Merge branch 'main' into nh/namespace-keyed-subagents

rename LifecyclePayload.cause to metadata
`metadata` reads more neutrally than `cause` — the field carries descriptive info about what the lifecycle event is for, not a strict causal relationship. Wire field, docstrings, and tests updated.
2026-08-30 11:49:38 +02:00 · 2026-05-08 14:01:05 -04:00 · 2026-05-08 13:57:58 -04:00 · 2026-05-08 11:43:04 -04:00 · 2026-05-08 11:38:27 -04:00 · 2026-05-08 10:57:29 -04:00
227 changed files with 4832 additions and 30014 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: ${{ inputs.enable-cache }}
@@ -37,7 +37,7 @@ jobs:
      run:
        working-directory: libs/cli
    steps:
-      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
+      - uses: actions/checkout@v6
      - name: Get changed files
        id: changed-files
        if: github.event_name != 'workflow_dispatch'
@@ -31,7 +31,7 @@ jobs:
          - "3.12"
    name: "lint #${{ matrix.python-version }}"
    steps:
-      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
+      - 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@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
-
-      - 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@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
+      - 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@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
+      - 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@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
+      - 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@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
+      - uses: actions/checkout@v6

-      - uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+      - uses: actions/download-artifact@v8
        with:
          name: test-dist
          path: ${{ inputs.working-directory }}/dist/
@@ -17,7 +17,7 @@ jobs:
      run:
        working-directory: libs/langgraph
    steps:
-      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
+      - uses: actions/checkout@v6
      - run: SHA=$(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@27d5ce7f107fe9357f9df03efb73ab90386fccae # v5.0.5
+        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@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
+      - 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@27d5ce7f107fe9357f9df03efb73ab90386fccae # v5.0.5
+        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@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
+      - 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@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
+      - uses: actions/checkout@v6
      - name: Set up Python
-        uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6.2.0
+        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@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
+      - 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@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
+        uses: actions/checkout@v6

      - name: Setup Python
-        uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6.2.0
+        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@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
+      - 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@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
+      - 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@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
+      - 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@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
+      - 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@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
+      - 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@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
+      - 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.
@@ -1,27 +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()`:
@@ -122,13 +110,3 @@ 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).
@@ -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 = [
@@ -208,11 +208,11 @@ wheels = [

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+version = "3.13"
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+    { url = "https://files.pythonhosted.org/packages/5d/13/ad7d7ca3808a898b4612b6fe93cde56b53f3034dcde235acb1f0e1df24c6/idna-3.13-py3-none-any.whl", hash = "sha256:892ea0cde124a99ce773decba204c5552b69c3c67ffd5f232eb7696135bc8bb3", size = 68629, upload-time = "2026-04-22T16:42:40.909Z" },
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 [[package]]
@@ -247,7 +247,7 @@ wheels = [

 [[package]]
 name = "langchain-core"
-version = "1.4.0"
+version = "1.3.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "jsonpatch" },
@@ -260,9 +260,9 @@ dependencies = [
    { name = "typing-extensions" },
    { name = "uuid-utils" },
 ]
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+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" }
 wheels = [
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+    { 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" },
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 [[package]]
@@ -279,7 +279,7 @@ wheels = [

 [[package]]
 name = "langgraph-checkpoint"
-version = "4.1.1"
+version = "4.1.0a4"
 source = { editable = "../checkpoint" }
 dependencies = [
    { name = "langchain-core" },
@@ -296,6 +296,7 @@ requires-dist = [
 dev = [
    { name = "codespell" },
    { name = "dataclasses-json" },
+    { name = "mypy" },
    { name = "numpy" },
    { name = "pandas" },
    { name = "pandas-stubs", specifier = ">=2.2.2.240807" },
@@ -306,12 +307,11 @@ dev = [
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    { name = "redis" },
    { name = "ruff" },
-    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
+    { name = "mypy" },
    { name = "ruff" },
-    { name = "ty" },
 ]
 test = [
    { name = "dataclasses-json" },
@@ -703,16 +703,16 @@ wheels = [

 [[package]]
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-version = "1.4.0"
+version = "1.3.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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    { name = "pytest" },
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 [[package]]
@@ -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).
@@ -4,7 +4,7 @@ build-backend = "hatchling.build"

 [project]
 name = "langgraph-checkpoint-postgres"
-version = "3.1.0"
+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
@@ -205,11 +205,11 @@ wheels = [

 [[package]]
 name = "idna"
-version = "3.15"
+version = "3.11"
 source = { registry = "https://pypi.org/simple" }
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 [[package]]
@@ -244,7 +244,7 @@ wheels = [

 [[package]]
 name = "langchain-core"
-version = "1.4.0"
+version = "1.3.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "jsonpatch" },
@@ -257,9 +257,9 @@ dependencies = [
    { name = "typing-extensions" },
    { name = "uuid-utils" },
 ]
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+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 = [
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+    { 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]]
@@ -276,7 +276,7 @@ wheels = [

 [[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 = "3.1.0"
+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 = "0.8.0"
+version = "0.7.31"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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@@ -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).
@@ -4,7 +4,7 @@ build-backend = "hatchling.build"

 [project]
 name = "langgraph-checkpoint-sqlite"
-version = "3.1.0"
+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
@@ -1,3 +1,4 @@
+# mypy: disable-error-code="union-attr,arg-type,index,operator"
 import os
 import re
 import tempfile
@@ -214,11 +214,11 @@ wheels = [

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

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-version = "1.4.0"
+version = "1.2.28"
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    { name = "jsonpatch" },
-    { name = "langchain-protocol" },
    { name = "langsmith" },
    { name = "packaging" },
    { name = "pydantic" },
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 [[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 = "3.1.0"
+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 = [

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+version = "0.7.31"
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@@ -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 +60,20 @@ 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.
    """


@@ -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"
@@ -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"
@@ -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 = "1.4.0"
+version = "1.3.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "jsonpatch" },
@@ -281,9 +281,9 @@ dependencies = [
    { name = "typing-extensions" },
    { name = "uuid-utils" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/59/de/679a53472c25860837e32c0442c962fa86e95317a36460e2c9d5c91b17c2/langchain_core-1.4.0.tar.gz", hash = "sha256:1dc341eed802ed9c117c0df3923c991e5e9e226571e5725c194eeb5bd93d1a7f", size = 920260, upload-time = "2026-05-11T18:42:35.919Z" }
+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/0f/1a/86c38c27b81913a1c6c12448cab55defb5a1097c7dc9a4cea83f55477a2d/langchain_core-1.4.0-py3-none-any.whl", hash = "sha256:23cbbdb46e38ddd1dd5247e6167e96013eae74bea4c5949c550809970a9e565c", size = 548120, upload-time = "2026-05-11T18:42:33.992Z" },
+    { 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]]
@@ -300,7 +300,7 @@ wheels = [

 [[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 = "0.8.0"
+version = "0.7.31"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "httpx" },
@@ -396,9 +396,94 @@ 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]]
+name = "librt"
+version = "0.8.1"
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-]
-
 [[package]]
 name = "types-pytz"
 version = "2025.2.0.20251108"
@@ -1336,11 +1463,11 @@ wheels = [

 [[package]]
 name = "urllib3"
-version = "2.7.0"
+version = "2.6.3"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/53/0c/06f8b233b8fd13b9e5ee11424ef85419ba0d8ba0b3138bf360be2ff56953/urllib3-2.7.0.tar.gz", hash = "sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c", size = 433602, upload-time = "2026-05-07T16:13:18.596Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/c7/24/5f1b3bdffd70275f6661c76461e25f024d5a38a46f04aaca912426a2b1d3/urllib3-2.6.3.tar.gz", hash = "sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed", size = 435556, upload-time = "2026-01-07T16:24:43.925Z" }
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+    { url = "https://files.pythonhosted.org/packages/39/08/aaaad47bc4e9dc8c725e68f9d04865dbcb2052843ff09c97b08904852d84/urllib3-2.6.3-py3-none-any.whl", hash = "sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4", size = 131584, upload-time = "2026-01-07T16:24:42.685Z" },
 ]

 [[package]]
@@ -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.
@@ -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:
@@ -21,25 +21,25 @@
    "test:all": "yarn test && yarn test:int && yarn lint:langgraph"
  },
  "dependencies": {
-    "@langchain/core": "^1.1.48",
-    "@langchain/langgraph": "^1.3.3"
+    "@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": "^8.60.1",
-    "@typescript-eslint/parser": "^8.60.1",
+    "@typescript-eslint/eslint-plugin": "^8.59.1",
+    "@typescript-eslint/parser": "^8.59.1",
    "dotenv": "^17.4.2",
-    "eslint": "^10.4.1",
+    "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",
+    "eslint-plugin-prettier": "^5.5.5",
+    "jest": "^30.3.0",
    "prettier": "^3.8.3",
-    "ts-jest": "^29.4.11",
-    "typescript": "^6.0.3"
+    "ts-jest": "^29.4.9",
+    "typescript": "^5.9.3"
  }
 }
@@ -9,10 +9,10 @@
  },
  "dependencies": {
    "@js-monorepo-example/shared": "*",
-    "@langchain/core": "^1.1.48",
-    "@langchain/langgraph": "^1.3.3"
+    "@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": "^2.9.16",
-    "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": "^10.4.1",
+    "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": "^8.60.1",
-    "@typescript-eslint/parser": "^8.60.1",
+    "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"
@@ -103,57 +103,53 @@
  resolved "https://registry.yarnpkg.com/@isaacs/cliui/-/cliui-9.0.0.tgz#4d0a3f127058043bf2e7ee169eaf30ed901302f3"
  integrity sha512-AokJm4tuBHillT+FpMtxQ60n8ObyXBatq7jD2/JA9dxbDDokKQm8KMht5ibGzLVU9IJDIKK4TPKgMHEYMn3lMg==

-"@langchain/core@^1.1.48":
-  version "1.1.48"
-  resolved "https://registry.yarnpkg.com/@langchain/core/-/core-1.1.48.tgz#dfe7f6a64b0e3e79e5357ed4b402c021ee315a7f"
-  integrity sha512-fQU6Guyb1pwc2fEplmA8FPbKfOMAofjnyJzExevro0FxEiuGHE18Ov/ZHmT9trWCDTZRI9eW1VIc6aChxV8pAQ==
+"@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@^1.0.4":
-  version "1.0.4"
-  resolved "https://registry.yarnpkg.com/@langchain/langgraph-checkpoint/-/langgraph-checkpoint-1.0.4.tgz#893aa7255b2fe810fdeb50281f6750a3b0a6fef7"
-  integrity sha512-1y5MgZ0gXXrtmoy56e3kaBChI3GwFPIKl27xkrHwN+VE/3iUsyr9gO3Jtp7kdKAe6diZGbcas5bdC/r0yUwTZA==
+"@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 "^14.0.0"
+    uuid "^10.0.0"

-"@langchain/langgraph-sdk@~1.9.11":
-  version "1.9.11"
-  resolved "https://registry.yarnpkg.com/@langchain/langgraph-sdk/-/langgraph-sdk-1.9.11.tgz#d16f18b2c48e544436489172d86b3c78524eb679"
-  integrity sha512-mhadkZy4LQ97NJwvATiVIkSxVfOnauXNhrVHFgGnzyqr5zzPLS0VIKJW9xKT+pM8yLqW8Qj6+nPPNhwGUaxoRw==
+"@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" "^0.0.16"
    "@types/json-schema" "^7.0.15"
    p-queue "^9.0.1"
    p-retry "^7.1.1"
-    uuid "^14.0.0"
+    uuid "^13.0.0"

-"@langchain/langgraph@^1.3.3":
-  version "1.3.3"
-  resolved "https://registry.yarnpkg.com/@langchain/langgraph/-/langgraph-1.3.3.tgz#c7bb19029e37971116e07101be3d8fd4b6483d50"
-  integrity sha512-8xbpGUQNBcWua7ivT5vUvDnQ+6Qbt0JO8RisgXZ8guPXNqh8plGVvrODW68S4AlJbOYY2yi0ROKtrL/1yN3MBQ==
+"@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" "^1.0.4"
-    "@langchain/langgraph-sdk" "~1.9.11"
-    "@langchain/protocol" "^0.0.16"
+    "@langchain/langgraph-checkpoint" "^1.0.1"
+    "@langchain/langgraph-sdk" "~1.8.9"
    "@standard-schema/spec" "1.1.0"
-    uuid "^14.0.0"
+    uuid "^10.0.0"

-"@langchain/protocol@^0.0.16":
-  version "0.0.16"
-  resolved "https://registry.yarnpkg.com/@langchain/protocol/-/protocol-0.0.16.tgz#68b63d58feaf4f0acf77405cb8fb16f9c3f09b60"
-  integrity sha512-ws+J7MaHyhO5dG7f0vdyHQiUn9hoCnki0f3crJPa4MCTGzcRC39jYSCghyrGtBPYQnZbUQiGyRVpW3z3M8IpJg==
-
-"@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"
@@ -170,35 +166,35 @@
  resolved "https://registry.yarnpkg.com/@tsconfig/recommended/-/recommended-1.0.13.tgz#269fce3ad04ca70b93269ff44cca81b950f542da"
  integrity sha512-sySRuBfMKyKO/j2ZAhR8kSembhjuPEV4Ra3AHtmWLq51+iGaudr45crPSzNC5b7/Ctrh9dfUpBuTlYrH6rM58Q==

