State) -> dict:
+    return {"text": state["text"] + "a"}

-For full documentation, see the [API reference](https://reference.langchain.com/python/langgraph/). For conceptual guides, tutorials, and examples on using LangGraph, see the [LangGraph Docs](https://docs.langchain.com/oss/python/langgraph/overview). Get started with the [LangGraph Quickstart](https://docs.langchain.com/oss/python/langgraph/quickstart).

-## 📕 Releases & Versioning
+def node_b(state: State) -> dict:
+    return {"text": state["text"] + "b"}

-See our [Releases](https://docs.langchain.com/oss/python/release-policy) and [Versioning](https://docs.langchain.com/oss/python/versioning) policies.

-## 💁 Contributing
+graph = StateGraph(State)
+graph.add_node("node_a", node_a)
+graph.add_node("node_b", node_b)
+graph.add_edge(START, "node_a")
+graph.add_edge("node_a", "node_b")

-As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.
+print(graph.compile().invoke({"text": ""}))
+# {'text': 'ab'}
+```

-For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).
+Get started with the [LangGraph Quickstart](https://docs.langchain.com/oss/python/langgraph/quickstart).
+
+To quickly build agents with LangChain's `create_agent` (built on LangGraph), see the [LangChain Agents documentation](https://docs.langchain.com/oss/python/langchain/agents).
+
+## Core benefits
+
+LangGraph provides low-level supporting infrastructure for *any* long-running, stateful workflow or agent. LangGraph does not abstract prompts or architecture, and provides the following central benefits:
+
+- [Durable execution](https://docs.langchain.com/oss/python/langgraph/durable-execution): Build agents that persist through failures and can run for extended periods, automatically resuming from exactly where they left off.
+- [Human-in-the-loop](https://docs.langchain.com/oss/python/langgraph/interrupts): Seamlessly incorporate human oversight by inspecting and modifying agent state at any point during execution.
+- [Comprehensive memory](https://docs.langchain.com/oss/python/langgraph/memory): Create truly stateful agents with both short-term working memory for ongoing reasoning and long-term persistent memory across sessions.
+- [Debugging with LangSmith](http://www.langchain.com/langsmith): Gain deep visibility into complex agent behavior with visualization tools that trace execution paths, capture state transitions, and provide detailed runtime metrics.
+- [Production-ready deployment](https://docs.langchain.com/langsmith/app-development): Deploy sophisticated agent systems confidently with scalable infrastructure designed to handle the unique challenges of stateful, long-running workflows.
+
+## LangGraph’s ecosystem
+
+While LangGraph can be used standalone, it also integrates seamlessly with any LangChain product, giving developers a full suite of tools for building agents. To improve your LLM application development, pair LangGraph with:
+
+- [LangSmith](http://www.langchain.com/langsmith) — Helpful for agent evals and observability. Debug poor-performing LLM app runs, evaluate agent trajectories, gain visibility in production, and improve performance over time.
+- [LangSmith Deployment](https://docs.langchain.com/langsmith/deployments) — Deploy and scale agents effortlessly with a purpose-built deployment platform for long running, stateful workflows. Discover, reuse, configure, and share agents across teams — and iterate quickly with visual prototyping in [LangGraph Studio](https://docs.langchain.com/oss/python/langgraph/studio).
+- [LangChain](https://docs.langchain.com/oss/python/langchain/overview) – Provides integrations and composable components to streamline LLM application development.
+
+> [!NOTE]
+> Looking for the JS version of LangGraph? See the [JS repo](https://github.com/langchain-ai/langgraphjs) and the [JS docs](https://docs.langchain.com/oss/javascript/langgraph/overview).
+
+## Additional resources
+
+- [Guides](https://docs.langchain.com/oss/python/langgraph/guides): Quick, actionable code snippets for topics such as streaming, adding memory & persistence, and design patterns (e.g. branching, subgraphs, etc.).
+- [Reference](https://reference.langchain.com/python/langgraph/): Detailed reference on core classes, methods, how to use the graph and checkpointing APIs, and higher-level prebuilt components.
+- [Examples](https://docs.langchain.com/oss/python/langgraph/agentic-rag): Guided examples on getting started with LangGraph.
+- [LangChain Forum](https://forum.langchain.com/): Connect with the community and share all of your technical questions, ideas, and feedback.
+- [LangChain Academy](https://academy.langchain.com/courses/intro-to-langgraph): Learn the basics of LangGraph in our free, structured course.
+- [Case studies](https://www.langchain.com/built-with-langgraph): Hear how industry leaders use LangGraph to ship AI applications at scale.

 ## Acknowledgements

@@ -1,7 +1,7 @@
 from __future__ import annotations

 from collections import ChainMap
-from collections.abc import Mapping, Sequence
+from collections.abc import Sequence
 from os import getenv
 from typing import Any, cast

@@ -20,7 +20,6 @@ from langchain_core.runnables.config import (
 from langgraph.checkpoint.base import CheckpointMetadata

 from langgraph._internal._constants import (
-    _CHECKPOINT_COORDINATE_KEYS,
    CONF,
    CONFIG_KEY_CHECKPOINT_ID,
    CONFIG_KEY_CHECKPOINT_MAP,
@@ -30,9 +29,6 @@ from langgraph._internal._constants import (
 )

 DEFAULT_RECURSION_LIMIT = int(getenv("LANGGRAPH_DEFAULT_RECURSION_LIMIT", "10007"))
-DELTA_MAX_SUPERSTEPS_SINCE_SNAPSHOT = int(
-    getenv("LANGGRAPH_DELTA_MAX_SUPERSTEPS_SINCE_SNAPSHOT", "5000")
-)


 def recast_checkpoint_ns(ns: str) -> str:
@@ -80,70 +76,6 @@ def patch_checkpoint_map(
        return config


-def _copy_mapping_value(value: Any) -> Any:
-    return dict(value) if isinstance(value, Mapping) else value
-
-
-def _merge_metadata(
-    base: Mapping[str, Any] | None, new: Mapping[str, Any] | None
-) -> dict[str, Any]:
-    """Merge metadata without mutating inputs.
-
-    Top-level keys merge with newer values winning. `lc_versions` is the only
-    mapping-valued key that merges one level deeper, so independent LangChain
-    packages can contribute package versions without changing generic metadata
-    semantics. Mapping values are copied one level, so deeper nested objects
-    remain shared. `None` inputs are treated as empty metadata.
-
-    Mirrors `langchain_core.runnables.config._merge_metadata_dicts` so configs
-    that pass through LangGraph's merge keep the same `lc_versions` semantics;
-    keep the two in sync. Unlike lc-core, this copies mapping values one level
-    (intentionally more defensive — do not "simplify" back to a shared ref).
-    """
-    merged = {key: _copy_mapping_value(value) for key, value in (base or {}).items()}
-    for key, value in (new or {}).items():
-        if (
-            key == "lc_versions"
-            and isinstance(merged.get(key), Mapping)
-            and isinstance(value, Mapping)
-        ):
-            merged[key] = {
-                **cast(Mapping[str, Any], merged[key]),
-                **value,
-            }
-        else:
-            merged[key] = _copy_mapping_value(value)
-    return merged
-
-
-def _merge_callbacks(base: Callbacks, new: Callbacks) -> Callbacks:
-    """Merge two callbacks values (None / list / BaseCallbackManager).
-
-    Six cases total (3 base types x 2 non-None new types).
-    """
-    if new is None:
-        return base
-    if base is None:
-        return new.copy() if isinstance(new, (list, BaseCallbackManager)) else new
-    if isinstance(new, list):
-        if isinstance(base, list):
-            return base + new
-        if isinstance(base, BaseCallbackManager):
-            mngr = base.copy()
-            for cb in new:
-                mngr.add_handler(cb, inherit=True)
-            return mngr
-    elif isinstance(new, BaseCallbackManager):
-        if isinstance(base, list):
-            mngr = new.copy()
-            for cb in base:
-                mngr.add_handler(cb, inherit=True)
-            return mngr
-        if isinstance(base, BaseCallbackManager):
-            return base.merge(new)
-    raise NotImplementedError(f"Unsupported callback types: {type(base)}, {type(new)}")
-
-
 def merge_configs(*configs: RunnableConfig | None) -> RunnableConfig:
    """Merge multiple configs into one.

@@ -163,10 +95,10 @@ def merge_configs(*configs: RunnableConfig | None) -> RunnableConfig:
            if not value:
                continue
            if key == "metadata":
-                base[key] = _merge_metadata(
-                    cast(Mapping[str, Any] | None, base.get(key)),
-                    cast(Mapping[str, Any], value),
-                )
+                if base_value := base.get(key):
+                    base[key] = {**base_value, **value}  # type: ignore
+                else:
+                    base[key] = value  # type: ignore[literal-required]
            elif key == "tags":
                if base_value := base.get(key):
                    base[key] = [*base_value, *value]  # type: ignore
@@ -178,9 +110,34 @@ def merge_configs(*configs: RunnableConfig | None) -> RunnableConfig:
                else:
                    base[key] = value
            elif key == "callbacks":
-                base["callbacks"] = _merge_callbacks(
-                    base.get("callbacks"), cast(Callbacks, value)
-                )
+                base_callbacks = base.get("callbacks")
+                # callbacks can be either None, list[handler] or manager
+                # so merging two callbacks values has 6 cases
+                if isinstance(value, list):
+                    if base_callbacks is None:
+                        base["callbacks"] = value.copy()
+                    elif isinstance(base_callbacks, list):
+                        base["callbacks"] = base_callbacks + value
+                    else:
+                        # base_callbacks is a manager
+                        mngr = base_callbacks.copy()
+                        for callback in value:
+                            mngr.add_handler(callback, inherit=True)
+                        base["callbacks"] = mngr
+                elif isinstance(value, BaseCallbackManager):
+                    # value is a manager
+                    if base_callbacks is None:
+                        base["callbacks"] = value.copy()
+                    elif isinstance(base_callbacks, list):
+                        mngr = value.copy()
+                        for callback in base_callbacks:
+                            mngr.add_handler(callback, inherit=True)
+                        base["callbacks"] = mngr
+                    else:
+                        # base_callbacks is also a manager
+                        base["callbacks"] = base_callbacks.merge(value)
+                else:
+                    raise NotImplementedError
            elif key == "recursion_limit":
                if config["recursion_limit"] != DEFAULT_RECURSION_LIMIT:
                    base["recursion_limit"] = config["recursion_limit"]
@@ -343,65 +300,13 @@ def ensure_config(*configs: RunnableConfig | None) -> RunnableConfig:
                if _is_not_empty(v)
            },
        )
-    # An explicit config that supplies its own checkpoint coordinate (a
-    # thread_id, or any checkpoint_ns/checkpoint_id/checkpoint_map) is addressing
-    # its own checkpoint lineage, so drop the inherited ambient configurable
-    # rather than merging over it: a child graph invoked inside a parent node
-    # would otherwise write its checkpoints under the parent's namespace and
-    # never find them again. An explicit thread_id resets even when it equals the
-    # ambient one, since a child reusing the parent's thread id still addresses
-    # its own root namespace, not the parent task's. Configs that only refine
-    # other keys keep the ambient and shallow-merge over it below.
-    if empty.get(CONF):
-        for config in configs:
-            if config is None:
-                continue
-            explicit_configurable = config.get(CONF)
-            if not explicit_configurable:
-                continue
-            if any(
-                _is_not_empty(explicit_configurable.get(k))
-                for k in _CHECKPOINT_COORDINATE_KEYS
-            ):
-                empty[CONF] = {}
-                break
    for config in configs:
        if config is None:
            continue
        for k, v in config.items():
            if _is_not_empty(v) and k in CONFIG_KEYS:
                if k == CONF:
-                    # Shallow-merge configurable dicts across configs so values
-                    # bound via with_config(...) (e.g. ls_agent_type) are
-                    # preserved when later configs (e.g. invoke-time) only
-                    # specify a subset of keys like thread_id.
-                    existing = empty.get(k)
-                    empty[k] = (
-                        {**cast(dict, existing), **cast(dict, v)}
-                        if existing
-                        else cast(dict, v).copy()
-                    )
-                elif k == "callbacks":
-                    empty["callbacks"] = _merge_callbacks(
-                        empty.get("callbacks"), cast(Callbacks, v)
-                    )
-                elif k == "metadata":
-                    # Matches merge_configs: top-level metadata keys merge, and
-                    # only `lc_versions` merges one level deeper.
-                    empty["metadata"] = _merge_metadata(
-                        cast(Mapping[str, Any] | None, empty.get("metadata")),
-                        cast(Mapping[str, Any], v),
-                    )
-                elif k == "tags":
-                    # Concatenate tags across configs so values bound via
-                    # with_config(...) are preserved when later configs
-                    # supply additional tags. Matches merge_configs.
-                    existing_tags: list[str] | None = empty.get("tags")
-                    empty["tags"] = (
-                        [*existing_tags, *cast(list, v)]
-                        if existing_tags
-                        else list(cast(list, v))
-                    )
+                    empty[k] = cast(dict, v).copy()
                else:
                    empty[k] = v  # type: ignore[literal-required]
        for k, v in config.items():
@@ -458,17 +363,3 @@ _PROPAGATE_TO_METADATA = frozenset(
        "graph_id",
    )
 )
-
-
-def filter_to_user_tags(tags: Sequence[str] | None) -> list[str] | None:
-    """Drop langgraph's internal `seq:step:*` bookkeeping tags.
-
-    `seq:step:N` tags are added internally to mark sequence steps; everything
-    else (user-supplied tags and any other framework tags) is kept. Returns the
-    surviving tags, or `None` if none remain. Shared by the `messages` and
-    `tasks` stream handlers so both surface the same tag set on their metadata.
-    """
-    if not tags:
-        return None
-    filtered = [t for t in tags if not t.startswith("seq:step")]
-    return filtered or None
@@ -95,15 +95,6 @@ NULL_TASK_ID = sys.intern("00000000-0000-0000-0000-000000000000")
 OVERWRITE = sys.intern("__overwrite__")
 # dict key for the overwrite value, used as `{'__overwrite__': value}`

-# Checkpoint coordinate keys: when any of these appear in an explicit
-# configurable, the caller is addressing its own checkpoint lineage.
-_CHECKPOINT_COORDINATE_KEYS = (
-    CONFIG_KEY_THREAD_ID,
-    CONFIG_KEY_CHECKPOINT_NS,
-    CONFIG_KEY_CHECKPOINT_ID,
-    CONFIG_KEY_CHECKPOINT_MAP,
-)
-
 # redefined to avoid circular import with langgraph.constants
 _TAG_HIDDEN = sys.intern("langsmith:hidden")

@@ -29,25 +29,11 @@ def _strip_extras(t):  # type: ignore[no-untyped-def]


 def _get_overwrite(value: Any) -> tuple[bool, Any]:
-    """Inspects the given value and returns (is_overwrite, overwrite_value).
-
-    Recognises three forms:
-
-    * The typed `Overwrite` dataclass instance.
-    * The sentinel-keyed `{"__overwrite__": value}` dict form.
-    * The dataclass-erased `{"value": ..., "type": "__overwrite__"}` form that
-      results from JSON-serialising an `Overwrite` (e.g. an `orjson`-encoded
-      state update routed through the LangGraph API server). This keeps the
-      `Overwrite` semantics intact across JSON boundaries that strip dataclass
-      types.
-    """
+    """Inspects the given value and returns (is_overwrite, overwrite_value)."""
    if isinstance(value, Overwrite):
        return True, value.value
-    if isinstance(value, dict):
-        if len(value) == 1 and OVERWRITE in value:
-            return True, value[OVERWRITE]
-        if value.get("type") == OVERWRITE and "value" in value:
-            return True, value["value"]
+    if isinstance(value, dict) and len(value) == 1 and OVERWRITE in value:
+        return True, value[OVERWRITE]
    return False, None


@@ -26,15 +26,6 @@ class DeltaChannel(Generic[Value], BaseChannel[Any, Any, Any]):
    """Reducer channel that stores only a sentinel in checkpoint blobs and
    reconstructs state by replaying ancestor writes through the reducer.

-    !!! warning "Beta"
-
-        `DeltaChannel` is in beta. The API and on-disk representation may
-        change in future releases. Threads written with `DeltaChannel` today
-        are expected to remain readable, but the surrounding contract
-        (`BaseCheckpointSaver.get_delta_channel_history`, the
-        `_DeltaSnapshot` blob shape, the `counters_since_delta_snapshot`
-        metadata field) is not yet stable.
-
    The reducer receives the current accumulated value and a batch of writes
    in one call: `reducer(state, [write1, write2, ...]) -> new_state`.

@@ -47,12 +38,9 @@ class DeltaChannel(Generic[Value], BaseChannel[Any, Any, Any]):
    This lets LangGraph replay checkpointed writes in larger batches than they
    were originally produced without changing reconstructed state.

-    Snapshot cadence is driven by two counters: per-channel update count and
-    total supersteps since last snapshot. `create_checkpoint` writes a full
-    `_DeltaSnapshot` blob when EITHER the update count reaches
-    `snapshot_frequency` OR the supersteps count reaches the system-wide
-    `DELTA_MAX_SUPERSTEPS_SINCE_SNAPSHOT` bound (default 5000), bounding
-    replay depth even for channels that stop receiving writes.
+    Snapshot cadence is driven by per-channel update count. `create_checkpoint`
+    writes a full `_DeltaSnapshot` blob every `snapshot_frequency` updates to
+    this channel, bounding replay depth.