-"@turbo/darwin-64@2.9.16":
-  version "2.9.16"
-  resolved "https://registry.yarnpkg.com/@turbo/darwin-64/-/darwin-64-2.9.16.tgz#f4146eab98e020d658a9a5d7feb846acba653546"
-  integrity sha512-jLjApWTSNd7JZ5JaLYfelW1ytnGQOvB7ivl+2RD1xQvJTbi8I9gBjzcga7tDZVPyaxpl10YTfJt3BrYXR18KDw==
+"@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@2.9.16":
-  version "2.9.16"
-  resolved "https://registry.yarnpkg.com/@turbo/darwin-arm64/-/darwin-arm64-2.9.16.tgz#1d01ca232fc189045d6a4dba4741f462e0343b8c"
-  integrity sha512-YPgrn+5HIGzrx0O2a631SV4MBQUe4W/DafMFUuBVgaU32PW9/OTT0ehviF0QSxTXuRJlHvW2eUTemddF5/spmw==
+"@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@2.9.16":
-  version "2.9.16"
-  resolved "https://registry.yarnpkg.com/@turbo/linux-64/-/linux-64-2.9.16.tgz#8db630e6e5681a2ea48f7df1bca57bbd9bdf3e25"
-  integrity sha512-vAEf1H6l26lTpl9FJ/peQo1NUB8RC0sbEJJz5mPcUhHA2bPDup2x3CZPgo/bH8S4cUcBLm4FN3UHd5iUO2RAew==
+"@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@2.9.16":
-  version "2.9.16"
-  resolved "https://registry.yarnpkg.com/@turbo/linux-arm64/-/linux-arm64-2.9.16.tgz#d1de82fc8075c4774b214dd2f5e8e2570bb03643"
-  integrity sha512-xDBLR2PZg4BrQOchfG6svgpv5FCNJ2TOtT2psLdEJcdKo1BH+pnPs9Xj6pvUjgfkHbuvBOfeE4R6tvxMoQKDHQ==
+"@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@2.9.16":
-  version "2.9.16"
-  resolved "https://registry.yarnpkg.com/@turbo/windows-64/-/windows-64-2.9.16.tgz#e369c51edd737978651c2f6b4ce49b582976d66f"
-  integrity sha512-NBAJnaUiGdgkSzQwUIdOvkCkcpTSu58G/sBGa0mvBtzfvFOOgrQwepKOOQ8cp6sWM6OcKDNFj2p1dsZA1OWjPg==
+"@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@2.9.16":
-  version "2.9.16"
-  resolved "https://registry.yarnpkg.com/@turbo/windows-arm64/-/windows-arm64-2.9.16.tgz#dbb2b2863e80eb9ca8da8bd8da63e2cc457e470c"
-  integrity sha512-Y7SJppD0Z8wjO3Ec0ZGd9KQ4Yv0BMnA8CIowj5Vp+OEVsosXDG2weK6/t1RRLfJmc2Ozrnd6y4DOgQys+mn3WQ==
+"@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"
@@ -220,100 +216,100 @@
  resolved "https://registry.yarnpkg.com/@types/json5/-/json5-0.0.29.tgz#ee28707ae94e11d2b827bcbe5270bcea7f3e71ee"
  integrity sha512-dRLjCWHYg4oaA77cxO64oO+7JwCwnIzkZPdrrC71jQmQtlhM556pwKo5bUzqvZndkVbeFLIIi+9TC40JNF5hNQ==

-"@typescript-eslint/eslint-plugin@^8.60.1":
-  version "8.60.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/eslint-plugin/-/eslint-plugin-8.60.1.tgz#c1060bb8fa4be80624d3f3dec8dd9caca373af76"
-  integrity sha512-JQ4S5GB0tfjO8BuJ4fcX+HodkzJjYBV+7OJ+wLygaX7OGQ7FudyHL4NSCA6ob+w3Yn+5MkKIozOwQhXeM7opVg==
+"@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" "8.60.1"
-    "@typescript-eslint/type-utils" "8.60.1"
-    "@typescript-eslint/utils" "8.60.1"
-    "@typescript-eslint/visitor-keys" "8.60.1"
+    "@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@^8.60.1":
-  version "8.60.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/parser/-/parser-8.60.1.tgz#a9d7f30850384d34b41f4687dd8944823c09e289"
-  integrity sha512-A0M6ua6H252bVjPvvtSgl2QA4+ET9S5Mtkb2GDyTxIhH/C4qDItT7RQNO5PhMC6NXGYXOR9dIalcDDgBKT7oFA==
+"@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" "8.60.1"
-    "@typescript-eslint/types" "8.60.1"
-    "@typescript-eslint/typescript-estree" "8.60.1"
-    "@typescript-eslint/visitor-keys" "8.60.1"
+    "@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@8.60.1":
-  version "8.60.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/project-service/-/project-service-8.60.1.tgz#eb29712f58d72c222fc727162e92f2ab4670971b"
-  integrity sha512-eXkTH2bxmXlqD1RnOPmLZ9ZM9D3VwSx04JOwBnP9RQ+yUA5a2Mu7SfW8uaV2Aon53NJzZlZYuX7tn91Izf+xaw==
+"@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" "^8.60.1"
-    "@typescript-eslint/types" "^8.60.1"
+    "@typescript-eslint/tsconfig-utils" "^8.59.1"
+    "@typescript-eslint/types" "^8.59.1"
    debug "^4.4.3"

-"@typescript-eslint/scope-manager@8.60.1":
-  version "8.60.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/scope-manager/-/scope-manager-8.60.1.tgz#2f875962eaad0a0789cc3c36aea9b4ddeb2dd9c8"
-  integrity sha512-gvI5OQoptnxQnchOirukCuQ55svJSTuD/4k5+pC267xyBtYry748R9/c3tYUzb/iE6RZfllRz2lVulLCHkTm4w==
+"@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" "8.60.1"
-    "@typescript-eslint/visitor-keys" "8.60.1"
+    "@typescript-eslint/types" "8.59.1"
+    "@typescript-eslint/visitor-keys" "8.59.1"

-"@typescript-eslint/tsconfig-utils@8.60.1", "@typescript-eslint/tsconfig-utils@^8.60.1":
-  version "8.60.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/tsconfig-utils/-/tsconfig-utils-8.60.1.tgz#bee8b942a13679a878101c9c74577d732062ed93"
-  integrity sha512-nh8w4qAteiKuZu3pSSzG/yGKpw0OlkrKnzFmbVRenKaD4qc+7i1GrmZaLVkr8rk4uipiPGMOW4YsM6WmKZ5CvA==
+"@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@8.60.1":
-  version "8.60.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/type-utils/-/type-utils-8.60.1.tgz#1ae45f0f2a701354beea4a58c2161e40a5e3c379"
-  integrity sha512-sdwTrpjosW7ANQYJ39ZBF1ZyEMEGVB2UsikrserVM/30a/F1dTLnu9bGxEdosugyu5caigjLrR2qiD11asjI1A==
+"@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" "8.60.1"
-    "@typescript-eslint/typescript-estree" "8.60.1"
-    "@typescript-eslint/utils" "8.60.1"
+    "@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@8.60.1", "@typescript-eslint/types@^8.60.1":
-  version "8.60.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/types/-/types-8.60.1.tgz#ccdc482ba9e17f9723a10ce240b5e67dad3046c4"
-  integrity sha512-4h0tY8ppCkdCzcrl2YM5M3my0xsE1Tf8om3owEu5oPWmXwkKRmk0j0LGDzYBGUcAlesEbxBhazqu/K4cu3Ug7w==
+"@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@8.60.1":
-  version "8.60.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/typescript-estree/-/typescript-estree-8.60.1.tgz#016630b119228bf483ddc652703a6a038f3fdd74"
-  integrity sha512-alpRkfG8hlVE5kdJW2GkfgDgXxold3e8e4l6EnmhRmRLbekgAPCCGDVD++sABy9FcgPFroq+uFcCSM1vR57Cew==
+"@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" "8.60.1"
-    "@typescript-eslint/tsconfig-utils" "8.60.1"
-    "@typescript-eslint/types" "8.60.1"
-    "@typescript-eslint/visitor-keys" "8.60.1"
+    "@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@8.60.1":
-  version "8.60.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/utils/-/utils-8.60.1.tgz#31cf566095602d9fe8ad91837d2eb520b8de762b"
-  integrity sha512-h2MPBLoNtjc3qZWfY3Tl51yPorQ2McHn8pJfcMNTcIvrrZrr90Ykffit0yjrPFWQcRcUxzH20+6OcVdW4yHtUg==
+"@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" "8.60.1"
-    "@typescript-eslint/types" "8.60.1"
-    "@typescript-eslint/typescript-estree" "8.60.1"
+    "@typescript-eslint/scope-manager" "8.59.1"
+    "@typescript-eslint/types" "8.59.1"
+    "@typescript-eslint/typescript-estree" "8.59.1"

-"@typescript-eslint/visitor-keys@8.60.1":
-  version "8.60.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/visitor-keys/-/visitor-keys-8.60.1.tgz#165d1d8901137b944efaf18f00ab5ecb57f06995"
-  integrity sha512-EbGRQg4FhrmwLodl+t3JNAnXHWVr9Vp+Zl1QBZVPY4ByfkzIT8cX3K6QWODHtkIZqqJVEWvhHSx3v5PDHsaQag==
+"@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" "8.60.1"
+    "@typescript-eslint/types" "8.59.1"
    eslint-visitor-keys "^5.0.0"

 acorn-jsx@^5.3.2:
@@ -341,6 +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"
@@ -489,6 +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"
@@ -544,6 +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"
@@ -742,13 +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"
@@ -775,17 +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@^10.4.1:
-  version "10.4.1"
-  resolved "https://registry.yarnpkg.com/eslint/-/eslint-10.4.1.tgz#f6640b176e0912246d9ddbf8fcfa5e8b7f02445a"
-  integrity sha512-AyIKhnOBuOAdueD7RB3xB+YeAWScb9jHsJBgH2Hcde8InP5JYhqrRR6iTMHyTEwgENK54Cp44e4v8BwNhsuHuw==
+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"
@@ -1316,11 +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"
@@ -1772,12 +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"
@@ -1802,17 +1814,17 @@ tsconfig-paths@^3.15.0:
    minimist "^1.2.6"
    strip-bom "^3.0.0"

-turbo@^2.9.16:
-  version "2.9.16"
-  resolved "https://registry.yarnpkg.com/turbo/-/turbo-2.9.16.tgz#ed72ff679c2c54bde0e3a2e40107416181e203a4"
-  integrity sha512-NqgRQy6j6dPYcdSdv0q1g9QsZg7SWg87RERM8otw/1AtKU2yTFVClOM7cbwKzOonZr/Ek1blTBucw64L9H0Bwg==
+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" "2.9.16"
-    "@turbo/darwin-arm64" "2.9.16"
-    "@turbo/linux-64" "2.9.16"
-    "@turbo/linux-arm64" "2.9.16"
-    "@turbo/windows-64" "2.9.16"
-    "@turbo/windows-arm64" "2.9.16"
+    "@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"
@@ -1866,10 +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"
@@ -1888,10 +1900,15 @@ uri-js@^4.2.2:
  dependencies:
    punycode "^2.1.0"

-uuid@^14.0.0:
-  version "14.0.0"
-  resolved "https://registry.yarnpkg.com/uuid/-/uuid-14.0.0.tgz#0af883220163d264ffe0c084f6b8a89b9666966d"
-  integrity sha512-Qo+uWgilfSmAhXCMav1uYFynlQO7fMFiMVZsQqZRMIXp0O7rR7qjkj+cPvBHLgBqi960QCoo/PH2/6ZtVqKvrg==
+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"
@@ -1 +1 @@
-__version__ = "0.4.30"
+__version__ = "0.4.25"
@@ -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
@@ -850,41 +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,
@@ -903,7 +867,6 @@ def _run_local_build(
    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
@@ -1052,21 +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 {},
@@ -1088,7 +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
@@ -1119,7 +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
@@ -1604,15 +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(
@@ -1625,7 +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(
@@ -1645,7 +1584,6 @@ def _deploy_cmd(
            build_command=build_command,
            docker_build_args=docker_build_args,
            secrets=secrets,
-            tracked_packages=tracked_packages,
        )

    # -- 4. Shared wait + result --
@@ -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,<0.12.0 ; 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"]
@@ -3,7 +3,6 @@ import io
 import json
 import os
 import sys
-from unittest.mock import MagicMock

 import click
 import httpx
@@ -17,7 +16,6 @@ from langgraph_cli.deploy import (
    _env_without_deployment_name,
    _parse_env_from_config,
    _resolve_env_path,
-    _resolve_pushed_image_digest,
    _smith_dashboard_base_url,
    normalize_image_tag,
    normalize_name,
@@ -534,156 +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'" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/db/2f/cb91e5502ec9de1de6f1b76cfbf69531932725361168bb06963620c77e2e/psycopg-3.3.4.tar.gz", hash = "sha256:e21207764952cff81b6b8bdacad9a3939f2793367fdac2987b3aac36a651b5bc", size = 165799, upload-time = "2026-05-01T23:31:55.179Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/5c/e0/7b3dee031daae7743609ce3c746565d4a3ed7c2c186479eb48e34e838c64/psycopg-3.3.4-py3-none-any.whl", hash = "sha256:b6bbc25ccf05c8fad3b061d9db2ef0909a555171b84b07f29458a447253d679a", size = 213001, upload-time = "2026-05-01T23:20:50.816Z" },
-]
-
-[[package]]
-name = "psycopg-pool"
-version = "3.3.1"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "typing-extensions" },
-]
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-
 [[package]]
 name = "xxhash"
 version = "3.6.0"
@@ -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

@@ -29,9 +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:
@@ -79,70 +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.

@@ -162,10 +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
@@ -177,9 +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"]
@@ -348,37 +306,7 @@ def ensure_config(*configs: RunnableConfig | None) -> RunnableConfig:
        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():
@@ -435,17 +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
@@ -32,7 +32,7 @@ class DeltaChannel(Generic[Value], BaseChannel[Any, Any, Any]):
        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`
+        `_DeltaSnapshot` blob shape, the `delta_updates_since_snapshot`
        metadata field) is not yet stable.

    The reducer receives the current accumulated value and a batch of writes
@@ -47,12 +47,9 @@ 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
@@ -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.