    Parameters:
        reducer: `(state, list[writes]) -> new_state`. Must be deterministic
@@ -172,11 +160,13 @@ class DeltaChannel(Generic[Value], BaseChannel[Any, Any, Any]):
                overwrite_idx = i
        if overwrite_idx is not None:
            _, overwrite_value = _get_overwrite(values[overwrite_idx])
-            self.value = (
+            base = (
                _copy.copy(overwrite_value)
                if overwrite_value is not None
                else self.typ()
            )
+            remaining = [v for i, v in enumerate(values) if i != overwrite_idx]
+            self.value = self.reducer(base, remaining) if remaining else base
            return True
        base = self.typ() if self.value is MISSING else self.value
        self.value = self.reducer(base, list(values))
@@ -21,7 +21,6 @@ __all__ = (
    "InvalidUpdateError",
    "GraphBubbleUp",
    "GraphInterrupt",
-    "NodeCancelledError",
    "NodeError",
    "NodeInterrupt",
    "NodeTimeoutError",
@@ -165,28 +164,6 @@ class NodeError:
    """Exception raised by the failed node."""


-class NodeCancelledError(Exception):
-    """Raised when a node body raises ``asyncio.CancelledError`` itself.
-
-    ``asyncio.CancelledError`` is a ``BaseException`` and the pregel runner
-    treats cancelled task futures as silent tear-down (e.g. when it stops
-    sibling tasks after a peer fails). That is the correct behaviour for
-    *framework-initiated* cancellation, but a user node that raises
-    ``asyncio.CancelledError`` from its own body should surface as a node
-    failure, the same way any other exception would.
-
-    The retry layer converts user-raised ``asyncio.CancelledError`` into this
-    type so it flows through the normal error path and the run reports as
-    ``error`` instead of silently succeeding.
-    """
-
-    node: str
-
-    def __init__(self, node: str, message: str | None = None) -> None:
-        super().__init__(message or f"Node {node!r} raised asyncio.CancelledError")
-        self.node = node
-
-
 class NodeTimeoutError(Exception):
    """Raised when a node invocation exceeds one of its configured timeouts.

@@ -249,17 +249,15 @@ def _messages_delta_reducer(
 ) -> list[AnyMessage]:
    """**Experimental.** Batch reducer for use with `DeltaChannel`.

-    Processes all writes in one pass — dedup by ID, `RemoveMessage`
-    tombstoning — without calling `add_messages`.
+    Provides full `add_messages` parity: dedup by ID, `RemoveMessage`
+    tombstoning, `REMOVE_ALL_MESSAGES` reset, `BaseMessageChunk` coercion,
+    and UUID assignment for ID-less messages — all in a single batched pass.

    This reducer is batching-invariant, as required by `DeltaChannel`:
    `reducer(reducer(state, xs), ys) == reducer(state, xs + ys)`.

    Raw dict / string / tuple inputs are coerced to typed `BaseMessage`
-    objects so that HTTP-driven graphs work without a separate coercion
-    step. This is not full `add_messages` parity — `REMOVE_ALL_MESSAGES`,
-    unknown-id `RemoveMessage` errors, missing-id UUID assignment, and
-    `BaseMessageChunk` conversion are not handled here.
+    objects so that HTTP-driven graphs work without a separate coercion step.

    Example::

@@ -280,24 +278,51 @@ def _messages_delta_reducer(
            flat.extend(w)
        else:
            flat.append(w)
-    # Steady state: the reducer's own output is already typed, so skip
-    # `convert_to_messages` on state when the first element is a BaseMessage.
+    # Steady state: the reducer's own output is already typed BaseMessages
+    # (never chunks), so skip convert_to_messages on the fast path.
    # Only raw input (initial dicts, deserialized blobs) hits the slow path.
    if state and isinstance(state[0], BaseMessage):
        state_msgs = state
    else:
-        state_msgs = cast("list[AnyMessage]", convert_to_messages(state))
-    msgs = cast("list[AnyMessage]", convert_to_messages(flat))
+        state_msgs = cast(
+            "list[AnyMessage]",
+            [
+                message_chunk_to_message(cast(BaseMessageChunk, m))
+                for m in convert_to_messages(state)
+            ],
+        )
+    # Coerce chunks to full messages — streaming nodes can emit BaseMessageChunk.
+    msgs = cast(
+        "list[AnyMessage]",
+        [
+            message_chunk_to_message(cast(BaseMessageChunk, m))
+            for m in convert_to_messages(flat)
+        ],
+    )

-    index: dict[str, int] = {
-        m.id: i for i, m in enumerate(state_msgs) if m.id is not None
-    }
+    # REMOVE_ALL_MESSAGES resets everything; find the last sentinel and
+    # discard all state plus all writes before it.
+    remove_all_idx = None
+    for idx, m in enumerate(msgs):
+        if isinstance(m, RemoveMessage) and m.id == REMOVE_ALL_MESSAGES:
+            remove_all_idx = idx
+    if remove_all_idx is not None:
+        state_msgs = []
+        msgs = msgs[remove_all_idx + 1 :]
+
+    # Build index and assign missing IDs in one pass (parity with add_messages
+    # so that eviction and RemoveMessage tombstoning work on ID-less messages).
+    index: dict[str, int] = {}
+    for i, m in enumerate(state_msgs):
+        if m.id is None:
+            m.id = str(uuid.uuid4())
+        index[m.id] = i
    result: list[AnyMessage | None] = list(state_msgs)
    for msg in msgs:
+        if msg.id is None:
+            msg.id = str(uuid.uuid4())
        mid = msg.id
-        if mid is None:
-            result.append(msg)
-        elif isinstance(msg, RemoveMessage):
+        if isinstance(msg, RemoveMessage):
            if mid in index:
                result[index[mid]] = None
                del index[mid]
@@ -6,7 +6,7 @@ import typing
 import warnings
 from collections import defaultdict
 from collections.abc import Awaitable, Callable, Hashable, Sequence
-from dataclasses import dataclass, is_dataclass
+from dataclasses import is_dataclass
 from datetime import timedelta
 from functools import partial
 from inspect import isclass, isfunction, ismethod, signature
@@ -95,17 +95,6 @@ __all__ = ("StateGraph", "CompiledStateGraph")
 logger = logging.getLogger(__name__)

 _CHANNEL_BRANCH_TO = "branch:to:{}"
-_DEFAULT_ERROR_HANDLER_NODE = "__default_error_handler__"
-
-
-@dataclass(slots=True)
-class _NodeDefaults:
-    """Default node policies applied to every node at compile time."""
-
-    retry_policy: RetryPolicy | Sequence[RetryPolicy] | None = None
-    cache_policy: CachePolicy | None = None
-    error_handler: StateNode[Any, Any] | None = None
-    timeout: TimeoutPolicy | None = None


 def _warn_invalid_state_schema(schema: type[Any] | Any) -> None:
@@ -262,77 +251,10 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
        self.output_schema = cast(type[OutputT], output_schema or state_schema)
        self.context_schema = context_schema

-        self._node_defaults: _NodeDefaults = _NodeDefaults()
-
        self._add_schema(self.state_schema)
        self._add_schema(self.input_schema, allow_managed=False)
        self._add_schema(self.output_schema, allow_managed=False)

-    def set_node_defaults(
-        self,
-        *,
-        retry_policy: RetryPolicy | Sequence[RetryPolicy] | None = None,
-        cache_policy: CachePolicy | None = None,
-        error_handler: StateNode[Any, ContextT] | None = None,
-        timeout: float | timedelta | TimeoutPolicy | None = None,
-    ) -> Self:
-        """Set default node policies that apply to every node in this graph.
-
-        Per-node values passed to `add_node` always take precedence over these
-        defaults. Defaults are applied at `compile()` time. Policies set here
-        are **not** inherited by subgraphs.
-
-        `retry_policy` and `timeout` defaults apply to **all** nodes,
-        including error-handler nodes. `cache_policy` and `error_handler`
-        defaults only apply to regular nodes -- caching error-handler results
-        is unsafe, and handlers must never catch themselves.
-
-        Args:
-            retry_policy: Default retry policy for nodes that don't specify
-                their own via `add_node(..., retry_policy=...)`. Also applies
-                to error-handler nodes.
-            cache_policy: Default cache policy for nodes that don't specify
-                their own via `add_node(..., cache_policy=...)`. Does **not**
-                apply to error-handler nodes.
-            error_handler: Default error handler invoked when any regular node
-                raises and does not have its own `error_handler` set via
-                `add_node`. The handler is **not** invoked when an
-                error-handler node itself raises -- handler failures fail the
-                run.
-            timeout: Default timeout policy for nodes that don't specify their
-                own via `add_node(..., timeout=...)`. Also applies to
-                error-handler nodes. Accepts a `TimeoutPolicy`, a number of
-                seconds (`float`), or a `timedelta`.
-
-        Returns:
-            Self: The builder instance, for chaining.
-
-        Example:
-            ```python
-            graph = (
-                StateGraph(State)
-                .set_node_defaults(
-                    retry_policy=RetryPolicy(max_attempts=3),
-                    error_handler=my_fallback_handler,
-                )
-                .add_node("a", node_a)
-                .add_node("b", node_b, retry_policy=custom_retry)  # overrides default
-                .add_edge(START, "a")
-                .compile()
-            )
-            ```
-        """
-        defaults = self._node_defaults
-        if retry_policy is not None:
-            defaults.retry_policy = retry_policy
-        if cache_policy is not None:
-            defaults.cache_policy = cache_policy
-        if error_handler is not None:
-            defaults.error_handler = error_handler
-        if timeout is not None:
-            defaults.timeout = coerce_timeout_policy(timeout)
-        return self
-
    @property
    def _all_edges(self) -> set[tuple[str, str]]:
        return self.edges | {
@@ -1271,63 +1193,10 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
                key for key, val in self.channels.items() if not is_managed_value(val)
            ]
        )
-        # Apply builder defaults to node specs. Per-node values always win.
-        # Error-handler routing and cache_policy are only assigned to regular
-        # nodes. Retry and timeout defaults also apply to error-handler nodes.
-        defaults = self._node_defaults
-        default_handler_name: str | None = None
-        if defaults.error_handler is not None:
-            if _DEFAULT_ERROR_HANDLER_NODE in self.nodes:
-                raise ValueError(
-                    f"Auto-generated default error handler node "
-                    f"`{_DEFAULT_ERROR_HANDLER_NODE}` already exists."
-                )
-            default_handler_name = _DEFAULT_ERROR_HANDLER_NODE
-            self.nodes[default_handler_name] = StateNodeSpec[Any, ContextT](
-                coerce_to_runnable(
-                    defaults.error_handler,  # type: ignore[arg-type]
-                    name=default_handler_name,
-                    trace=False,
-                ),
-                metadata=None,
-                input_schema=self.state_schema,
-                retry_policy=None,
-                cache_policy=None,
-                is_error_handler=True,
-            )
-
-        # Apply builder defaults to node specs. Per-node values always win.
-        for spec in self.nodes.values():
-            # error_handler: regular nodes only — handlers must never
-            # catch themselves or other handlers.
-            if (
-                not spec.is_error_handler
-                and default_handler_name is not None
-                and spec.error_handler_node is None
-            ):
-                spec.error_handler_node = default_handler_name
-            # retry: all nodes — handlers should be retried on transient
-            # failures just like regular nodes.
-            if defaults.retry_policy is not None and spec.retry_policy is None:
-                spec.retry_policy = defaults.retry_policy
-            # cache: regular nodes only — caching an error-handler result
-            # is unsafe because the input (failed-node state) may differ
-            # across failures even when the cache key matches.
-            if (
-                not spec.is_error_handler
-                and defaults.cache_policy is not None
-                and spec.cache_policy is None
-            ):
-                spec.cache_policy = defaults.cache_policy
-            # timeout: all nodes — a stuck handler should be cancelled the
-            # same way a stuck regular node would be.
-            if defaults.timeout is not None and spec.timeout is None:
-                spec.timeout = defaults.timeout
-
        node_error_handler_map = {
            node_name: spec.error_handler_node
            for node_name, spec in self.nodes.items()
-            if not spec.is_error_handler and spec.error_handler_node is not None
+            if spec.error_handler_node is not None
        }

        compiled = CompiledStateGraph[StateT, ContextT, InputT, OutputT](
@@ -1,7 +1,6 @@
 from __future__ import annotations

-import uuid
-from collections.abc import Callable, Iterable, Mapping
+from collections.abc import Callable, Mapping
 from datetime import datetime, timezone
 from typing import Any, cast

@@ -9,12 +8,11 @@ from langchain_core.runnables import RunnableConfig
 from langgraph.checkpoint.base import (
    BaseCheckpointSaver,
    Checkpoint,
+    CheckpointMetadata,
 )
 from langgraph.checkpoint.base.id import uuid6
 from langgraph.checkpoint.serde.types import _DeltaSnapshot

-from langgraph._internal._config import DELTA_MAX_SUPERSTEPS_SINCE_SNAPSHOT
-from langgraph._internal._constants import PUSH
 from langgraph._internal._typing import MISSING
 from langgraph.channels.base import BaseChannel
 from langgraph.channels.delta import DeltaChannel
@@ -36,114 +34,28 @@ def empty_checkpoint() -> Checkpoint:
    )


-def exit_delta_task_id(step: int, task_id: str) -> str:
-    """Synthetic task id for exit-mode DeltaChannel writes.
-
-    Embeds the superstep in the first UUID group so `ORDER BY task_id, idx`
-    preserves chronological order while remaining a valid RFC UUID (required by
-    Postgres `checkpoint_writes.task_id uuid` columns).
-    """
-    parts = str(uuid.UUID(task_id)).split("-")
-    return f"{step:08d}-{parts[1]}-{parts[2]}-{parts[3]}-{parts[4]}"
-
-
-def delta_channels_to_snapshot(
-    channels: Mapping[str, BaseChannel],
-    counters_since_delta_snapshot: Mapping[str, tuple[int, int]],
-) -> set[str]:
-    """Return the set of DeltaChannel names that should snapshot now.
-
-    A channel snapshots when EITHER its accumulated update count reaches
-    `snapshot_frequency` OR the total supersteps since its last snapshot
-    reaches `DELTA_MAX_SUPERSTEPS_SINCE_SNAPSHOT`. This is a pure
-    predicate — no mutation.
-    """
-    result: set[str] = set()
-    for name, ch in channels.items():
-        if not isinstance(ch, DeltaChannel) or not ch.is_available():
-            continue
-        updates, supersteps = counters_since_delta_snapshot.get(name, (0, 0))
-        if (
-            updates >= ch.snapshot_frequency
-            or supersteps >= DELTA_MAX_SUPERSTEPS_SINCE_SNAPSHOT
-        ):
-            result.add(name)
-    return result
-
-
-def get_updated_channels_from_tasks(
-    run_tasks: Iterable[Any],
-) -> set[str]:
-    """Channel names written by an update_state superstep (excluding PUSH)."""
-    return {c for task in run_tasks for c, _ in task.writes if c != PUSH}
-
-
-def get_delta_channels_from_all_channels(
-    channels: Mapping[str, BaseChannel],
-) -> set[str]:
-    """DeltaChannels to snapshot on the first update_state of a fresh thread."""
-    return {
-        k
-        for k, ch in channels.items()
-        if isinstance(ch, DeltaChannel) and ch.is_available()
-    }
-
-
-def create_metadata_for_update_state_api(
-    channels: Mapping[str, BaseChannel],
-    updated_channels: set[str],
+def _should_snapshot_delta(
+    name: str,
+    ch: DeltaChannel,
+    updates_since_snapshot: Mapping[str, int],
    *,
-    prev_metadata: Mapping[str, Any] | None,
-) -> dict[str, tuple[int, int]]:
-    """Advance ``counters_since_delta_snapshot`` for update_state on a non-fresh thread.
+    force: bool,
+) -> bool:
+    """Decide whether `ch` should write a `_DeltaSnapshot` this step.