@@ -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](
@@ -8,11 +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._typing import MISSING
 from langgraph.channels.base import BaseChannel
 from langgraph.channels.delta import DeltaChannel
@@ -36,26 +36,21 @@ def empty_checkpoint() -> Checkpoint:

 def delta_channels_to_snapshot(
    channels: Mapping[str, BaseChannel],
-    counters_since_delta_snapshot: Mapping[str, tuple[int, int]],
+    counts: Mapping[str, 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
+    A channel snapshots when its accumulated update count (since the last
+    snapshot) reaches or exceeds `snapshot_frequency`. 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
+    return {
+        name
+        for name, ch in channels.items()
+        if isinstance(ch, DeltaChannel)
+        and ch.is_available()
+        and counts.get(name, 0) >= ch.snapshot_frequency
+    }


 def create_checkpoint(
@@ -74,7 +69,7 @@ def create_checkpoint(
    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
+    `delta_channels_to_snapshot(channels, counts)`; defaults to empty
    (no snapshots) when not provided.
    """
    ts = datetime.now(timezone.utc).isoformat()
@@ -236,3 +231,17 @@ 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 {})
@@ -115,7 +115,6 @@ 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 (
@@ -204,12 +203,6 @@ class PregelLoop:
    # `__enter__`; stays `None` only when no checkpointer.
    _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
@@ -448,14 +441,6 @@ 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,
@@ -489,13 +474,6 @@ 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)
@@ -575,7 +553,7 @@ 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

@@ -653,8 +631,7 @@ 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(
@@ -721,88 +698,13 @@ 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
@@ -1076,41 +978,35 @@ class PregelLoop:
        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.
+        # Per-delta-channel update bookkeeping.
        #
        # `_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,
+        # intermediate calls that bump the count by +1 for each delta
+        # channel touched that step. 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.
+        # superstep. (Sync/async durability does not call `_put_checkpoint`
+        # at exit, so the issue only surfaces in exit mode. force_delta_snapshot
+        # used to mask this latent bug by resetting every count to 0.)
        if not exiting:
-            prev_counters = dict(
-                self.checkpoint_metadata.get("counters_since_delta_snapshot") or {}
+            prev_counts = dict(
+                self.checkpoint_metadata.get("delta_updates_since_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)
+            new_counts = dict(prev_counts)
+            if self.updated_channels:
+                for ch_name in self.updated_channels:
+                    if isinstance(self.channels.get(ch_name), DeltaChannel):
+                        new_counts[ch_name] = new_counts.get(ch_name, 0) + 1
            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 {}
+            new_counts = dict(
+                self.checkpoint_metadata.get("delta_updates_since_snapshot", {}) or {}
            )
        # do checkpoint?
        do_checkpoint = self._checkpointer_put_after_previous is not None and (
@@ -1118,7 +1014,7 @@ class PregelLoop:
        )
        # create new checkpoint
        channels_to_snapshot = (
-            delta_channels_to_snapshot(self.channels, new_counters)
+            delta_channels_to_snapshot(self.channels, new_counts)
            if do_checkpoint
            else set()
        )
@@ -1134,12 +1030,11 @@ class PregelLoop:
            channels_to_snapshot=channels_to_snapshot,
        )
        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:
-            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"]
+            new_counts[k] = 0
+        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()
@@ -1214,10 +1109,8 @@ class PregelLoop:
        ):
            return

-        counters = dict(
-            self.checkpoint_metadata.get("counters_since_delta_snapshot") or {}
-        )
-        channels_to_snapshot = delta_channels_to_snapshot(self.channels, counters)
+        counts = self.checkpoint_metadata.get("delta_updates_since_snapshot", {}) or {}
+        channels_to_snapshot = delta_channels_to_snapshot(self.channels, counts)

        pending = [
            (step, tid, ch, v)
@@ -1552,10 +1445,12 @@ 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,
@@ -1578,7 +1473,7 @@ 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
@@ -1660,7 +1555,6 @@ class SyncPregelLoop(PregelLoop, AbstractContextManager):
            else []
        )
        self._delta_write_futs = []
-        self._error_handler_write_futs = []
        self._exit_delta_writes = (
            [] if self.durability == "exit" and self.checkpointer is not None else None
        )
@@ -1806,10 +1700,12 @@ 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,
@@ -1832,7 +1728,7 @@ 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
@@ -1917,7 +1813,6 @@ class AsyncPregelLoop(PregelLoop, AbstractAsyncContextManager):
            else []
        )
        self._delta_write_futs = []
-        self._error_handler_write_futs = []
        self._exit_delta_writes = (
            [] if self.durability == "exit" and self.checkpointer is not None else None
        )
@@ -10,12 +10,10 @@ from typing import (
 from uuid import UUID, uuid4

 from langchain_core.callbacks import BaseCallbackHandler
-from langchain_core.messages import BaseMessage, ToolMessage
-from langchain_core.messages.utils import convert_to_messages
+from langchain_core.messages import BaseMessage
 from langchain_core.outputs import ChatGeneration, ChatGenerationChunk, LLMResult
 from pydantic import BaseModel

-from langgraph._internal._config import filter_to_user_tags
 from langgraph._internal._constants import NS_SEP
 from langgraph.constants import TAG_HIDDEN, TAG_NOSTREAM
 from langgraph.pregel.protocol import StreamChunk
@@ -144,8 +142,9 @@ class StreamMessagesHandler(BaseCallbackHandler, _StreamingCallbackHandler):
            ]
            if not self.subgraphs and len(ns) > 0 and ns != self.parent_ns:
                return
-            if (filtered_tags := filter_to_user_tags(tags)) is not None:
-                metadata["tags"] = filtered_tags
+            if tags:
+                if filtered_tags := [t for t in tags if not t.startswith("seq:step")]:
+                    metadata["tags"] = filtered_tags
            self.metadata[run_id] = (ns, metadata)

    def on_llm_new_token(
@@ -304,35 +303,6 @@ class StreamMessagesHandlerV2(StreamMessagesHandler, _V2StreamingCallbackHandler
        super().__init__(stream, subgraphs, parent_ns=parent_ns)
        self._streamed_run_ids: set[UUID] = set()

-    def _find_and_emit_messages(self, meta: Meta, response: Any) -> None:
-        """Like the v1 handler, but skip ToolMessage from node outputs.
-
-        Tool results belong on the tools channel / state in v3; v2-flagged streams
-        must not replay finalized ToolMessages as chat tokens (see MessagesTransformer).
-        Legacy v1-only `stream_mode="messages"` still emits ToolMessages (see subgraph
-        streaming tests).
-        """
-        if isinstance(response, BaseMessage) and not isinstance(response, ToolMessage):
-            self._emit(meta, response, dedupe=True)
-        elif isinstance(response, Sequence):
-            for value in response:
-                if isinstance(value, BaseMessage) and not isinstance(
-                    value, ToolMessage
-                ):
-                    self._emit(meta, value, dedupe=True)
-        else:
-            for value in _state_values(response):
-                if isinstance(value, BaseMessage) and not isinstance(
-                    value, ToolMessage
-                ):
-                    self._emit(meta, value, dedupe=True)
-                elif isinstance(value, Sequence):
-                    for item in value:
-                        if isinstance(item, BaseMessage) and not isinstance(
-                            item, ToolMessage
-                        ):
-                            self._emit(meta, item, dedupe=True)
-
    def on_llm_end(
        self,
        response: LLMResult,
@@ -406,56 +376,3 @@ class StreamMessagesHandlerV2(StreamMessagesHandler, _V2StreamingCallbackHandler
                    self.seen.add(msg_id)
            v2_meta = {**meta[1], "run_id": str(run_id)}
            self.stream((meta[0], "messages", (event, v2_meta)))
-
-
-# Known role values (OpenAI-style) and type values (LangChain serialisation)
-# that identify a dict as a message. Checked before coercing to BaseMessage so
-# we don't accidentally touch unrelated dicts that happen to have a "role" key.
-_MESSAGE_ROLES: frozenset[str] = frozenset(
-    {"user", "human", "assistant", "ai", "tool", "system", "function"}
-)
-_MESSAGE_TYPES: frozenset[str] = frozenset(
-    {"human", "ai", "tool", "system", "function", "remove"}
-)
-
-
-def _is_message_dict(item: dict) -> bool:
-    return item.get("role") in _MESSAGE_ROLES or item.get("type") in _MESSAGE_TYPES
-
-
-def ensure_message_ids(value: Any) -> None:
-    """Coerce message-like write values to typed BaseMessages with stable IDs.
-
-    Called in put_writes() before DeltaChannel writes are submitted to the
-    checkpointer. Without this the checkpoint may store raw dicts or id=None
-    BaseMessages; every get_state() replay then produces a different UUID and
-    the same message appears with a different ID in each LangSmith trace.
-
-    Handles three input shapes:
-    - BaseMessage objects: assign a UUID if id is None.
-    - Dicts with a known "role" (OpenAI-style) or "type" (LangChain format) at
-      the root level: stamp "id" into the dict in-place. The reducer's
-      convert_to_messages call will forward the id to the resulting BaseMessage.
-    - Lists of the above: apply the same logic to each element, replacing dict
-      items with coerced BaseMessages so the shared list reference seen by
-      checkpoint_pending_writes and the background thread both get typed messages.
-
-    Mutating synchronously here (before the background thread is submitted) is
-    safe: the serialised bytes always reflect the post-coercion state.
-    """
-    if isinstance(value, BaseMessage):
-        if value.id is None:
-            value.id = str(uuid4())
-    elif isinstance(value, dict) and _is_message_dict(value):
-        if not value.get("id"):
-            value["id"] = str(uuid4())
-    elif isinstance(value, list):
-        for i, item in enumerate(value):
-            if isinstance(item, BaseMessage):
-                if item.id is None:
-                    item.id = str(uuid4())
-            elif isinstance(item, dict) and _is_message_dict(item):
-                msg = convert_to_messages([item])[0]
-                if msg.id is None:
-                    msg.id = str(uuid4())
-                value[i] = msg
@@ -1,374 +0,0 @@
-# libs/langgraph/langgraph/pregel/_remote_run_stream.py
-from __future__ import annotations
-
-import logging
-import sys
-from collections.abc import AsyncIterator, Iterator, Mapping
-from types import TracebackType
-from typing import Any, cast
-
-from langchain_core.runnables import RunnableConfig
-from langgraph_sdk._async.stream import AsyncThreadStream
-from langgraph_sdk._sync.stream import SyncThreadStream
-from langgraph_sdk.client import LangGraphClient, SyncLangGraphClient
-from langgraph_sdk.stream.decoders import DataDecoder
-
-from langgraph.types import Command
-
-logger = logging.getLogger(__name__)
-
-
-def _translate_command_input(input: Any) -> Any:
-    """Translate a local `Command` into the v3 wire `input`, else passthrough.
-
-    The v3 server decides start-vs-resume from thread state (an interrupted
-    run or pending interrupts) and, on resume, wraps the whole `input` as
-    `{"resume": input}` itself. So a resume `Command` must surface its raw
-    `resume` value as the wire `input` (not the serialized dataclass, which
-    the server would double-wrap). The v3 `run.start` path has no `goto` /
-    `update` channel, so those are rejected.
-
-    `langgraph_sdk` is upstream of `langgraph`, so this `Command`-aware
-    marshalling lives here on the adapter (langgraph) side of the boundary.
-    """
-    if isinstance(input, Command):
-        if input.goto or input.update:
-            raise NotImplementedError(
-                "RemoteGraph v3 streaming supports `Command(resume=...)` only; "
-                "`goto` / `update` are not supported by the v3 `run.start` path."
-            )
-        return input.resume
-    return input
-
-
-class _ChannelProjection:
-    """Decoded projection for a wire channel the SDK doesn't type natively.
-
-    Subscribes to `channel` and decodes each event's `params["data"]` through the
-    SDK's `DataDecoder` — the same decoder the SDK's own plain-payload projections
-    (`values` / `updates` / `checkpoints` / `tasks`) use, which yields the item
-    shape that local's `UpdatesTransformer` / `CheckpointsTransformer` /
-    `TasksTransformer` / `CustomTransformer` push, so iterating this matches the
-    corresponding local projection. Iterate with `for` against a sync stream and
-    `async for` against an async stream (matching the underlying SDK). Opening
-    the subscription requires the stream to be entered (`with` / `async with`).
-    """
-
-    def __init__(self, sdk: AsyncThreadStream | SyncThreadStream, channel: str) -> None:
-        self._sdk = sdk
-        self._channel = channel
-
-    def __iter__(self) -> Iterator[Any]:
-        # Sync lane: the sync adapter's SDK returns a sync iterator here.
-        decoder = DataDecoder(self._channel)
-        events = cast(Iterator[Any], self._sdk.subscribe([self._channel]))
-        for event in events:
-            yield from decoder.feed(event)
-
-    def __aiter__(self) -> AsyncIterator[Any]:
-        return self._aiter()
-
-    async def _aiter(self) -> AsyncIterator[Any]:
-        # Async lane: the async adapter's SDK returns an async iterator here.
-        decoder = DataDecoder(self._channel)
-        events = cast(AsyncIterator[Any], self._sdk.subscribe([self._channel]))
-        async for event in events:
-            for item in decoder.feed(event):
-                yield item
-
-
-class _ProjectionRegistry(Mapping[str, Any]):
-    """Read-only name -> projection registry mirroring local `GraphRunStream.extensions`.
-
-    Resolution follows the langchain-protocol wire channels, and every entry
-    yields the same decoded item shape local does (`params.data`):
-
-    - `values` / `messages` / `tool_calls` / `subgraphs` resolve to the SDK's
-      decoded typed projections. `tool_calls` is the `tools` channel — tool
-      *execution* events, distinct from the tool-call *inputs* inside `messages`.
-    - `updates` / `checkpoints` / `tasks` / `custom` have no typed SDK
-      projection, so they resolve to a `_ChannelProjection` that subscribes to
-      the channel and yields `params.data` — matching the local transformer
-      output for those channels.
-    - any other name is a specific custom-extension channel
-      (`thread.extensions[name]`, i.e. `custom:<name>`).
-
-    `lifecycle` is intentionally absent: local derives a status payload from it
-    rather than yielding `params.data`, and the SDK consumes it as control-plane
-    (driving `output` / `interrupted`), so its shape can't be matched — it
-    remains reachable via the raw `events` iterator. `debug` is absent too: it
-    is not a v3 wire channel.
-    """
-
-    # Channels the SDK decodes into typed projections.
-    _TYPED = ("values", "messages", "tool_calls", "subgraphs")
-    # Wire channels with no typed SDK projection — decoded here to match local.
-    _DECODED = ("updates", "checkpoints", "tasks", "custom")
-    _NATIVE = _TYPED + _DECODED
-
-    def __init__(self, sdk: AsyncThreadStream | SyncThreadStream) -> None:
-        self._sdk = sdk
-
-    def __getitem__(self, name: str) -> Any:
-        if name in self._TYPED:
-            return getattr(self._sdk, name)
-        if name in self._DECODED:
-            return _ChannelProjection(self._sdk, name)
-        return self._sdk.extensions[name]
-
-    def __iter__(self) -> Iterator[str]:
-        return iter(self._NATIVE)
-
-    def __len__(self) -> int:
-        return len(self._NATIVE)
-
-
-class _RemoteGraphRunStream:
-    """Sync adapter: SyncThreadStream -> GraphRunStream surface."""
-
-    def __init__(
-        self,
-        *,
-        sync_client: SyncLangGraphClient,
-        sdk_thread: SyncThreadStream,
-        input: Any,
-        config: RunnableConfig | None,
-        metadata: dict[str, Any] | None,
-    ) -> None:
-        self._client = sync_client
-        self._sdk = sdk_thread
-        self._start_kwargs: dict[str, Any] = {
-            "input": _translate_command_input(input),
-            "config": config,
-            "metadata": metadata,
-        }
-        self._run_id: str | None = None
-        self._closed = False
-        self._events_iter: Iterator[Any] | None = None
-
-    def __enter__(self) -> _RemoteGraphRunStream:
-        if self._closed:
-            raise RuntimeError("_RemoteGraphRunStream already closed")
-        self._sdk.__enter__()
-        try:
-            result = self._sdk.run.start(**self._start_kwargs)
-        except BaseException:
-            self._sdk.__exit__(*sys.exc_info())
-            raise
-        self._run_id = result["run_id"]
-        return self
-
-    def __exit__(
-        self,
-        exc_type: type[BaseException] | None,
-        exc: BaseException | None,
-        tb: TracebackType | None,
-    ) -> None:
-        if self._closed:
-            return
-        self._closed = True
-        self._sdk.__exit__(exc_type, exc, tb)
-
-    @property
-    def output(self) -> Any:
-        return self._sdk.output
-
-    @property
-    def interrupted(self) -> bool:
-        """Whether the remote run is currently paused at an interrupt.
-
-        Reads the SDK's current value without blocking. This differs from
-        local `GraphRunStream.interrupted`, which drives the run to terminal
-        before returning the flag. Sync callers needing a wait-for-interrupt
-        pattern should switch to the async API and drain a projection.
-        """
-        return self._sdk.interrupted
-
-    @property
-    def interrupts(self) -> list[Any]:
-        """Current outstanding interrupt payloads (non-blocking snapshot)."""
-        return list(self._sdk.interrupts)
-
-    @property
-    def values(self) -> Any:
-        """Live state-snapshot projection (mirrors local `run.values`)."""
-        return self._sdk.values
-
-    @property
-    def messages(self) -> Any:
-        """Live message-stream projection (mirrors local `run.messages`)."""
-        return self._sdk.messages
-
-    @property
-    def subgraphs(self) -> Any:
-        """Subgraph-handle projection (mirrors local `run.subgraphs`)."""
-        return self._sdk.subgraphs
-
-    @property
-    def tool_calls(self) -> Any:
-        """Tool-execution projection (the `tools` channel).
-
-        These are tool *execution* events (started / output / finished),
-        distinct from the tool-call *inputs* carried inside `messages`.
-        """
-        return self._sdk.tool_calls
-
-    @property
-    def extensions(self) -> Mapping[str, Any]:
-        """Name -> projection registry (mirrors local `run.extensions`)."""
-        return _ProjectionRegistry(self._sdk)
-
-    def abort(self) -> None:
-        if self._closed:
-            return
-        self._closed = True
-        if self._run_id is not None:
-            try:
-                self._client.runs.cancel(self._sdk.thread_id, self._run_id, wait=False)
-            except Exception:
-                logger.debug("abort: runs.cancel failed", exc_info=True)
-        try:
-            self._sdk.close()
-        except Exception:
-            logger.debug("abort: sdk.close failed", exc_info=True)
-
-    def __iter__(self) -> Iterator[Any]:
-        if self._events_iter is None:
-            self._events_iter = iter(self._sdk.events)
-        return self._events_iter
-
-    def interleave(self, *names: str) -> Iterator[tuple[str, Any]]:
-        yield from self._sdk.interleave_projections(list(names))
-
-
-class _AsyncRemoteGraphRunStream:
-    """Async adapter: AsyncThreadStream -> AsyncGraphRunStream surface."""
-
-    def __init__(
-        self,
-        *,
-        client: LangGraphClient,
-        sdk_thread: AsyncThreadStream,
-        input: Any,
-        config: RunnableConfig | None,
-        metadata: dict[str, Any] | None,
-    ) -> None:
-        self._client = client
-        self._sdk = sdk_thread
-        self._start_kwargs: dict[str, Any] = {
-            "input": _translate_command_input(input),
-            "config": config,
-            "metadata": metadata,
-        }
-        self._run_id: str | None = None
-        self._closed = False
-        self._events_aiter: AsyncIterator[Any] | None = None
-
-    async def __aenter__(self) -> _AsyncRemoteGraphRunStream:
-        if self._closed:
-            raise RuntimeError("_AsyncRemoteGraphRunStream already closed")
-        await self._sdk.__aenter__()
-        try:
-            result = await self._sdk.run.start(**self._start_kwargs)
-        except BaseException:
-            await self._sdk.__aexit__(*sys.exc_info())
-            raise
-        self._run_id = result["run_id"]
-        return self
-
-    async def __aexit__(
-        self,
-        exc_type: type[BaseException] | None,
-        exc: BaseException | None,
-        tb: TracebackType | None,
-    ) -> None:
-        if self._closed:
-            return
-        self._closed = True
-        await self._sdk.__aexit__(exc_type, exc, tb)
-
-    async def output(self) -> Any:
-        """Drive the remote run to completion and return the final state.
-
-        Awaits the SDK's terminal-state awaitable, matching local
-        `AsyncGraphRunStream.output()` (a method, not a property, so
-        `run.output` without `await` fails at type-check time rather than
-        silently yielding a coroutine).
-        """
-        return await self._sdk.output
-
-    async def interrupted(self) -> bool:
-        """Whether the remote run is currently paused at an interrupt.
-
-        Reads the SDK's current value without blocking. This differs from
-        local `AsyncGraphRunStream.interrupted()`, which drives the run to
-        terminal before returning the flag. Callers that need a
-        wait-for-interrupt pattern should drain a projection (e.g.,
-        `async for snap in stream._sdk.values`) until the SDK's paused
-        sentinel fires, then call this method.
-        """
-        return self._sdk.interrupted
-
-    async def interrupts(self) -> list[Any]:
-        """Current outstanding interrupt payloads.
-
-        Non-blocking; reads the SDK's current snapshot. See `interrupted`
-        for the divergence from local v3 semantics.
-        """
-        return list(self._sdk.interrupts)
-
-    @property
-    def values(self) -> Any:
-        """Live state-snapshot projection (mirrors local `run.values`)."""
-        return self._sdk.values
-
-    @property
-    def messages(self) -> Any:
-        """Live message-stream projection (mirrors local `run.messages`)."""
-        return self._sdk.messages
-
-    @property
-    def subgraphs(self) -> Any:
-        """Subgraph-handle projection (mirrors local `run.subgraphs`)."""
-        return self._sdk.subgraphs
-
-    @property
-    def tool_calls(self) -> Any:
-        """Tool-execution projection (the `tools` channel).
-
-        These are tool *execution* events (started / output / finished),
-        distinct from the tool-call *inputs* carried inside `messages`.
-        """
-        return self._sdk.tool_calls
-
-    @property
-    def extensions(self) -> Mapping[str, Any]:
-        """Name -> projection registry (mirrors local `run.extensions`)."""
-        return _ProjectionRegistry(self._sdk)
-
-    async def abort(self) -> None:
-        if self._closed:
-            return
-        self._closed = True
-        if self._run_id is not None:
-            try:
-                await self._client.runs.cancel(
-                    self._sdk.thread_id, self._run_id, wait=False
-                )
-            except Exception:
-                logger.debug("abort: runs.cancel failed", exc_info=True)
-        try:
-            await self._sdk.close()
-        except Exception:
-            logger.debug("abort: sdk.close failed", exc_info=True)
-
-    def __aiter__(self) -> AsyncIterator[Any]:
-        if self._events_aiter is None:
-            self._events_aiter = self._sdk.events.__aiter__()
-        return self._events_aiter
-
-    # Note: deliberately no `interleave()` on the async adapter. Local
-    # `AsyncGraphRunStream` doesn't have one either (async callers compose
-    # with `asyncio.gather` / `asyncio.as_completed`). The sync adapter
-    # provides `interleave()` because sync callers have no comparable
-    # primitive for iterating multiple iterators concurrently.
@@ -37,23 +37,13 @@ from langgraph._internal._constants import (
 )
 from langgraph._internal._runnable import create_task_in_config_context
 from langgraph._internal._timeout import sync_timeout_unsupported
-from langgraph.errors import (
-    GraphBubbleUp,
-    NodeCancelledError,
-    NodeTimeoutError,
-    ParentCommand,
-)
+from langgraph.errors import GraphBubbleUp, NodeTimeoutError, ParentCommand
 from langgraph.pregel.protocol import StreamProtocol
 from langgraph.runtime import ExecutionInfo, Runtime
 from langgraph.types import Command, PregelExecutableTask, RetryPolicy, TimeoutPolicy