-    Mirrors the per-superstep counter bump in ``_loop._put_checkpoint``.
+    Triggers:
+      * `force` — always snapshot (used by `durability="exit"`).
+      * Update-count: this channel has accumulated at least
+        `snapshot_frequency` updates since its last snapshot. The count
+        is supplied by the caller via `updates_since_snapshot[name]` and
+        is reset to `0` whenever a snapshot fires.
+
+    Version-format-independent: works for `int`, `float`, and `str`
+    versioning schemes alike.
    """
-    prev_counters = dict(
-        (prev_metadata or {}).get("counters_since_delta_snapshot") or {}
-    )
-    new_counters: dict[str, tuple[int, int]] = {}
-    for ch_name, ch in channels.items():
-        if not isinstance(ch, DeltaChannel):
-            continue
-        u, s = prev_counters.get(ch_name, (0, 0))
-        s += 1
-        if ch_name in updated_channels:
-            u += 1
-        new_counters[ch_name] = (u, s)
-    return new_counters
-
-
-def create_checkpoint_plan_for_update_state_api(
-    channels: Mapping[str, BaseChannel],
-    updated_channels: set[str],
-    *,
-    step: int,
-    parents: dict[str, Any],
-    saved_metadata: Mapping[str, Any] | None,
-    is_fresh_thread: bool,
-) -> tuple[set[str], dict[str, Any]]:
-    """Return ``(channels_to_snapshot, metadata)`` for an update_state head."""
-    metadata: dict[str, Any] = {
-        "source": "update",
-        "step": step,
-        "parents": parents,
-    }
-    if is_fresh_thread:
-        return get_delta_channels_from_all_channels(channels), metadata
-
-    new_counters = create_metadata_for_update_state_api(
-        channels,
-        updated_channels,
-        prev_metadata=saved_metadata,
-    )
-    channels_to_snapshot = delta_channels_to_snapshot(channels, new_counters)
-    for k in channels_to_snapshot:
-        new_counters[k] = (0, 0)
-    non_zero = {k: v for k, v in new_counters.items() if v != (0, 0)}
-    if non_zero:
-        metadata["counters_since_delta_snapshot"] = non_zero
-    return channels_to_snapshot, metadata
+    if force:
+        return True
+    return updates_since_snapshot.get(name, 0) >= ch.snapshot_frequency


 def create_checkpoint(
@@ -154,19 +66,34 @@ def create_checkpoint(
    id: str | None = None,
    updated_channels: set[str] | None = None,
    get_next_version: GetNextVersion | None = None,
-    channels_to_snapshot: set[str] | None = None,
+    force_delta_snapshot: bool = False,
+    updates_since_snapshot: Mapping[str, int] | None = None,
+    new_updates_since_snapshot: dict[str, int] | None = None,
 ) -> Checkpoint:
-    """Build a new Checkpoint from the previous one and live channel state.
+    """Create a checkpoint for the given channels.

-    For each name in `channels_to_snapshot`, a `_DeltaSnapshot(value)` blob
-    is written into `channel_values[k]`. Other delta channels are omitted
-    from `channel_values` — the ancestor walk reconstructs their state
-    from `checkpoint_writes`. Callers compute the set via
-    `delta_channels_to_snapshot(channels, counters)`; defaults to empty
-    (no snapshots) when not provided.
+    For each `DeltaChannel`, a `_DeltaSnapshot(value)` blob is written into
+    `channel_values[k]` when this channel has accumulated at least
+    `snapshot_frequency` updates since its last snapshot (counter supplied
+    via `updates_since_snapshot`). Otherwise the channel is omitted from
+    `channel_values`; its `channel_versions` entry still bumps so that the
+    saver tracks the channel and the ancestor walk can replay writes.
+
+    Snapshots are eager: even if the channel had no write this step, a
+    version bump is forced (via `get_next_version`) so `put()` includes
+    the channel in `new_versions` and stores the blob.
+
+    `force_delta_snapshot` ignores the cadence and always snapshots —
+    used by `durability="exit"` where intermediate writes are not stored
+    as ancestor `checkpoint_writes`.
+
+    If `new_updates_since_snapshot` is provided, the function resets the
+    counter to `0` for any channel that snapshotted this step. Counters
+    for channels that did not snapshot are left untouched (the caller is
+    responsible for incrementing them based on `updated_channels`).
    """
    ts = datetime.now(timezone.utc).isoformat()
-    channels_to_snapshot = channels_to_snapshot or set()
+    counts = updates_since_snapshot or {}
    if channels is None:
        values = checkpoint["channel_values"]
        channel_versions = checkpoint["channel_versions"]
@@ -177,28 +104,25 @@ def create_checkpoint(
            if k not in channel_versions:
                continue
            ch = channels[k]
-            if k in channels_to_snapshot:
-                # Callers force a full snapshot blob here: exit mode when a
-                # delta channel reaches its snapshot cadence, and update_state
-                # on a fresh thread (no ancestor to replay writes from). The
-                # manual version-bump below only applies to the exit-mode case.
-                #
-                # In exit mode, the snapshot decision is deferred to exit
-                # time (intermediate steps have do_checkpoint=False). The
-                # channel's count may have reached snapshot_frequency over
-                # several supersteps, but the LAST superstep may not have
-                # written to this channel. In that case apply_writes()
-                # (in _algo.py) didn't bump this channel's version, so
-                # saver.put() wouldn't include it in new_versions and
-                # the snapshot blob would be silently dropped. The manual
-                # bump below closes the gap. In sync/async durability this
-                # branch is effectively dead code (the step that pushes
-                # the count to freq always writes the channel).
+            if (
+                isinstance(ch, DeltaChannel)
+                and ch.is_available()
+                and _should_snapshot_delta(
+                    k,
+                    ch,
+                    counts,
+                    force=force_delta_snapshot,
+                )
+            ):
+                # Eager snapshot: bump version if not already written this step
+                # so put() includes this channel in new_versions and stores blob.
                if get_next_version is not None and (
                    updated_channels is None or k not in updated_channels
                ):
                    channel_versions[k] = get_next_version(channel_versions[k], None)
                values[k] = _DeltaSnapshot(ch.get())
+                if new_updates_since_snapshot is not None:
+                    new_updates_since_snapshot[k] = 0
            else:
                v = ch.checkpoint()
                if v is not MISSING:
@@ -329,3 +253,17 @@ def copy_checkpoint(checkpoint: Checkpoint) -> Checkpoint:
        versions_seen={k: v.copy() for k, v in checkpoint["versions_seen"].items()},
        updated_channels=checkpoint.get("updated_channels", None),
    )
+
+
+def read_delta_updates_since_snapshot(
+    metadata: CheckpointMetadata | None,
+) -> dict[str, int]:
+    """Read the per-channel update counter from checkpoint metadata.
+
+    Returns an empty dict for missing/None metadata; the dict is
+    `total=False` on `CheckpointMetadata`, so absence means "no prior
+    delta-channel activity tracked."
+    """
+    if not metadata:
+        return {}
+    return dict(metadata.get("delta_updates_since_snapshot", {}) or {})
@@ -70,7 +70,6 @@ from langgraph.callbacks import (
    GraphResumeEvent,
 )
 from langgraph.channels.base import BaseChannel
-from langgraph.channels.binop import _get_overwrite
 from langgraph.channels.delta import DeltaChannel
 from langgraph.channels.untracked_value import UntrackedValue
 from langgraph.constants import TAG_HIDDEN
@@ -101,9 +100,7 @@ from langgraph.pregel._checkpoint import (
    channels_from_checkpoint,
    copy_checkpoint,
    create_checkpoint,
-    delta_channels_to_snapshot,
    empty_checkpoint,
-    exit_delta_task_id,
 )
 from langgraph.pregel._executor import (
    AsyncBackgroundExecutor,
@@ -117,7 +114,6 @@ from langgraph.pregel._io import (
    map_output_values,
    read_channels,
 )
-from langgraph.pregel._messages import ensure_message_ids
 from langgraph.pregel._read import PregelNode
 from langgraph.pregel._utils import get_new_channel_versions, is_xxh3_128_hexdigest
 from langgraph.pregel.debug import (
@@ -198,51 +194,8 @@ class PregelLoop:
    _migrate_checkpoint: Callable[[Checkpoint], None] | None
    submit: Submit
    channels: Mapping[str, BaseChannel]
-    # Futures from `checkpointer.put_writes` calls that produced delta-channel
-    # writes. `_checkpointer_put_after_previous` drains this list (swap to a
-    # local `futs` then reset to `[]` and wait/gather) before putting the
-    # next checkpoint, so a checkpoint never becomes durable before the
-    # writes that produced it. Initialised to `[]` in both sync and async
-    # `__enter__`; stays `None` only when no checkpointer.
+    # Only set on AsyncPregelLoop; sync loops keep this as None.
    _delta_write_futs: list[Any] | None = None
-
-    # Same pattern as `_delta_write_futs` but for error-handler writes.
-    # When `put_writes` persists an ERROR_SOURCE_NODE marker, the future is
-    # appended here.  `schedule_error_handler` / `aschedule_error_handler`
-    # drain this list so the write is durable before the handler starts.
-    _error_handler_write_futs: list[Any] | None = None
-
-    # Exit-mode accumulator: every delta-channel write produced during this
-    # run (input writes from `_first` + per-superstep writes captured in
-    # `after_tick`). At exit, `_put_exit_delta_writes` filters out channels
-    # that will snapshot, then persists the rest under an anchor parent.
-    # `None` when not in exit mode (so the capture sites are no-ops).
-    # Each tuple is `(step, task_id, channel, value)` — `step` drives the
-    # synthetic step-prefixed task_id used to preserve chronological order
-    # under the saver's `ORDER BY task_id, idx` sorting.
-    _exit_delta_writes: list[tuple[int, str, str, Any]] | None = None
-
-    # Delta channels that saw an Overwrite since the last checkpoint. These
-    # channels must snapshot after live update applies overwrite semantics so
-    # sparse replay starts from the same post-overwrite value.
-    _delta_channels_with_overwrite: set[str]
-
-    # The checkpoint_config that points at the parent loaded at `__enter__`
-    # (or the synthetic-empty checkpoint, on first run). We capture it
-    # eagerly because every `_put_checkpoint` advances `self.checkpoint_config`
-    # to the newly-saved checkpoint's id — by exit time the original parent
-    # config would otherwise be lost. `_put_exit_delta_writes` uses this:
-    # on resumed runs as the anchor for exit delta writes; on first runs
-    # to derive the lazy stub's config (its `checkpoint_id` is the
-    # synthetic-empty id we want the stub persisted under).
-    _initial_checkpoint_config: RunnableConfig
-
-    # True iff the saver actually returned a tuple at `__enter__`. False
-    # on the first-ever run for a thread (no parent persisted yet).
-    # `_put_exit_delta_writes` uses this to decide between anchoring on
-    # the existing parent (True) or creating a lazy stub (False).
-    _has_persisted_parent: bool = False
-
    managed: ManagedValueMapping
    checkpoint: Checkpoint
    checkpoint_id_saved: str
@@ -455,14 +408,6 @@ class PregelLoop:

        # save writes
        self.checkpoint_pending_writes.extend((task_id, c, v) for c, v in writes)
-        # Assign stable IDs to any id=None BaseMessages in DeltaChannel writes
-        # before the background thread serialises them. Without this, reducers
-        # that assign IDs inside apply_writes() race with serialisation and
-        # store id=None, causing get_state() replays to produce a different UUID
-        # on every call.
-        for c, v in writes_to_save:
-            if isinstance(self.specs.get(c), DeltaChannel):
-                ensure_message_ids(v)
        if self.durability != "exit" and self.checkpointer_put_writes is not None:
            config = patch_configurable(
                self.checkpoint_config,
@@ -496,13 +441,6 @@ class PregelLoop:
                isinstance(self.specs.get(c), DeltaChannel) for c, _ in writes_to_save
            ):
                self._delta_write_futs.append(fut)
-            # ERROR_SOURCE_NODE is only appended by commit() when the task
-            # has an error handler (_should_route_to_error_handler), so this
-            # check naturally limits future collection to those tasks.
-            if self._error_handler_write_futs is not None and any(
-                c == ERROR_SOURCE_NODE for c, _ in writes
-            ):
-                self._error_handler_write_futs.append(fut)
        # output writes
        if hasattr(self, "tasks"):
            self.output_writes(task_id, writes)
@@ -582,7 +520,7 @@ class PregelLoop:
            self.tasks[pushed.id] = pushed
            # match any pending writes to the new task
            if not self.is_replaying:
-                self._reapply_writes_to_succeeded_nodes({pushed.id: pushed})
+                self._match_writes({pushed.id: pushed})
            # return the new task, to be started if not run before
            return pushed

@@ -660,8 +598,7 @@ class PregelLoop:

        # if there are pending writes from a previous loop, apply them
        if not self.is_replaying and self.checkpoint_pending_writes:
-            self._reapply_writes_to_succeeded_nodes(self.tasks)
-            self._resume_error_handlers_if_applicable()
+            self._match_writes(self.tasks)

        # before execution, check if we should interrupt
        if self.interrupt_before and should_interrupt(
@@ -683,11 +620,6 @@ class PregelLoop:
    def after_tick(self) -> None:
        # finish superstep
        writes = [w for t in self.tasks.values() for w in t.writes]
-        self._delta_channels_with_overwrite.update(
-            ch
-            for ch, v in writes
-            if isinstance(self.specs.get(ch), DeltaChannel) and _get_overwrite(v)[0]
-        )
        # all tasks have finished
        self.updated_channels = apply_writes(
            self.checkpoint,
@@ -705,11 +637,6 @@ class PregelLoop:
            self._emit(
                "values", map_output_values, self.output_keys, writes, self.channels
            )
-        # capture delta-channel writes for exit-mode accumulator before clearing
-        if self._exit_delta_writes is not None:
-            for tid, ch, v in self.checkpoint_pending_writes:
-                if isinstance(self.specs.get(ch), DeltaChannel):
-                    self._exit_delta_writes.append((self.step, tid, ch, v))
        # clear pending writes
        self.checkpoint_pending_writes.clear()
        # only replay (re-execute) done tasks on the first tick
@@ -733,88 +660,13 @@ class PregelLoop:

    # private

-    def _reapply_writes_to_succeeded_nodes(
-        self, tasks: Mapping[str, PregelExecutableTask]
-    ) -> None:
-        """Restore successful channel writes from checkpoint to in-memory tasks.
-
-        Skips control signals (ERROR, ERROR_SOURCE_NODE, INTERRUPT, RESUME)
-        so that failed/interrupted tasks remain with empty writes and will be
-        re-executed (or routed to error handlers) by the runner.
-        """
+    def _match_writes(self, tasks: Mapping[str, PregelExecutableTask]) -> None:
        for tid, k, v in self.checkpoint_pending_writes:
            if k in (ERROR, ERROR_SOURCE_NODE, INTERRUPT, RESUME):
                continue
            if task := tasks.get(tid):
                task.writes.append((k, v))

-    def _resume_error_handlers_if_applicable(self) -> None:
-        """On resume, schedule error handlers for tasks that failed in a prior run.
-
-        Called right after ``_reapply_writes_to_succeeded_nodes`` during ``tick()``.
-        At that point, ``_reapply_writes_to_succeeded_nodes`` has already skipped
-        ERROR / ERROR_SOURCE_NODE writes, so a previously-failed task still has
-        empty ``writes``.  Without intervention the runner (which executes only
-        tasks where ``not t.writes``) would re-run the original node.
-
-        This method prevents that re-execution for nodes that have an error
-        handler:
-
-        1. Scan ``checkpoint_pending_writes`` for ERROR_SOURCE_NODE markers
-           persisted by a prior ``commit()``.  Each marker means "this task
-           already failed and was routed to an error handler".
-        2. For each such task, write ``(ERROR, error)`` into ``task.writes``
-           so the task is no longer empty — the runner will skip it.
-        3. Prepare a fresh error-handler task and add it to ``self.tasks``.
-           Because the handler task starts with empty ``writes``, the runner
-           will pick it up and execute it.
-        """
-        # Phase 1: collect task-ids that have ERROR_SOURCE_NODE + ERROR pairs.
-        failed: dict[str, BaseException] = {}
-        for tid, chan, val in self.checkpoint_pending_writes:
-            if chan == ERROR_SOURCE_NODE:
-                error = next(
-                    (
-                        v
-                        for t, c, v in self.checkpoint_pending_writes
-                        if t == tid and c == ERROR
-                    ),
-                    None,
-                )
-                if error is not None:
-                    failed[tid] = error
-        # Phase 2: mark originals as done, schedule handler tasks.
-        for task_id, error in failed.items():
-            task = self.tasks.get(task_id)
-            if task is None:
-                continue
-            handler_node = self.nodes[task.name].error_handler_node
-            if not handler_node:
-                continue
-            # Non-empty writes → runner's `not t.writes` filter skips this task.
-            task.writes.append((ERROR, error))
-            # The handler task starts with empty writes → runner will execute it.
-            handler_task = prepare_node_error_handler_task(
-                task,
-                handler_node_name=handler_node,
-                failed_error=error,
-                checkpoint=self.checkpoint,
-                pending_writes=self.checkpoint_pending_writes,
-                processes=self.nodes,
-                channels=self.channels,
-                managed=self.managed,
-                config=task.config,
-                step=self.step,
-                stop=self.stop,
-                store=self.store,
-                checkpointer=self.checkpointer,
-                manager=self.manager,
-                retry_policy=self.retry_policy,
-                cache_policy=self.cache_policy,
-            )
-            if handler_task is not None:
-                self.tasks[handler_task.id] = handler_task
-
    def _pending_interrupts(self) -> set[str]:
        """Return the set of interrupt ids that are pending without corresponding resume values."""
        # mapping of task ids to interrupt ids
@@ -991,11 +843,6 @@ class PregelLoop:
                manager=None,
                updated_channels=updated_channels,
            )
-            self._delta_channels_with_overwrite.update(
-                c
-                for c, v in input_writes
-                if isinstance(self.specs.get(c), DeltaChannel) and _get_overwrite(v)[0]
-            )
            # apply input writes
            updated_channels = apply_writes(
                self.checkpoint,
@@ -1007,27 +854,6 @@ class PregelLoop:
                self.checkpointer_get_next_version,
                self.trigger_to_nodes,
            )
-            # Input writes go through `apply_writes` directly (above) — they
-            # never enter `checkpoint_pending_writes`, so the after_tick
-            # capture site does not see them. In exit mode, capture them
-            # here so `_exit_delta_writes` includes the input's delta writes
-            # alongside per-superstep writes; otherwise the input would be
-            # lost on read (it's not in final_checkpoint.channel_values for
-            # sub-freq channels, and walks ignore target.pending_writes).
-            if self._exit_delta_writes is not None:
-                for c, v in input_writes:
-                    if isinstance(self.specs.get(c), DeltaChannel):
-                        self._exit_delta_writes.append((self.step, NULL_TASK_ID, c, v))
-            # Persist delta-channel input writes so sub-freq inputs are
-            # recoverable via ancestor walk (mirrors the Command input path).
-            if self.durability != "exit":
-                delta_input = [
-                    (c, v)
-                    for c, v in input_writes
-                    if isinstance(self.specs.get(c), DeltaChannel)
-                ]
-                if delta_input:
-                    self.put_writes(NULL_TASK_ID, delta_input)
            # save input checkpoint
            self.updated_channels = updated_channels
            self._put_checkpoint({"source": "input"})
@@ -1079,67 +905,36 @@ class PregelLoop:
        return updated_channels