 logger = logging.getLogger(__name__)
 SUPPORTS_EXC_NOTES = sys.version_info >= (3, 11)
-# `asyncio.Task.cancelling()` was added in Python 3.11. It reports the number of
-# pending cancel requests on the task: ``0`` means no external code asked us to
-# cancel — so a ``CancelledError`` observed here was raised by the task body
-# itself (the user's node) rather than by pregel cancelling sibling tasks.
-SUPPORTS_TASK_CANCELLING = sys.version_info >= (3, 11)


 def _timeout_secs(value: float | timedelta) -> float:
@@ -312,28 +302,6 @@ class _IdleProgressCallbackHandler(BaseCallbackHandler):
    on_custom_event = _touch


-def _is_user_raised_cancelled() -> bool:
-    """Return True if the in-flight ``CancelledError`` came from the task body.
-
-    Pregel cancels sibling tasks via ``task.cancel()`` when a peer fails, which
-    increments ``asyncio.Task.cancelling()`` on the target before the cancel
-    actually fires. A user node that calls ``raise asyncio.CancelledError()``
-    from inside its own body raises while ``cancelling() == 0``, which is the
-    signal we use to convert the exception into a regular
-    :class:`NodeCancelledError`.
-
-    Returns ``False`` when we can't tell (``cancelling()`` unavailable, or no
-    current task — neither should happen in practice from ``arun_with_retry``)
-    so framework-initiated cancellation continues to propagate unchanged.
-    """
-    if not SUPPORTS_TASK_CANCELLING:
-        return False
-    current = asyncio.current_task()
-    if current is None:
-        return False
-    return current.cancelling() == 0
-
-
 def _drain_cancelled(task: asyncio.Task[Any]) -> None:
    # Mark the abandoned task's exception as retrieved so asyncio doesn't log it.
    with suppress(asyncio.CancelledError):
@@ -632,12 +600,6 @@ def run_with_retry(
        except GraphBubbleUp:
            # if interrupted, end
            raise
-        except asyncio.CancelledError as exc:
-            # A sync node has no asyncio context, so any ``CancelledError`` that
-            # reaches here was raised by the node body itself. Surface it as a
-            # regular exception so the pregel runner panics the run instead of
-            # treating the task as a silent tear-down (LSD-1507).
-            raise NodeCancelledError(task.name) from exc
        except Exception as exc:
            if SUPPORTS_EXC_NOTES:
                exc.add_note(f"During task with name '{task.name}' and id '{task.id}'")
@@ -774,24 +736,6 @@ async def arun_with_retry(
            # if interrupted, end
            _finish_timed_attempt(config, attempt_ctx)
            raise
-        except asyncio.CancelledError as exc:
-            # ``CancelledError`` reaches us in two very different shapes:
-            #   1. Pregel cancelled this task because a sibling failed
-            #      (``asyncio.Task.cancelling() >= 1``). The framework already
-            #      knows the run is failing and we must let cancellation
-            #      propagate so the watchdog/cleanup code in the runner sees a
-            #      cancelled future.
-            #   2. The node body itself raised ``asyncio.CancelledError`` (
-            #      ``cancelling() == 0``). The runner would otherwise treat
-            #      this as silent tear-down and the run would report
-            #      ``success`` even though the node failed (LSD-1507). Convert
-            #      it into :class:`NodeCancelledError` so it follows the same
-            #      path as any other node failure.
-            if _is_user_raised_cancelled():
-                _finish_timed_attempt(config, attempt_ctx, exc)
-                raise NodeCancelledError(task.name) from exc
-            _finish_timed_attempt(config, attempt_ctx, exc)
-            raise
        except Exception as exc:
            _finish_timed_attempt(config, attempt_ctx, exc)
            if SUPPORTS_EXC_NOTES:
@@ -31,7 +31,6 @@ from langgraph._internal._constants import (
    CONFIG_KEY_CALL,
    CONFIG_KEY_SCRATCHPAD,
    ERROR,
-    ERROR_SOURCE_NODE,
    INTERRUPT,
    NO_WRITES,
    RESUME,
@@ -598,7 +597,7 @@ class PregelRunner:
                if self._should_route_to_error_handler(task) and not isinstance(
                    exception, GraphBubbleUp
                ):
-                    task.writes.append((ERROR_SOURCE_NODE, task.name))
+                    # Mark early in commit path; loop-side routing may happen later.
                    self._handled_exception_ids.add(id(exception))
                self.put_writes()(task.id, task.writes)  # type: ignore[misc]
        else:
@@ -6,13 +6,9 @@ from typing import Any
 from uuid import UUID

 from langchain_core.runnables import RunnableConfig
-from langgraph.checkpoint.base import (
-    EXCLUDED_METADATA_KEYS,
-    CheckpointMetadata,
-    PendingWrite,
-)
+from langgraph.checkpoint.base import CheckpointMetadata, PendingWrite

-from langgraph._internal._config import filter_to_user_tags, patch_checkpoint_map
+from langgraph._internal._config import patch_checkpoint_map
 from langgraph._internal._constants import (
    CONF,
    CONFIG_KEY_CHECKPOINT_NS,
@@ -44,31 +40,12 @@ def map_debug_tasks(tasks: Iterable[PregelExecutableTask]) -> Iterator[TaskPaylo
        if task.config is not None and TAG_HIDDEN in task.config.get("tags", []):
            continue

-        payload: TaskPayload = {
+        yield {
            "id": task.id,
            "name": task.name,
            "input": task.input,
            "triggers": task.triggers,
        }
-        # Forward user-meaningful metadata only — drop langgraph's internal
-        # framework keys (langgraph_node/step/triggers/path/checkpoint_ns,
-        # thread_id, ...), which are redundant with the task's own fields and
-        # namespace. Keys like `lc_agent_name`, `ls_integration`, and any
-        # user-supplied metadata ride along. Filtered config tags are folded in
-        # under `tags`, mirroring the messages stream handler. (The comprehension
-        # also yields a fresh dict, so mutating `md` doesn't touch task.config.)
-        if task.config is not None:
-            md = {
-                k: v
-                for k, v in (task.config.get("metadata") or {}).items()
-                if k not in EXCLUDED_METADATA_KEYS
-            }
-            filtered_tags = filter_to_user_tags(task.config.get("tags"))
-            if filtered_tags is not None:
-                md["tags"] = filtered_tags
-            if md:
-                payload["metadata"] = md
-        yield payload


 def is_multiple_channel_write(value: Any) -> bool:
@@ -108,7 +108,6 @@ from langgraph.callbacks import (
    get_sync_graph_callback_manager_for_config,
 )
 from langgraph.channels.base import BaseChannel
-from langgraph.channels.delta import DeltaChannel
 from langgraph.channels.topic import Topic
 from langgraph.config import get_config
 from langgraph.constants import END
@@ -1997,33 +1996,11 @@ class Pregel(
                    ),
                )
            # save task writes
-            has_delta_writes = any(
-                isinstance(channels.get(c), DeltaChannel)
-                for task in run_tasks
-                for c, _ in task.writes
-            )
-            should_put_writes = saved is not None or has_delta_writes
-
-            if saved is None and has_delta_writes:
-                # If there is no previous checkpoint, we need to create a stub checkpoint
-                # so the first delta writes has a parent to anchor under.
-                # This is the model of DeltaChannel.
-                stub = empty_checkpoint()
-                checkpoint_config = checkpointer.put(
-                    patch_configurable(
-                        checkpoint_config, {CONFIG_KEY_CHECKPOINT_ID: None}
-                    ),
-                    stub,
-                    {"source": "update", "step": -1, "parents": {}},
-                    {},
-                )
-
            for task_id, task in zip(run_task_ids, run_tasks):
                # channel writes are saved to current checkpoint
                channel_writes = [w for w in task.writes if w[0] != PUSH]
-                if should_put_writes and channel_writes:
+                if saved and channel_writes:
                    checkpointer.put_writes(checkpoint_config, channel_writes, task_id)
-
            # apply to checkpoint and save
            apply_writes(
                checkpoint,
@@ -2464,31 +2441,10 @@ class Pregel(
                    ),
                )
            # save task writes
-            has_delta_writes = any(
-                isinstance(channels.get(c), DeltaChannel)
-                for task in run_tasks
-                for c, _ in task.writes
-            )
-            should_put_writes = saved is not None or has_delta_writes
-
-            if saved is None and has_delta_writes:
-                # If there is no previous checkpoint, we need to create a stub checkpoint
-                # so the first delta writes has a parent to anchor under.
-                # This is the model of DeltaChannel.
-                stub = empty_checkpoint()
-                checkpoint_config = await checkpointer.aput(
-                    patch_configurable(
-                        checkpoint_config, {CONFIG_KEY_CHECKPOINT_ID: None}
-                    ),
-                    stub,
-                    {"source": "update", "step": -1, "parents": {}},
-                    {},
-                )
-
            for task_id, task in zip(run_task_ids, run_tasks):
                # channel writes are saved to current checkpoint
                channel_writes = [w for w in task.writes if w[0] != PUSH]
-                if should_put_writes and channel_writes:
+                if saved and channel_writes:
                    await checkpointer.aput_writes(
                        checkpoint_config, channel_writes, task_id
                    )
@@ -2879,9 +2835,7 @@ class Pregel(
                config[CONF][CONFIG_KEY_DURABILITY] = durability_

            # build server_info from metadata + parent runtime
-            parent_runtime = _coerce_parent_runtime(
-                config[CONF].get(CONFIG_KEY_RUNTIME, DEFAULT_RUNTIME)
-            )
+            parent_runtime = config[CONF].get(CONFIG_KEY_RUNTIME, DEFAULT_RUNTIME)
            server_info = _build_server_info(config, parent_runtime)

            runtime = Runtime(
@@ -3322,9 +3276,7 @@ class Pregel(
                config[CONF][CONFIG_KEY_DURABILITY] = durability_

            # build server_info from metadata + parent runtime
-            parent_runtime = _coerce_parent_runtime(
-                config[CONF].get(CONFIG_KEY_RUNTIME, DEFAULT_RUNTIME)
-            )
+            parent_runtime = config[CONF].get(CONFIG_KEY_RUNTIME, DEFAULT_RUNTIME)
            server_info = _build_server_info(config, parent_runtime)

            runtime = Runtime(
@@ -4301,23 +4253,6 @@ def _resolve_parent_ns(
    return tuple(ns.split(NS_SEP))


-def _coerce_parent_runtime(value: Any) -> Runtime[Any]:
-    """Normalize the value stored under `CONFIG_KEY_RUNTIME` into a `Runtime`.
-
-    During a graph run this is always a `Runtime` the framework created and
-    published for child tasks to inherit. Layers outside the run (for example a
-    server's graph-factory path) may instead seed an object that only carries
-    `context`/`store`. Adopt its `context` so context set at the graph level
-    plumbs through (`merge` lets the run's own `context` take precedence when
-    one is provided). `store` is resolved separately (passed to the graph
-    directly), so it is not read off here. `merge` then combines this with the
-    run's own runtime, including the framework's `control`.
-    """
-    if isinstance(value, Runtime):
-        return value
-    return Runtime(context=getattr(value, "context", None))
-
-
 def _build_server_info(
    config: RunnableConfig, parent_runtime: Runtime[Any]
 ) -> ServerInfo | None:
@@ -55,10 +55,6 @@ from langgraph._internal._constants import (
    NS_SEP,
 )
 from langgraph.errors import GraphInterrupt, ParentCommand
-from langgraph.pregel._remote_run_stream import (
-    _AsyncRemoteGraphRunStream,
-    _RemoteGraphRunStream,
-)
 from langgraph.pregel.protocol import PregelProtocol, StreamProtocol
 from langgraph.types import (
    All,
@@ -84,8 +80,6 @@ _CONF_DROPLIST = frozenset(
    ),
 )

-_V3_SUPPORTED_KWARGS = frozenset({"metadata", "headers"})
-

 def _sanitize_config_value(v: Any) -> Any:
    """Recursively sanitize a config value to ensure it contains only primitives."""
@@ -192,34 +186,6 @@ class RemoteGraph(PregelProtocol):
            )
        return self.sync_client

-    def _reject_v3_unsupported(
-        self,
-        *,
-        control: Any,
-        transformers: Any,
-        interrupt_before: Any,
-        interrupt_after: Any,
-        extra_kwargs: dict[str, Any],
-    ) -> None:
-        """Raise NotImplementedError for kwargs unsupported by the v3 streaming path."""
-        for name, value in (
-            ("control", control),
-            ("transformers", transformers),
-            ("interrupt_before", interrupt_before),
-            ("interrupt_after", interrupt_after),
-        ):
-            if value:
-                raise NotImplementedError(
-                    f"RemoteGraph.stream_events(version='v3') does not support `{name}=`."
-                )
-        unknown = set(extra_kwargs) - _V3_SUPPORTED_KWARGS
-        if unknown:
-            raise NotImplementedError(
-                f"RemoteGraph.stream_events(version='v3') does not support "
-                f"the following kwargs: {sorted(unknown)!r}. "
-                f"Supported: {sorted(_V3_SUPPORTED_KWARGS)!r}."
-            )
-
    def copy(self, update: dict[str, Any]) -> Self:
        attrs = {**self.__dict__, **update}
        return self.__class__(attrs.pop("assistant_id"), **attrs)
@@ -1030,104 +996,21 @@ class RemoteGraph(PregelProtocol):
            else:
                yield chunk

-    def stream_events(
-        self,
-        input: Any,
-        config: RunnableConfig | None = None,
-        *,
-        version: Literal["v1", "v2", "v3"] = "v2",
-        interrupt_before: All | Sequence[str] | None = None,
-        interrupt_after: All | Sequence[str] | None = None,
-        control: Any = None,
-        transformers: Sequence[Any] | None = None,
-        headers: dict[str, str] | None = None,
-        **kwargs: Any,
-    ) -> Any:
-        """Stream events from this remote graph.
-
-        For `version="v3"`, returns a `_RemoteGraphRunStream` whose surface
-        matches the local `GraphRunStream`. For other versions, delegates to
-        `Runnable.stream_events`.
-        """
-        if version != "v3":
-            return super().stream_events(input, config, version=version, **kwargs)
-        self._reject_v3_unsupported(
-            control=control,
-            transformers=transformers,
-            interrupt_before=interrupt_before,
-            interrupt_after=interrupt_after,
-            extra_kwargs=kwargs,
-        )
-        sync_client = self._validate_sync_client()
-        sanitized = self._sanitize_config(merge_configs(self.config, config))
-        thread_id = sanitized.get("configurable", {}).pop("thread_id", None)
-        merged_headers = (
-            _merge_tracing_headers(headers) if self.distributed_tracing else headers
-        )
-        sdk_thread = sync_client.threads.stream(
-            thread_id=thread_id,
-            assistant_id=self.assistant_id,
-            headers=merged_headers,
-        )
-        return _RemoteGraphRunStream(
-            sync_client=sync_client,
-            sdk_thread=sdk_thread,
-            input=input,
-            config=sanitized,
-            metadata=kwargs.get("metadata"),
-        )
-
    async def astream_events(
        self,
        input: Any,
        config: RunnableConfig | None = None,
        *,
-        version: Literal["v1", "v2", "v3"] = "v2",
-        interrupt_before: All | Sequence[str] | None = None,
-        interrupt_after: All | Sequence[str] | None = None,
-        control: Any = None,
-        transformers: Sequence[Any] | None = None,
-        headers: dict[str, str] | None = None,
+        version: Literal["v1", "v2"],
+        include_names: Sequence[All] | None = None,
+        include_types: Sequence[All] | None = None,
+        include_tags: Sequence[All] | None = None,
+        exclude_names: Sequence[All] | None = None,
+        exclude_types: Sequence[All] | None = None,
+        exclude_tags: Sequence[All] | None = None,
        **kwargs: Any,
-    ) -> Any:
-        """Async-stream events from this remote graph.
-
-        For `version="v3"`, awaits to an `_AsyncRemoteGraphRunStream`, matching
-        the local `Pregel.astream_events(version="v3")` awaitable contract:
-        `async with await rg.astream_events(..., version="v3") as run`. For
-        `version="v1"`/`"v2"`, raises NotImplementedError (use `astream`).
-        """
-        if version != "v3":
-            raise NotImplementedError(
-                f"RemoteGraph.astream_events(version={version!r}) is not "
-                "implemented; use astream() for v1/v2 streaming or "
-                "version='v3'."
-            )
-        self._reject_v3_unsupported(
-            control=control,
-            transformers=transformers,
-            interrupt_before=interrupt_before,
-            interrupt_after=interrupt_after,
-            extra_kwargs=kwargs,
-        )
-        client = self._validate_client()
-        sanitized = self._sanitize_config(merge_configs(self.config, config))
-        thread_id = sanitized.get("configurable", {}).pop("thread_id", None)
-        merged_headers = (
-            _merge_tracing_headers(headers) if self.distributed_tracing else headers
-        )
-        sdk_thread = client.threads.stream(
-            thread_id=thread_id,
-            assistant_id=self.assistant_id,
-            headers=merged_headers,
-        )
-        return _AsyncRemoteGraphRunStream(
-            client=client,
-            sdk_thread=sdk_thread,
-            input=input,
-            config=sanitized,
-            metadata=kwargs.get("metadata"),
-        )
+    ) -> AsyncIterator[dict[str, Any]]:
+        raise NotImplementedError

    @overload
    def invoke(
@@ -17,9 +17,9 @@ from langgraph.stream.transformers import (
    CheckpointsTransformer,
    CustomTransformer,
    DebugTransformer,
+    LifecycleEvent,
    LifecyclePayload,
    LifecycleTransformer,
-    SubgraphStatus,
    SubgraphTransformer,
    TasksTransformer,
    UpdatesTransformer,
@@ -32,13 +32,13 @@ __all__ = [
    "CustomTransformer",
    "DebugTransformer",
    "GraphRunStream",
+    "LifecycleEvent",
    "LifecyclePayload",
    "LifecycleTransformer",
    "ProtocolEvent",
    "StreamChannel",
    "StreamTransformer",
    "SubgraphRunStream",
-    "SubgraphStatus",
    "SubgraphTransformer",
    "TasksTransformer",
    "UpdatesTransformer",
@@ -62,14 +62,6 @@ class StreamMux:
        `extensions`, `_native` keys are recorded in `native_keys`, and
        any StreamChannel instances are bound and (if named) wired.

-        Transformers with `StreamTransformer.before_builtins = True` are
-        registered ahead of the rest, preserving relative order within
-        each lane. This lets content-mutating transformers (PII
-        redaction, content filters, etc.) run before built-ins like
-        `MessagesTransformer` that eagerly snapshot text fields into
-        their projections. See `StreamTransformer.before_builtins` for
-        the contract and foot-guns.
-
        Args:
            transformers: Already-built transformer instances. Registered
                only on this mux — they are NOT cloned into child
@@ -120,31 +112,14 @@ class StreamMux:
        self._pump_fn: Callable[[], bool] | None = None
        self._apump_fn: Callable[[], Awaitable[bool]] | None = None

-        # Factories run first (they propagate to child mini-muxes via
-        # `_make_child`), then any pre-built `transformers=` instances
-        # are registered as root-only — they aren't cloned for child
-        # scopes. Within each group, transformers with
-        # `before_builtins = True` are registered ahead of the rest so
-        # they observe (and may mutate) events before built-ins like
-        # `MessagesTransformer`. The order *within* each lane matches
-        # the supplied sequence.
-        pre: list[StreamTransformer] = []
-        rest: list[StreamTransformer] = []
+        # Factories run first (they propagate to child mini-muxes
+        # via `_make_child`), then any pre-built `transformers=`
+        # instances are registered as root-only — they aren't cloned
+        # for child scopes.
        if factories is not None:
            for factory in factories:
-                transformer = factory(scope)
-                (
-                    pre if getattr(transformer, "before_builtins", False) else rest
-                ).append(transformer)
-            for transformer in (*pre, *rest):
-                self._register(transformer)
-            pre.clear()
-            rest.clear()
+                self._register(factory(scope))
        for transformer in transformers or ():
-            (pre if getattr(transformer, "before_builtins", False) else rest).append(
-                transformer
-            )
-        for transformer in (*pre, *rest):
            self._register(transformer)

    def transformer_by_key(self, key: str) -> StreamTransformer | None:
@@ -35,7 +35,7 @@ class ProtocolEvent(TypedDict):
    """

    type: Literal["event"]
-    event_id: NotRequired[str]  # snake_case to match the langchain-protocol wire field
+    eventId: NotRequired[str]
    seq: NotRequired[int]
    method: str  # StreamMode value: "values", "messages", "custom", etc.
    params: _ProtocolEventParams
@@ -91,28 +91,11 @@ class StreamTransformer(ABC):
            which modes a `stream_events(version="v3")` run requests from the graph.
            Empty tuple means the transformer consumes only synthetic
            events (or is purely passive).
-        before_builtins: Opt-in for transformers that must run *before*
-            built-in transformers like `MessagesTransformer` and
-            `ToolCallTransformer`. The mux partitions factories by this
-            flag at registration time: `before_builtins = True`
-            transformers are registered first, then everything else in
-            the order supplied. Within each lane, registration order is
-            preserved. This is the supported hook for content-mutating
-            transformers (PII redaction, profanity filters, etc.) whose
-            mutations must land before built-ins eagerly snapshot text
-            fields into their projections. **Foot-gun:** transformers
-            in this lane see `tasks` events before `LifecycleTransformer`
-            and `SubgraphTransformer` consume them — mutating
-            `event["params"]["namespace"]` or the data dict's
-            `id` / `result` / `error` / `interrupts` fields will desync
-            their bookkeeping. Observe freely; mutate only fields no
-            built-in reads (e.g. `delta.text` on `messages` events).
    """

    requires_async: ClassVar[bool] = False
    supports_sync: ClassVar[bool] = False
    required_stream_modes: ClassVar[tuple[str, ...]] = ()
-    before_builtins: ClassVar[bool] = False

    def __init__(self, scope: tuple[str, ...] = ()) -> None:
        """Initialize the transformer with its mux's scope.
@@ -12,7 +12,7 @@ from langgraph.stream._mux import StreamMux
 from langgraph.stream._types import ProtocolEvent

 if TYPE_CHECKING:
-    from langgraph.stream.transformers import SubgraphStatus
+    from langgraph.stream.transformers import LifecycleEvent


 def _drive_until_done(pump: Callable[[], bool]) -> None:
@@ -523,8 +523,8 @@ class _SubgraphRunStreamMixin:

    path: tuple[str, ...]
    graph_name: str | None
-    trigger_call_id: str | None
-    status: SubgraphStatus
+    parent_task_id: str | None
+    status: LifecycleEvent
    error: str | None
    _seen_terminal: bool