    def _put_checkpoint(self, metadata: CheckpointMetadata) -> None:
-        # `is` (object identity) — not `==`. Three of four call sites pass a
-        # fresh dict ({"source":"input"|"loop"|"fork"}); only
-        # `_suppress_interrupt`(will rename to _on_loop_exit soon)
-        # at exit reuses the existing `self.checkpoint_metadata` instance. So
-        # `metadata is self.checkpoint_metadata` is True only on the exit call,
-        # which is what we use to gate exit-only behaviour (skip count-bump,
-        # don't replace metadata). Could be replaced by an explicit
-        # `exiting: bool = False` parameter; left as-is to match the existing
-        # idiom in this file.
-        # TODO: replace with an explicit `exiting: bool = False` parameter.
+        # assign step and parents
        exiting = metadata is self.checkpoint_metadata
        if exiting and self.checkpoint["id"] == self.checkpoint_id_saved:
            # checkpoint already saved
            return
-        # Per-delta-channel counter bookkeeping.
-        #
-        # Each delta channel tracks a (updates, supersteps) tuple:
-        # - `updates` increments only when the channel is written this step.
-        # - `supersteps` increments every superstep regardless.
-        #
-        # `_put_checkpoint` is called once per superstep with a fresh
-        # metadata dict (source="input"|"loop"|"fork") — those are the
-        # intermediate calls that bump counters. In exit mode,
-        # `_suppress_interrupt`(will rename to _on_loop_exit soon)
-        # additionally calls `_put_checkpoint(self.checkpoint_metadata)` AT
-        # EXIT to commit the final checkpoint — this runs *after* the last
-        # intermediate call already counted the last superstep. So the
-        # exit call must NOT bump again or it would double-count the last
-        # superstep.
+        # Carry per-delta-channel update bookkeeping forward across
+        # supersteps. Capture from the OLD metadata before potentially
+        # replacing it with a fresh dict that wouldn't contain it. Then
+        # increment for any delta channel updated this step (so the count
+        # reflects "supersteps that wrote to this channel since last
+        # snapshot"). create_checkpoint will reset entries to 0 for any
+        # channel that fires a snapshot this step.
+        prev_counts = dict(
+            self.checkpoint_metadata.get("delta_updates_since_snapshot", {}) or {}
+        )
+        new_counts = dict(prev_counts)
+        if self.updated_channels:
+            for ch_name in self.updated_channels:
+                ch_obj = self.channels.get(ch_name)
+                if isinstance(ch_obj, DeltaChannel):
+                    new_counts[ch_name] = new_counts.get(ch_name, 0) + 1
        if not exiting:
-            prev_counters = dict(
-                self.checkpoint_metadata.get("counters_since_delta_snapshot") or {}
-            )
-            new_counters: dict[str, tuple[int, int]] = {}
-            updated = self.updated_channels or set()
-            for ch_name, ch in self.channels.items():
-                if not isinstance(ch, DeltaChannel):
-                    continue
-                u, s = prev_counters.get(ch_name, (0, 0))
-                s += 1
-                if ch_name in updated:
-                    u += 1
-                new_counters[ch_name] = (u, s)
            metadata["step"] = self.step
            metadata["parents"] = self.config[CONF].get(CONFIG_KEY_CHECKPOINT_MAP, {})
            self.checkpoint_metadata = metadata
-        else:
-            new_counters = dict(
-                self.checkpoint_metadata.get("counters_since_delta_snapshot") or {}
-            )
        # do checkpoint?
        do_checkpoint = self._checkpointer_put_after_previous is not None and (
            exiting or self.durability != "exit"
        )
        # create new checkpoint
-        channels_to_snapshot = (
-            delta_channels_to_snapshot(self.channels, new_counters)
-            | self._delta_channels_with_overwrite
-            if do_checkpoint
-            else set()
-        )
        self.checkpoint = create_checkpoint(
            self.checkpoint,
            self.channels if do_checkpoint else None,
@@ -1149,17 +944,14 @@ class PregelLoop:
            get_next_version=self.checkpointer_get_next_version
            if do_checkpoint
            else None,
-            channels_to_snapshot=channels_to_snapshot,
+            force_delta_snapshot=exiting and self.durability == "exit",
+            updates_since_snapshot=new_counts,
+            new_updates_since_snapshot=new_counts,
        )
-        for k in channels_to_snapshot:
-            new_counters[k] = (0, 0)
-        if do_checkpoint:
-            self._delta_channels_with_overwrite.difference_update(channels_to_snapshot)
-        non_zero = {k: v for k, v in new_counters.items() if v != (0, 0)}
-        if non_zero:
-            self.checkpoint_metadata["counters_since_delta_snapshot"] = non_zero
-        elif "counters_since_delta_snapshot" in self.checkpoint_metadata:
-            del self.checkpoint_metadata["counters_since_delta_snapshot"]
+        if new_counts:
+            self.checkpoint_metadata["delta_updates_since_snapshot"] = new_counts
+        elif "delta_updates_since_snapshot" in self.checkpoint_metadata:
+            del self.checkpoint_metadata["delta_updates_since_snapshot"]
        # sanitize TASK channel in the checkpoint before saving (durability=="exit")
        if TASKS in self.checkpoint["channel_values"] and any(
            isinstance(channel, UntrackedValue) for channel in self.channels.values()
@@ -1218,102 +1010,6 @@ class PregelLoop:
            # increment step
            self.step += 1

-    def _put_exit_delta_writes(self) -> None:
-        """Stage stub + accumulated delta writes so final_checkpoint's put
-        waits on them (visibility invariant: both must be durable before
-        final_checkpoint becomes visible to readers).
-
-        Stub is created lazily — only when no persisted parent exists AND at
-        least one delta channel has writes that won't be snapshotted.
-        """
-        if (
-            not self._exit_delta_writes
-            or self.checkpointer is None
-            or self._checkpointer_put_after_previous is None
-            or self.checkpointer_put_writes is None
-        ):
-            return
-
-        counters = dict(
-            self.checkpoint_metadata.get("counters_since_delta_snapshot") or {}
-        )
-        channels_to_snapshot = (
-            delta_channels_to_snapshot(self.channels, counters)
-            | self._delta_channels_with_overwrite
-        )
-
-        pending = [
-            (step, tid, ch, v)
-            for (step, tid, ch, v) in self._exit_delta_writes
-            if ch not in channels_to_snapshot
-        ]
-        if not pending:
-            return
-
-        if self._has_persisted_parent:
-            # _initial_checkpoint_config's checkpoint_id is the saved parent's
-            # id (saver returned a real tuple at __enter__).
-            anchor_config = self._initial_checkpoint_config
-        else:
-            stub_cp = empty_checkpoint()
-            stub_cp["id"] = self.checkpoint_id_saved
-            stub_cp["ts"] = datetime.now(timezone.utc).isoformat()
-            # Stub has no parent (checkpoint_id=None in config).
-            stub_put_config = patch_configurable(
-                self._initial_checkpoint_config,
-                {CONFIG_KEY_CHECKPOINT_ID: None},
-            )
-            # Anchor config for put_writes: checkpoint_id = stub's id.
-            anchor_config = patch_configurable(
-                self._initial_checkpoint_config,
-                {CONFIG_KEY_CHECKPOINT_ID: stub_cp["id"]},
-            )
-            self._put_checkpoint_fut = self.submit(
-                self._checkpointer_put_after_previous,
-                getattr(self, "_put_checkpoint_fut", None),
-                stub_put_config,
-                stub_cp,
-                {"step": -2},
-                {},
-            )
-            # Set checkpoint_config so final_checkpoint's _put_checkpoint
-            # sees the stub as its parent.
-            self.checkpoint_config = anchor_config
-
-        # Step-prefixed synthetic task_id preserves chronological superstep
-        # order under the saver's ORDER BY task_id, idx sorting.
-        grouped: dict[tuple[int, str], list[tuple[str, Any]]] = {}
-        for step, tid, ch, v in pending:
-            grouped.setdefault((step, tid), []).append((ch, v))
-        anchor_write_config = patch_configurable(
-            anchor_config,
-            {
-                CONFIG_KEY_CHECKPOINT_NS: self.config[CONF].get(
-                    CONFIG_KEY_CHECKPOINT_NS, ""
-                ),
-                CONFIG_KEY_CHECKPOINT_ID: anchor_config[CONF][CONFIG_KEY_CHECKPOINT_ID],
-            },
-        )
-        for (step, tid), entries in grouped.items():
-            synth_tid = exit_delta_task_id(step, tid)
-            if self.checkpointer_put_writes_accepts_task_path:
-                fut = self.submit(
-                    self.checkpointer_put_writes,
-                    anchor_write_config,
-                    entries,
-                    synth_tid,
-                    "",
-                )
-            else:
-                fut = self.submit(
-                    self.checkpointer_put_writes,
-                    anchor_write_config,
-                    entries,
-                    synth_tid,
-                )
-            if self._delta_write_futs is not None:
-                self._delta_write_futs.append(fut)
-
    def _suppress_interrupt(
        self,
        exc_type: type[BaseException] | None,
@@ -1329,7 +1025,6 @@ class PregelLoop:
            # or a nested graph with checkpointer=True
            or all(NS_END not in part for part in self.checkpoint_ns)
        ):
-            self._put_exit_delta_writes()
            self._put_checkpoint(self.checkpoint_metadata)
            self._put_pending_writes()
        # suppress interrupt
@@ -1535,9 +1230,6 @@ class SyncPregelLoop(PregelLoop, AbstractContextManager):
        metadata: CheckpointMetadata,
        new_versions: ChannelVersions,
    ) -> RunnableConfig:
-        if self._delta_write_futs:
-            futs, self._delta_write_futs = self._delta_write_futs, []
-            concurrent.futures.wait(futs)
        try:
            if prev is not None:
                prev.result()
@@ -1575,10 +1267,12 @@ class SyncPregelLoop(PregelLoop, AbstractContextManager):
        handler_node = self.nodes[failed_task.name].error_handler_node
        if not handler_node:
            return None
-        # ensure error + ERROR_SOURCE_NODE writes are durable before handler runs
-        if self._error_handler_write_futs:
-            futs, self._error_handler_write_futs = self._error_handler_write_futs, []
-            concurrent.futures.wait(futs)
+        writes = list(failed_task.writes)
+        writes.append((ERROR_SOURCE_NODE, failed_task.name))
+        self.put_writes(
+            failed_task.id,
+            writes,
+        )
        handler_task = prepare_node_error_handler_task(
            failed_task,
            handler_node_name=handler_node,
@@ -1601,7 +1295,7 @@ class SyncPregelLoop(PregelLoop, AbstractContextManager):
            return None
        self.tasks[handler_task.id] = handler_task
        if not self.is_replaying:
-            self._reapply_writes_to_succeeded_nodes({handler_task.id: handler_task})
+            self._match_writes({handler_task.id: handler_task})
        for task in self.match_cached_writes():
            self.output_writes(task.id, task.writes, cached=True)
        return handler_task
@@ -1653,10 +1347,6 @@ class SyncPregelLoop(PregelLoop, AbstractContextManager):
            # graph/thread. Returns None on first invocation.
            saved = self.checkpointer.get_tuple(self.checkpoint_config)

-        # Capture before the synthetic-empty fallback below overwrites `saved`.
-        # `_put_exit_delta_writes` uses this on first run (no persisted parent)
-        # to lazy-create a stub instead of anchoring delta writes on a parent.
-        self._has_persisted_parent = saved is not None
        if saved is None:
            saved = CheckpointTuple(
                self.checkpoint_config, empty_checkpoint(), {"step": -2}, None, []
@@ -1672,7 +1362,6 @@ class SyncPregelLoop(PregelLoop, AbstractContextManager):
                **saved.config.get(CONF, {}),
            },
        }
-        self._initial_checkpoint_config = self.checkpoint_config
        self.prev_checkpoint_config = saved.parent_config
        self.checkpoint_id_saved = saved.checkpoint["id"]
        self.checkpoint = saved.checkpoint
@@ -1682,12 +1371,6 @@ class SyncPregelLoop(PregelLoop, AbstractContextManager):
            if saved.pending_writes is not None
            else []
        )
-        self._delta_write_futs = []
-        self._error_handler_write_futs = []
-        self._delta_channels_with_overwrite = set()
-        self._exit_delta_writes = (
-            [] if self.durability == "exit" and self.checkpointer is not None else None
-        )
        self.submit = self.stack.enter_context(BackgroundExecutor(self.config))
        self.channels, self.managed = channels_from_checkpoint(
            self.specs,
@@ -1830,10 +1513,12 @@ class AsyncPregelLoop(PregelLoop, AbstractAsyncContextManager):
        handler_node = self.nodes[failed_task.name].error_handler_node
        if not handler_node:
            return None
-        # ensure error + ERROR_SOURCE_NODE writes are durable before handler runs
-        if self._error_handler_write_futs:
-            futs, self._error_handler_write_futs = self._error_handler_write_futs, []
-            await asyncio.gather(*futs)
+        writes = list(failed_task.writes)
+        writes.append((ERROR_SOURCE_NODE, failed_task.name))
+        self.put_writes(
+            failed_task.id,
+            writes,
+        )
        handler_task = prepare_node_error_handler_task(
            failed_task,
            handler_node_name=handler_node,
@@ -1856,7 +1541,7 @@ class AsyncPregelLoop(PregelLoop, AbstractAsyncContextManager):
            return None
        self.tasks[handler_task.id] = handler_task
        if not self.is_replaying:
-            self._reapply_writes_to_succeeded_nodes({handler_task.id: handler_task})
+            self._match_writes({handler_task.id: handler_task})
        for task in await self.amatch_cached_writes():
            self.output_writes(task.id, task.writes, cached=True)
        return handler_task
@@ -1911,10 +1596,6 @@ class AsyncPregelLoop(PregelLoop, AbstractAsyncContextManager):
            # graph/thread. Returns None on first invocation.
            saved = await self.checkpointer.aget_tuple(self.checkpoint_config)

-        # Capture before the synthetic-empty fallback below overwrites `saved`.
-        # `_put_exit_delta_writes` uses this on first run (no persisted parent)
-        # to lazy-create a stub instead of anchoring delta writes on a parent.
-        self._has_persisted_parent = saved is not None
        if saved is None:
            saved = CheckpointTuple(
                self.checkpoint_config, empty_checkpoint(), {"step": -2}, None, []
@@ -1930,7 +1611,6 @@ class AsyncPregelLoop(PregelLoop, AbstractAsyncContextManager):
                **saved.config.get(CONF, {}),
            },
        }
-        self._initial_checkpoint_config = self.checkpoint_config
        self.prev_checkpoint_config = saved.parent_config
        self.checkpoint_id_saved = saved.checkpoint["id"]
        self.checkpoint = saved.checkpoint
@@ -1941,11 +1621,6 @@ class AsyncPregelLoop(PregelLoop, AbstractAsyncContextManager):
            else []
        )
        self._delta_write_futs = []
-        self._error_handler_write_futs = []
-        self._delta_channels_with_overwrite = set()
-        self._exit_delta_writes = (
-            [] if self.durability == "exit" and self.checkpointer is not None else None
-        )
        self.submit = await self.stack.enter_async_context(
            AsyncBackgroundExecutor(self.config)
        )
--- a/Show More
+++ b/Show More
Author	SHA1	Message	Date
Sydney Runkle	2239aae856	fix(lint): remove redundant cast flagged by mypy	2026-05-06 15:08:37 -04:00
Sydney Runkle	e8c6d9cc31	chore: apply ruff format/lint fixes	2026-05-06 15:03:13 -04:00
Sydney Runkle	6c43a254ef	fix(message): full add_messages parity for _messages_delta_reducer Add REMOVE_ALL_MESSAGES sentinel handling and BaseMessageChunk coercion, completing parity with add_messages. REMOVE_ALL_MESSAGES resets state and discards all preceding writes; chunks are coerced to full messages via message_chunk_to_message. Both properties are batching-invariant.	2026-05-06 14:59:12 -04:00
Sydney Runkle	eddfb40703	fix(message): assign UUIDs to ID-less messages in _messages_delta_reducer Without UUID assignment, message eviction and RemoveMessage tombstoning fail for messages created without explicit IDs. Matches the behavior of add_messages. IDs are now assigned inline within the existing iterations over state_msgs and msgs to avoid an extra pass.	2026-05-06 14:42:36 -04:00