@@ -538,7 +538,7 @@ class SubgraphRunStream(GraphRunStream, _SubgraphRunStreamMixin):
        *,
        path: tuple[str, ...],
        graph_name: str | None = None,
-        trigger_call_id: str | None = None,
+        parent_task_id: str | None = None,
    ) -> None:
        # Capture the parent-inherited pump before super().__init__
        # touches anything; we delegate to it from `_pump_next`.
@@ -550,7 +550,7 @@ class SubgraphRunStream(GraphRunStream, _SubgraphRunStreamMixin):
        )
        self.path = path
        self.graph_name = graph_name
-        self.trigger_call_id = trigger_call_id
+        self.parent_task_id = parent_task_id
        self.status = "started"
        self.error = None
        self._seen_terminal = False
@@ -581,7 +581,7 @@ class AsyncSubgraphRunStream(AsyncGraphRunStream, _SubgraphRunStreamMixin):
        *,
        path: tuple[str, ...],
        graph_name: str | None = None,
-        trigger_call_id: str | None = None,
+        parent_task_id: str | None = None,
    ) -> None:
        self._parent_apump_fn: Callable[[], Awaitable[bool]] | None = mux._apump_fn
        super().__init__(
@@ -591,7 +591,7 @@ class AsyncSubgraphRunStream(AsyncGraphRunStream, _SubgraphRunStreamMixin):
        )
        self.path = path
        self.graph_name = graph_name
-        self.trigger_call_id = trigger_call_id
+        self.parent_task_id = parent_task_id
        self.status = "started"
        self.error = None
        self._seen_terminal = False
@@ -8,8 +8,8 @@ from langchain_core.language_models.chat_model_stream import (
    AsyncChatModelStream,
    ChatModelStream,
 )
-from langchain_core.messages import AIMessageChunk, BaseMessage, ToolMessage
-from langchain_protocol.protocol import LifecycleCause, MessagesData
+from langchain_core.messages import AIMessageChunk, BaseMessage
+from langchain_protocol.protocol import MessagesData
 from typing_extensions import NotRequired, TypedDict

 from langgraph.errors import GraphDrained, GraphInterrupt
@@ -203,7 +203,6 @@ class MessagesTransformer(StreamTransformer):
        # Correlate protocol events back to a ChatModelStream by run_id
        # (attached to the event's metadata by StreamMessagesHandler).
        self._by_run: dict[str, ChatModelStream] = {}
-        self._ignored_runs: set[str] = set()
        self._pump_fn: Callable[[], bool] | None = None
        self._apump_fn: Callable[[], Awaitable[bool]] | None = None
        # Cached as a list once for cheap equality with the protocol
@@ -277,10 +276,8 @@ class MessagesTransformer(StreamTransformer):
            self._route_protocol_event(
                cast("MessagesData", payload), run_id=run_id, node=node
            )
-        elif (
-            isinstance(payload, BaseMessage)
-            and not isinstance(payload, AIMessageChunk)
-            and not isinstance(payload, ToolMessage)
+        elif isinstance(payload, BaseMessage) and not isinstance(
+            payload, AIMessageChunk
        ):
            self._route_whole_message(payload, node=node)
        # Legacy AIMessageChunk tuples (from on_llm_new_token) are ignored;
@@ -298,11 +295,6 @@ class MessagesTransformer(StreamTransformer):
    ) -> None:
        event_type = event.get("event")
        if event_type == "message-start":
-            # Tool results are exposed on the tools projection and state
-            # snapshots; run.messages is the chat-token projection.
-            if event.get("role") == "tool":
-                self._ignored_runs.add(run_id)
-                return
            message_id = event.get("message_id")
            stream = self._make_stream(
                namespace=[],
@@ -312,9 +304,6 @@ class MessagesTransformer(StreamTransformer):
            self._by_run[run_id] = stream
            self._log.push(stream)
            stream.dispatch(event)
-        elif run_id in self._ignored_runs:
-            if event_type == "message-finish":
-                self._ignored_runs.discard(run_id)
        elif run_id in self._by_run:
            stream = self._by_run[run_id]
            stream.dispatch(event)
@@ -330,21 +319,39 @@ class MessagesTransformer(StreamTransformer):
    def finalize(self) -> None:
        """Clear any routing state — streams close themselves via `message-finish`."""
        self._by_run.clear()
-        self._ignored_runs.clear()

    def fail(self, err: BaseException) -> None:
        """Propagate run error to any streams still open when the graph fails."""
        for stream in list(self._by_run.values()):
            stream.fail(err)
        self._by_run.clear()
-        self._ignored_runs.clear()


-SubgraphStatus = Literal["started", "completed", "failed", "interrupted", "drained"]
+LifecycleEvent = Literal["started", "completed", "failed", "interrupted", "drained"]
+"""State transition surfaced on the `lifecycle` channel for a tracked subgraph.
+
+Each value:
+
+- `started` — first `tasks` event observed at the tracked namespace. Carries
+  `graph_name` / `parent_task_id` / optional `metadata` describing what spawned
+  the subgraph.
+- `completed` — the dispatching task's `TaskResultPayload` arrived with neither
+  error nor interrupts. Also emitted by `finalize` for any tracked namespace
+  still open at run end.
+- `failed` — the dispatching task's result carried an `error`, OR the run
+  failed at top level with a non-interrupt / non-drain exception. Carries
+  `error` (string).
+- `interrupted` — the dispatching task's result carried `interrupts` (takes
+  precedence over `error` if both present), OR the run failed with
+  `GraphInterrupt`.
+- `drained` — the run was cooperatively stopped at a superstep boundary via
+  `RunControl.request_drain()` (e.g. SIGTERM). The checkpoint is saved and
+  the run is resumable.
+"""


 def _parse_ns_segment(segment: str) -> tuple[str, str | None]:
-    """Split a namespace segment into `(graph_name, trigger_call_id)`.
+    """Split a namespace segment into `(graph_name, parent_task_id)`.

    Segments are formatted `node_name:task_id` by `prepare_next_tasks`.
    Returns `(segment, None)` if no `:` is present.
@@ -353,6 +360,36 @@ def _parse_ns_segment(segment: str) -> tuple[str, str | None]:
    return name, task_id if sep else None


+def _extract_dispatching_tool_call_id(payload: Any) -> str | None:
+    """Return the model-side `tool_call_id` from a per-call dispatched task's
+    `input`, or `None` if the payload doesn't match a recognised shape.
+
+    Two shapes are recognised; both are duck-typed so any tool runner
+    that mimics the layout participates without naming any specific
+    dispatcher's types:
+
+    1. Single-element list of tool-call dicts:
+       `[{"id": ..., "name": ..., "args": {...}}]`. The current public
+       shape — `langchain.agents.create_agent` Send-fans this out per
+       pending tool call.
+    2. Dict envelope wrapping a tool call:
+       `{"tool_call": {"id": ..., "args": {...}, ...}, ...}`. Older
+       prebuilt agent paths Send-fan-out this shape.
+    """
+    if isinstance(payload, dict):
+        tool_call = payload.get("tool_call")
+        if not isinstance(tool_call, dict):
+            return None
+    elif (
+        isinstance(payload, list) and len(payload) == 1 and isinstance(payload[0], dict)
+    ):
+        tool_call = payload[0]
+    else:
+        return None
+    raw_id = tool_call.get("id")
+    return raw_id if isinstance(raw_id, str) else None
+
+
 class LifecyclePayload(TypedDict, total=False):
    """Payload of a lifecycle event surfaced on the `lifecycle` channel.

@@ -362,12 +399,54 @@ class LifecyclePayload(TypedDict, total=False):
    `run.lifecycle`.
    """

-    event: SubgraphStatus
+    event: LifecycleEvent
+    """State transition. See `LifecycleEvent` for per-value semantics."""
    namespace: list[str]
+    """Checkpoint namespace of the subgraph the event is about. Always present.
+
+    A list of `node_name:task_id` segments, one per nesting level (root has
+    `[]`, a direct child of root has `["agent:abc123"]`, a grandchild has
+    `["agent:abc123", "tool:def456"]`, etc.). Stable identity across the
+    `started → terminal` pair for the same subgraph instance.
+    """
    graph_name: NotRequired[str]
-    trigger_call_id: NotRequired[str]
-    cause: NotRequired[LifecycleCause]
+    """Name of the parent-scope node that dispatched this subgraph
+    (`add_node` name, surrounding tool's name for in-tool invokes,
+    `Send` target name, etc.) — parsed from the namespace tail
+    segment. Absent when the segment has no `:` separator.
+    """
+    parent_task_id: str
+    """Pregel task id of the dispatching task — the task whose execution
+    spawned this subgraph.
+
+    Always present on every event for the same subgraph instance. This is
+    the join key for correlating `started` ↔ terminal events and for
+    matching a `started` back to its `tasks` parent. Each Send produces
+    its own pregel task with its own id, so the join is 1:1 even when a
+    model dispatches multiple parallel tool calls in one turn.
+    """
+    metadata: NotRequired[dict[str, Any]]
+    """Optional generic descriptor of *what triggered* this subgraph.
+    Forwarded by protocol layers as the wire `lifecycle.started.metadata` field.
+
+    Shape:
+
+    - `{"type": "tool_call", "tool_call_id": "<id>"}` — set when the subgraph
+      was triggered by a per-call tool dispatch (a model tool call routed
+      through whatever tool node the agent uses). `tool_call_id` is the
+      model-side id of the originating tool call, exposed so UI consumers
+      can anchor the lifecycle event back to the AI message that dispatched
+      it. The langgraph layer deliberately doesn't mine `args` — those live
+      on the AIMessage's `tool_calls[i].args` already, and consumers that
+      want descriptive intent (subagent type, prompt text, etc.) look it
+      up there to keep one source of truth.
+
+    Absent for structurally-triggered subgraphs (parallel branches via
+    `Send` with non-tool-call payloads, nested `graph.invoke()`, etc.) and
+    for tool dispatches whose envelope carried no `id`.
+    """
    error: NotRequired[str]
+    """Error string. Set on `failed` events; absent otherwise."""


 class _TasksLifecycleBase(StreamTransformer):
@@ -385,13 +464,13 @@ class _TasksLifecycleBase(StreamTransformer):

    - `_should_track(ns)` — scope filter (e.g. multi-depth vs
      direct-children-only).
-    - `_on_started(ns, graph_name, trigger_call_id)` — first sighting
-      action (push payload / build handle / etc.). Called once per
-      discovered namespace.
-    - `_on_terminal(ns, status, error)` — terminal action (push
-      terminal payload / mark handle status). Called once per
-      tracked namespace at result time, or via `finalize` / `fail`
-      sweeps if no parent result arrived.
+    - `_on_started(ns, graph_name, parent_task_id, tool_call_id)` —
+      first sighting action (push payload / build handle / etc.).
+      Called once per discovered namespace.
+    - `_on_terminal(ns, status, error, parent_task_id)` — terminal
+      action (push terminal payload / mark handle status). Called
+      once per tracked namespace at result time, or via `finalize` /
+      `fail` sweeps if no parent result arrived.

    Tasks events are suppressed from the main event log (`process`
    returns False) — they're folded into whichever projection the
@@ -404,26 +483,15 @@ class _TasksLifecycleBase(StreamTransformer):
    def __init__(self, scope: tuple[str, ...] = ()) -> None:
        super().__init__(scope)
        self._seen: set[tuple[str, ...]] = set()
-        # Maps tracked namespace -> task_id of the parent task whose
+        # Maps tracked namespace -> task_id of the dispatching task whose
        # `TaskResultPayload` will close it.
        self._open: dict[tuple[str, ...], str] = {}
-        # lc_agent_name observed at each namespace (first task event wins).
-        # Not read by the base discriminator (which only checks whether the
-        # current task carries an lc_agent_name); maintained as extension state
-        # for subclasses that project named subagents — e.g. a `run.subagents`
-        # transformer reads this to filter to nested runs that have a name.
-        self._lc_by_ns: dict[tuple[str, ...], str | None] = {}
-        # Pregel task_id -> triggering LLM tool_call_id, harvested from a task
-        # whose `input` is a `tool_call_with_context` dict (current shape) or a
-        # list of tool-call dicts (legacy shape). The child subgraph's segment
-        # `node:<task_id>` shares this task_id, so a subagent recovers the tool
-        # call that spawned it (cross-payload).
-        self._pending_tool_calls: dict[str, str] = {}
-        # `cause` for the current `_on_started` dispatch, set immediately before
-        # the call and read by overrides that surface it. Keeping `cause` off the
-        # `_on_started` signature means overrides predating it (e.g. deepagents'
-        # `SubagentTransformer`) don't break.
-        self._pending_cause: LifecycleCause | None = None
+        # Maps task_id -> model-side `tool_call_id` for tasks whose `input`
+        # matched a recognized per-call tool-dispatch shape. The lifecycle
+        # hook joins on this when a child subgraph fires its first task
+        # event so it can anchor the lifecycle.started to the originating
+        # AI message tool call.
+        self._dispatching_tool_call_id: dict[str, str] = {}

    # --- Template-method hooks (subclass overrides) ---

@@ -435,22 +503,33 @@ class _TasksLifecycleBase(StreamTransformer):
        self,
        ns: tuple[str, ...],
        graph_name: str | None,
-        trigger_call_id: str | None,
+        parent_task_id: str | None,
+        tool_call_id: str | None = None,
    ) -> None:
        """Fired once per discovered namespace (first observed task event).

-        The triggering `cause` (if any) is available as `self._pending_cause`.
+        `tool_call_id` is the model-side id of the originating tool call
+        (from the per-call dispatched task's `input`). `None` for
+        structurally-triggered subgraphs or per-call envelopes that omitted
+        an `id`. Consumers join on `parent_task_id` (the pregel task id)
+        for identity; `tool_call_id` is purely an anchor back to the AI
+        message that dispatched the subgraph.
        """
        raise NotImplementedError

    def _on_terminal(
        self,
        ns: tuple[str, ...],
-        status: SubgraphStatus,
+        status: LifecycleEvent,
        error: str | None,
+        parent_task_id: str,
    ) -> None:
-        """Fired once per tracked namespace when its parent's result arrives,
-        or via finalize/fail safety-net sweeps.
+        """Fired once per tracked namespace when its dispatching task's
+        result arrives, or via finalize/fail safety-net sweeps.
+
+        `parent_task_id` is the same id paired with the namespace at
+        `_on_started` time, so subscribers can correlate the terminal
+        event back to its `started`.
        """
        raise NotImplementedError

@@ -464,122 +543,96 @@ class _TasksLifecycleBase(StreamTransformer):
        if "result" in data:
            self._handle_task_result(ns, data)
        else:
-            self._record_identity(ns, data)
-            self._record_pending_tool_calls(data)
            self._handle_task_start(ns, data)
        # Tasks events are folded into the synthesized projections;
        # suppress from the main event log so iterators don't double-see
        # the same information in two shapes.
        return False

-    def _record_identity(self, ns: tuple[str, ...], data: dict[str, Any]) -> None:
-        """Record this namespace's `lc_agent_name` (first task event wins).
-
-        Runs for every task-start event, including `ns == self.scope` and
-        tracked children. Pregel emits parent-namespace tasks before
-        child-namespace tasks, so under that ordering the parent's identity is
-        recorded by the time a child event is evaluated in `_handle_task_start`.
-        """
-        if ns in self._lc_by_ns:
+    def _handle_task_start(self, ns: tuple[str, ...], data: dict[str, Any]) -> None:
+        # Mine input shape on every tasks event (not just tracked ones)
+        # so we capture dispatching tasks that themselves live outside the
+        # tracked region but whose `id` will appear as `parent_task_id`
+        # for a child subgraph.
+        self._record_dispatching_tool_call_id(data)
+        if not self._should_track(ns) or ns in self._seen:
            return
-        metadata = data.get("metadata") or {}
-        self._lc_by_ns[ns] = metadata.get("lc_agent_name")
+        self._seen.add(ns)
+        graph_name, parent_task_id = _parse_ns_segment(ns[-1])
+        tool_call_id = (
+            self._dispatching_tool_call_id.pop(parent_task_id, None)
+            if parent_task_id is not None
+            else None
+        )
+        self._on_started(
+            ns,
+            graph_name or None,
+            parent_task_id,
+            tool_call_id,
+        )
+        if parent_task_id is not None:
+            self._open[ns] = parent_task_id

-    def _record_pending_tool_calls(self, data: dict[str, Any]) -> None:
-        """Harvest a task's triggering tool_call_id keyed by its task id.
+    def _record_dispatching_tool_call_id(self, data: dict[str, Any]) -> None:
+        """Remember `task_id -> tool_call_id` if the task input matches
+        a recognized per-call tool-dispatch shape.

-        A tool-dispatch task seeds `task_id -> tool_call_id`; the spawned
-        subgraph's namespace segment `node:<task_id>` shares that id, letting
-        a subagent recover the tool call that caused it across payloads. Two
-        input shapes are handled: the current Pregel push model schedules each
-        tool call as its own task whose `input` is a `tool_call_with_context`
-        dict, while a legacy / batched model passes a list of tool-call dicts.
+        Shape detection and id extraction both live in
+        `_extract_dispatching_tool_call_id`; this method just records the
+        mapping under the dispatching task's own `id` so the lifecycle hook
+        can anchor a child subgraph back to the originating AI message
+        tool call when that subgraph's first task event arrives.
        """
        task_id = data.get("id")
        if not isinstance(task_id, str):
            return
-        payload = data.get("input")
-        tool_call_id: str | None = None
-        # Current langgraph schedules each tool call as its own push task
-        # whose input is a `tool_call_with_context` dict.
-        if isinstance(payload, dict) and isinstance(payload.get("tool_call"), dict):
-            candidate = payload["tool_call"].get("id")
-            if isinstance(candidate, str):
-                tool_call_id = candidate
-        # Legacy / batched shape: input is a list of tool-call dicts.
-        elif isinstance(payload, list):
-            for tc in payload:
-                if isinstance(tc, dict) and isinstance(tc.get("id"), str):
-                    tool_call_id = tc["id"]  # first wins
-                    break
-        if tool_call_id is not None:
-            self._pending_tool_calls[task_id] = tool_call_id
-
-    def _handle_task_start(self, ns: tuple[str, ...], data: dict[str, Any]) -> None:
-        if not self._should_track(ns) or ns in self._seen:
+        tool_call_id = _extract_dispatching_tool_call_id(data.get("input"))
+        if tool_call_id is None:
            return
-        self._seen.add(ns)
-        parsed_name, trigger_call_id = _parse_ns_segment(ns[-1])
-        metadata = data.get("metadata") or {}
-        child_lc = metadata.get("lc_agent_name")
-        # A subagent boundary is any nested run carrying an lc_agent_name (set
-        # by create_agent). Unnamed runs (lc_agent_name None) are excluded.
-        #
-        # A same-named nested agent — e.g. a subagent that invokes itself — is
-        # surfaced because it re-asserts its own lc_agent_name. The trade-off:
-        # a non-agent subgraph invoked inside a tool inherits the parent's
-        # lc_agent_name and will also surface (named after the parent). A caller
-        # that needs to exclude such a graph can null lc_agent_name in the
-        # config it invokes that graph with.
-        is_subagent = child_lc is not None
-        graph_name = child_lc if is_subagent else (parsed_name or None)
-        cause: LifecycleCause | None = None
-        if is_subagent and trigger_call_id is not None:
-            tool_call_id = self._pending_tool_calls.get(trigger_call_id)
-            if tool_call_id:
-                cause = {"type": "toolCall", "tool_call_id": str(tool_call_id)}
-        # Deliver `cause` via instance state, not the call signature, so
-        # `_on_started` stays backward-compatible with overrides predating it.
-        self._pending_cause = cause
-        self._on_started(ns, graph_name, trigger_call_id)
-        if trigger_call_id is not None:
-            self._open[ns] = trigger_call_id
+        self._dispatching_tool_call_id[task_id] = tool_call_id

    def _pop_terminal_transitions(
        self, ns: tuple[str, ...], data: dict[str, Any]
-    ) -> list[tuple[tuple[str, ...], SubgraphStatus, str | None]]:
-        """Return and remove tracked children closed by this task result."""
+    ) -> list[tuple[tuple[str, ...], LifecycleEvent, str | None, str]]:
+        """Return and remove tracked children closed by this task result.
+
+        Each tuple is `(child_ns, status, error, parent_task_id)`.
+        `parent_task_id` is the dispatching task's id — the same id
+        we'd already paired with the namespace at `_on_started`.
+        """
        result_id = data.get("id")
        if not result_id:
            return []
-        transitions: list[tuple[tuple[str, ...], SubgraphStatus, str | None]] = []
-        for child_ns, parent_task_id in list(self._open.items()):
-            if child_ns[:-1] != ns or parent_task_id != result_id:
+        transitions: list[tuple[tuple[str, ...], LifecycleEvent, str | None, str]] = []
+        for child_ns, dispatching_task_id in list(self._open.items()):
+            if child_ns[:-1] != ns or dispatching_task_id != result_id:
                continue
            status, error = _terminal_from_result(data)
-            transitions.append((child_ns, status, error))
+            transitions.append((child_ns, status, error, dispatching_task_id))
            del self._open[child_ns]
        return transitions

    def _handle_task_result(self, ns: tuple[str, ...], data: dict[str, Any]) -> None:
-        for child_ns, status, error in self._pop_terminal_transitions(ns, data):
-            self._on_terminal(child_ns, status, error)
+        for child_ns, status, error, parent_task_id in self._pop_terminal_transitions(
+            ns, data
+        ):
+            self._on_terminal(child_ns, status, error, parent_task_id)

    def finalize(self) -> None:
        """Emit `completed` for any tracked namespace still open at run end."""
-        for ns in list(self._open):
-            self._on_terminal(ns, "completed", None)
+        for ns, parent_task_id in list(self._open.items()):
+            self._on_terminal(ns, "completed", None, parent_task_id)
        self._open.clear()

    def fail(self, err: BaseException) -> None:
        """Emit terminal status for any tracked namespace still open."""
        status, error_str = _status_from_exception(err)
-        for ns in list(self._open):
-            self._on_terminal(ns, status, error_str)
+        for ns, parent_task_id in list(self._open.items()):
+            self._on_terminal(ns, status, error_str, parent_task_id)
        self._open.clear()


-def _status_from_exception(err: BaseException) -> tuple[SubgraphStatus, str | None]:
+def _status_from_exception(err: BaseException) -> tuple[LifecycleEvent, str | None]:
    """Map a run exception to a subgraph terminal status and error string."""
    if isinstance(err, GraphDrained):
        return "drained", None
@@ -590,7 +643,7 @@ def _status_from_exception(err: BaseException) -> tuple[SubgraphStatus, str | No

 def _terminal_from_result(
    payload: dict[str, Any],
-) -> tuple[SubgraphStatus, str | None]:
+) -> tuple[LifecycleEvent, str | None]:
    """Map a `TaskResultPayload` to a `(status, error)` pair.

    Order matters: a result with both `error` and `interrupts` prefers
@@ -639,29 +692,37 @@ class LifecycleTransformer(_TasksLifecycleBase):
        self,
        ns: tuple[str, ...],
        graph_name: str | None,
-        trigger_call_id: str | None,
+        parent_task_id: str | None,
+        tool_call_id: str | None = None,
    ) -> None:
-        if trigger_call_id is None:
-            # Without a task id we can't correlate a parent-result
+        if parent_task_id is None:
+            # Without a task id we can't correlate a dispatching-task-result
            # event back to this namespace — skip the started payload
            # and rely on finalize/fail to close.
            return
-        payload: LifecyclePayload = {"event": "started", "namespace": list(ns)}
+        payload: LifecyclePayload = {
+            "event": "started",
+            "namespace": list(ns),
+            "parent_task_id": parent_task_id,
+        }
        if graph_name:
            payload["graph_name"] = graph_name
-        payload["trigger_call_id"] = trigger_call_id
-        cause = self._pending_cause
-        if cause is not None:
-            payload["cause"] = cause
+        if tool_call_id is not None:
+            payload["metadata"] = {"type": "tool_call", "tool_call_id": tool_call_id}
        self._channel.push(payload)

    def _on_terminal(
        self,
        ns: tuple[str, ...],
-        status: SubgraphStatus,
+        status: LifecycleEvent,
        error: str | None,
+        parent_task_id: str,
    ) -> None:
-        payload: LifecyclePayload = {"event": status, "namespace": list(ns)}
+        payload: LifecyclePayload = {
+            "event": status,
+            "namespace": list(ns),
+            "parent_task_id": parent_task_id,
+        }
        if error is not None:
            payload["error"] = error
        self._channel.push(payload)
@@ -714,7 +775,8 @@ class SubgraphTransformer(_TasksLifecycleBase):
        self,
        ns: tuple[str, ...],
        graph_name: str | None,
-        trigger_call_id: str | None,
+        parent_task_id: str | None,
+        tool_call_id: str | None = None,  # noqa: ARG002
    ) -> None:
        if self._mux is None:
            return
@@ -723,14 +785,11 @@ class SubgraphTransformer(_TasksLifecycleBase):
        except RuntimeError:
            return
        handle_cls = AsyncSubgraphRunStream if child_mux.is_async else SubgraphRunStream
-        # The triggering `cause` (on `self._pending_cause`) is a wire/lifecycle
-        # concern carried on `LifecyclePayload`; the in-process subgraph
-        # navigation handle does not expose it.
        handle = handle_cls(
            mux=child_mux,
            path=ns,
            graph_name=graph_name,
-            trigger_call_id=trigger_call_id,
+            parent_task_id=parent_task_id,
        )
        self._handles[ns] = handle
        self._log.push(handle)
@@ -738,8 +797,9 @@ class SubgraphTransformer(_TasksLifecycleBase):
    def _on_terminal(
        self,
        ns: tuple[str, ...],
-        status: SubgraphStatus,
+        status: LifecycleEvent,
        error: str | None,
+        parent_task_id: str,  # noqa: ARG002
    ) -> None:
        handle = self._handles.get(ns)
        if handle is None or not self._mark_terminal(handle, status, error):
@@ -749,8 +809,9 @@ class SubgraphTransformer(_TasksLifecycleBase):
    async def _aon_terminal(
        self,
        ns: tuple[str, ...],
-        status: SubgraphStatus,
+        status: LifecycleEvent,
        error: str | None,
+        parent_task_id: str,  # noqa: ARG002
    ) -> None:
        handle = self._handles.get(ns)
        if handle is None or not self._mark_terminal(handle, status, error):
@@ -760,7 +821,7 @@ class SubgraphTransformer(_TasksLifecycleBase):
    def _mark_terminal(
        self,
        handle: SubgraphRunStream | AsyncSubgraphRunStream,
-        status: SubgraphStatus,
+        status: LifecycleEvent,
        error: str | None,
    ) -> bool:
        """Mark a handle terminal once. Returns True on first transition."""
@@ -775,7 +836,7 @@ class SubgraphTransformer(_TasksLifecycleBase):
    def _close_or_fail_handle(
        self,
        handle: SubgraphRunStream | AsyncSubgraphRunStream,
-        status: SubgraphStatus,
+        status: LifecycleEvent,
        error: str | None,
    ) -> None:
        if handle._mux is None or handle._mux._events._closed:
@@ -788,7 +849,7 @@ class SubgraphTransformer(_TasksLifecycleBase):
    async def _aclose_or_fail_handle(
        self,
        handle: SubgraphRunStream | AsyncSubgraphRunStream,
-        status: SubgraphStatus,
+        status: LifecycleEvent,
        error: str | None,
    ) -> None:
        if handle._mux is None or handle._mux._events._closed:
@@ -827,14 +888,14 @@ class SubgraphTransformer(_TasksLifecycleBase):
            ns = tuple(event["params"]["namespace"])
            data = event["params"]["data"]
            if "result" in data:
-                for child_ns, status, error in self._pop_terminal_transitions(ns, data):
-                    await self._aon_terminal(child_ns, status, error)
+                for (
+                    child_ns,
+                    status,
+                    error,
+                    parent_task_id,
+                ) in self._pop_terminal_transitions(ns, data):
+                    await self._aon_terminal(child_ns, status, error, parent_task_id)
            else:
-                # Mirror the sync `process` bookkeeping so the async lane
-                # observes parent identity / tool calls before discriminating
-                # a subagent boundary.
-                self._record_identity(ns, data)
-                self._record_pending_tool_calls(data)
                self._handle_task_start(ns, data)
            keep = False
        else:
@@ -847,9 +908,9 @@ class SubgraphTransformer(_TasksLifecycleBase):

    def _complete_open_handles(self) -> BaseException | None:
        first_error: BaseException | None = None
-        for ns in list(self._open):
+        for ns, parent_task_id in list(self._open.items()):
            try:
-                self._on_terminal(ns, "completed", None)
+                self._on_terminal(ns, "completed", None, parent_task_id)
            except BaseException as e:
                if first_error is None:
                    first_error = e
@@ -865,9 +926,9 @@ class SubgraphTransformer(_TasksLifecycleBase):

    async def _acomplete_open_handles(self) -> BaseException | None:
        first_error: BaseException | None = None
-        for ns in list(self._open):
+        for ns, parent_task_id in list(self._open.items()):
            try:
-                await self._aon_terminal(ns, "completed", None)
+                await self._aon_terminal(ns, "completed", None, parent_task_id)
            except BaseException as e:
                if first_error is None:
                    first_error = e
@@ -32,7 +32,7 @@ from langgraph.warnings import LangGraphDeprecatedSinceV10, LangGraphDeprecatedS

 # Local TypeVars for generic stream TypedDicts.
 # We use separate TypeVars here (rather than importing from langgraph.typing)
-# because the typing module TypeVars have defaults that cause type checker issues
+# because the typing module TypeVars have defaults that cause mypy issues
 # when used in standalone type aliases.
 StateT = TypeVar("StateT")
 OutputT = TypeVar("OutputT")
@@ -150,16 +150,6 @@ class TaskPayload(TypedDict):
    """Input data passed to the task."""
    triggers: list[str]
    """List of triggers that caused this task to be executed (e.g. channel writes)."""
-    metadata: NotRequired[dict[str, Any]]
-    """Framework-resolved metadata associated with the task.
-
-    Generic dict carrier following the messages-stream pattern. Populated by
-    `map_debug_tasks` from `task.config["metadata"]` when non-empty, so the
-    same keys `stream_mode="messages"` consumers see (e.g. `lc_agent_name`,
-    `langgraph_node`, `langgraph_step`) are available to stream transformers.
-
-    Consumers should ignore unrecognized keys.
-    """


 class TaskResultPayload(TypedDict):
@@ -4,7 +4,7 @@ build-backend = "hatchling.build"

 [project]
 name = "langgraph"
-version = "1.2.5"
+version = "1.2.0a7"
 description = "Building stateful, multi-actor applications with LLMs"
 authors = []
 requires-python = ">=3.10"
@@ -24,10 +24,10 @@ classifiers = [
    'Programming Language :: Python :: 3.13',
 ]
 dependencies = [
-    "langchain-core>=1.4.7,<2",
-    "langgraph-checkpoint>=4.1.0,<5.0.0",
-    "langgraph-sdk>=0.4.2,<0.5.0",
-    "langgraph-prebuilt>=1.1.0,<1.2.0",
+    "langchain-core>=1.4.0a2,<2",
+    "langgraph-checkpoint>=4.1.0a4,<5.0.0",
+    "langgraph-sdk>=0.3.0,<0.4.0",
+    "langgraph-prebuilt>=1.1.0a2,<1.2.0",
    "xxhash>=3.5.0",
    "pydantic>=2.7.4",
 ]
@@ -69,8 +69,8 @@ test = [
    "redis",
 ]
 lint = [
+    "mypy",
    "ruff",
-    "ty",
    "types-requests",
 ]
 dev = [
@@ -99,24 +99,15 @@ target-version = "py310"
 [tool.ruff.lint.flake8-tidy-imports.banned-api]
 "typing.TypedDict".msg = "Use typing_extensions.TypedDict instead."

-[tool.ty.rules]
-call-non-callable = "ignore"
-deprecated = "ignore"
-invalid-argument-type = "ignore"
-invalid-assignment = "ignore"
-invalid-key = "ignore"
-invalid-method-override = "ignore"
-invalid-paramspec = "ignore"
-invalid-return-type = "ignore"
-invalid-type-form = "ignore"
-invalid-yield = "ignore"
-missing-typed-dict-key = "ignore"
-no-matching-overload = "ignore"
-not-iterable = "ignore"
-unused-type-ignore-comment = "ignore"
-unresolved-attribute = "ignore"
-unsupported-base = "ignore"
-unsupported-operator = "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, override, has-type"

 [tool.coverage.run]
 omit = ["tests/*"]
@@ -1,8 +1,7 @@
 import pytest
-from langchain_core.callbacks import AsyncCallbackManager, BaseCallbackHandler
+from langchain_core.callbacks import AsyncCallbackManager

 from langgraph._internal._config import get_async_callback_manager_for_config
-from langgraph.graph import StateGraph

 pytestmark = pytest.mark.anyio

@@ -18,99 +17,3 @@ def test_new_async_manager_merges_tags_with_config() -> None:
    config = {"callbacks": None, "tags": ["a"]}
    manager = get_async_callback_manager_for_config(config, tags=["b"])
    assert manager.inheritable_tags == ["a", "b"]
-
-
-class _TrackingCallback(BaseCallbackHandler):
-    def __init__(self) -> None:
-        self.called = False
-
-    def on_chain_start(self, *args, **kwargs) -> None:  # noqa: ANN002, ANN003
-        self.called = True
-
-
-async def test_with_config_callbacks_preserved_in_astream_events() -> None:
-    """A callback bound via .with_config(...) must survive when
-    astream_events injects its own internal callback handler.
-
-    Pre-fix: ensure_config overwrites the callbacks key, dropping the
-    bound handler. Post-fix: the handler list is merged.
-    """
-    builder = StateGraph(dict)
-    builder.add_node("node", lambda state: state)
-    builder.add_edge("__start__", "node")
-    cb = _TrackingCallback()
-    graph = builder.compile().with_config({"callbacks": [cb]})
-    async for _ in graph.astream_events({}, version="v2"):
-        pass
-    assert cb.called, "user-bound callback was dropped by ensure_config overwrite"
-
-
-async def test_with_config_configurable_preserved_on_invoke() -> None:
-    """A configurable key bound via .with_config(...) must survive when
-    invoke-time config supplies a different configurable key.
-
-    Pre-fix: ensure_config overwrites the entire configurable dict.
-    Post-fix: the two dicts are shallow-merged per key.
-    """
-    builder = StateGraph(dict)
-    captured: dict = {}
-
-    def node(state, config):  # noqa: ANN001
-        captured.update(config.get("configurable") or {})
-        return state
-
-    builder.add_node("node", node)
-    builder.add_edge("__start__", "node")
-    graph = builder.compile().with_config({"configurable": {"ls_agent_type": "root"}})
-    await graph.ainvoke({}, {"configurable": {"thread_id": "T1"}})
-    assert captured.get("ls_agent_type") == "root", (
-        "bound configurable key was dropped by ensure_config overwrite"
-    )
-    assert captured.get("thread_id") == "T1", "invoke-time key not present"
-
-
-async def test_with_config_metadata_preserved_on_invoke() -> None:
-    """A metadata key bound via .with_config(...) must survive when
-    invoke-time config supplies a different metadata key.
-
-    Pre-fix: ensure_config overwrites the entire metadata dict.
-    Post-fix: the two dicts are shallow-merged per key.
-    """
-    builder = StateGraph(dict)
-    captured: dict = {}
-
-    def node(state, config):  # noqa: ANN001
-        captured.update(config.get("metadata") or {})
-        return state
-
-    builder.add_node("node", node)
-    builder.add_edge("__start__", "node")
-    graph = builder.compile().with_config({"metadata": {"user_id": "U1"}})
-    await graph.ainvoke({}, {"metadata": {"correlation_id": "C1"}})
-    assert captured.get("user_id") == "U1", (
-        "bound metadata key was dropped by ensure_config overwrite"
-    )
-    assert captured.get("correlation_id") == "C1", "invoke-time key not present"
-
-
-async def test_with_config_tags_preserved_on_invoke() -> None:
-    """Tags bound via .with_config(...) must survive when invoke-time
-    config supplies its own tags.
-
-    Pre-fix: ensure_config overwrites the entire tags list.
-    Post-fix: tags are concatenated (matching merge_configs behavior;
-    no deduplication, no sorting).
-    """
-    builder = StateGraph(dict)
-    captured: list = []
-
-    def node(state, config):  # noqa: ANN001
-        captured.extend(config.get("tags") or [])
-        return state
-
-    builder.add_node("node", node)
-    builder.add_edge("__start__", "node")
-    graph = builder.compile().with_config({"tags": ["bound"]})
-    await graph.ainvoke({}, {"tags": ["invoke"]})
-    assert "bound" in captured, "bound tag was dropped by ensure_config overwrite"
-    assert "invoke" in captured, "invoke-time tag not present"
@@ -160,8 +160,8 @@ async def test_exit_resumed_run_sub_freq() -> None:


 async def test_exit_count_parity_sync_vs_exit() -> None:
-    """Sync and exit durability produce the same update count in
-    counters_since_delta_snapshot after an equivalent run."""
+    """Sync and exit durability produce the same delta_updates_since_snapshot
+    after an equivalent run."""
    for durability in ("sync", "exit"):
        saver = InMemorySaver()
        graph = _build_graph(saver)
@@ -175,13 +175,9 @@ async def test_exit_count_parity_sync_vs_exit() -> None:

        head = saver.get_tuple(config)
        assert head is not None
-        counters = head.metadata.get("counters_since_delta_snapshot", {})
-        updates, supersteps = counters.get("messages", (0, 0))
-        assert updates == 2, (
-            f"durability={durability}: expected updates=2, got {updates}"
-        )
-        assert supersteps >= 2, (
-            f"durability={durability}: expected supersteps>=2, got {supersteps}"
+        counts = head.metadata.get("delta_updates_since_snapshot", {})
+        assert counts.get("messages") == 2, (
+            f"durability={durability}: expected count=2, got {counts}"
        )


@@ -200,9 +196,8 @@ async def test_exit_snapshot_fires_at_frequency() -> None:
    )
    head = saver.get_tuple(config)
    assert head is not None
-    counters1 = head.metadata.get("counters_since_delta_snapshot", {})
-    updates1 = counters1.get("messages", (0, 0))[0]
-    assert updates1 == 2
+    count1 = head.metadata.get("delta_updates_since_snapshot", {}).get("messages", 0)
+    assert count1 == 2

    graph.invoke(
        {"messages": [HumanMessage(content="m2", id="h2")]},
@@ -211,9 +206,8 @@ async def test_exit_snapshot_fires_at_frequency() -> None:
    )
    head = saver.get_tuple(config)
    assert head is not None
-    counters2 = head.metadata.get("counters_since_delta_snapshot", {})
-    updates2 = counters2.get("messages", (0, 0))[0]
-    assert updates2 == 0, f"Expected reset to 0 after snapshot, got {updates2}"
+    count2 = head.metadata.get("delta_updates_since_snapshot", {}).get("messages", 0)
+    assert count2 == 0, f"Expected reset to 0 after snapshot, got {count2}"
    assert isinstance(head.checkpoint["channel_values"].get("messages"), _DeltaSnapshot)


@@ -290,7 +284,7 @@ async def test_exit_multi_run_replay_chain() -> None:

 async def test_exit_metadata_round_trip() -> None:
    """K=5 consecutive exit runs with snapshot_frequency=5. Verify metadata
-    counters_since_delta_snapshot increments correctly across runs."""
+    delta_updates_since_snapshot increments correctly across runs."""
    freq = 5
    saver = InMemorySaver()
    graph = _build_graph(saver, freq=freq)
@@ -304,16 +298,15 @@ async def test_exit_metadata_round_trip() -> None:
        )
        head = saver.get_tuple(config)
        assert head is not None
-        counters = head.metadata.get("counters_since_delta_snapshot", {})
-        updates = counters.get("messages", (0, 0))[0]
+        count = head.metadata.get("delta_updates_since_snapshot", {}).get("messages", 0)
        cumulative = i * 2
        if cumulative >= freq:
-            assert updates == 0 or updates == cumulative % freq or updates < freq, (
-                f"After run {i}: updates={updates} should have reset or be partial"
+            assert count == 0 or count == cumulative % freq or count < freq, (
+                f"After run {i}: count={count} should have reset or be partial"
            )
        else:
-            assert updates == cumulative, (
-                f"After run {i}: expected {cumulative}, got {updates}"
+            assert count == cumulative, (
+                f"After run {i}: expected {cumulative}, got {count}"
            )


@@ -1,140 +0,0 @@
-"""ensure_message_ids() assigns stable UUIDs to id=None BaseMessages
-before DeltaChannel writes are serialised to the checkpoint.
-
-Without this, the checkpoint stores id=None and every get_state() replay
-produces a different UUID — the same HumanMessage appears with a different
-ID in each LangSmith trace / on every resumed invocation.
-"""
-
-from __future__ import annotations
-
-from typing import Annotated, Any
-
-import pytest
-from langchain_core.messages import AIMessage, AnyMessage, HumanMessage
-from langgraph.checkpoint.memory import InMemorySaver
-from typing_extensions import TypedDict
-
-from langgraph.channels.delta import DeltaChannel
-from langgraph.graph import END, START, StateGraph
-
-pytestmark = pytest.mark.anyio
-
-
-def _append_reducer(
-    state: list[AnyMessage], writes: list[list[AnyMessage]]
-) -> list[AnyMessage]:
-    """Simple append — no ID assignment. IDs come from ensure_message_ids()."""
-    result = list(state)
-    for w in writes:
-        if isinstance(w, list):
-            result.extend(w)
-        else:
-            result.append(w)  # type: ignore[arg-type]
-    return result
-
-
-def _build_graph(checkpointer: Any) -> Any:
-    State = TypedDict(  # noqa: UP013
-        "State",
-        {
-            "messages": Annotated[
-                list, DeltaChannel(_append_reducer, snapshot_frequency=50)
-            ]
-        },
-    )  # type: ignore[call-overload]
-
-    def agent(state: dict) -> dict:
-        return {"messages": [AIMessage(content="reply", id="ai-1")]}
-
-    return (
-        StateGraph(State)
-        .add_node("agent", agent)
-        .add_edge(START, "agent")
-        .add_edge("agent", END)
-        .compile(checkpointer=checkpointer)
-    )
-
-
-def test_delta_channel_message_gets_id_and_stays_stable() -> None:
-    """Messages written with id=None must receive a stable UUID.
-
-    ensure_message_ids() is called in put_writes() before the background
-    thread serialises DeltaChannel writes. The checkpoint stores the
-    assigned UUID, so every get_state() replay sees the same ID.
-    """
-    saver = InMemorySaver()
-    graph = _build_graph(saver)
-    config = {"configurable": {"thread_id": "id-stability"}}
-
-    graph.invoke({"messages": [HumanMessage(content="hello")]}, config)
-
-    ids = [
-        next(
-            m.id
-            for m in graph.get_state(config).values["messages"]
-            if isinstance(m, HumanMessage)
-        )
-        for _ in range(3)
-    ]
-
-    assert ids[0] is not None, "ensure_message_ids should have assigned a UUID"
-    assert len(set(ids)) == 1, (
-        f"HumanMessage id must be stable across get_state() calls; "
-        f"got {ids}. The checkpoint is storing id=None."
-    )
-
-
-async def test_delta_channel_message_gets_id_and_stays_stable_async() -> None:
-    """Same check via ainvoke (AsyncPregelLoop path)."""
-    saver = InMemorySaver()
-    graph = _build_graph(saver)
-    config = {"configurable": {"thread_id": "id-stability-async"}}
-
-    await graph.ainvoke({"messages": [HumanMessage(content="hello")]}, config)
-
-    ids = [
-        next(
-            m.id
-            for m in (await graph.aget_state(config)).values["messages"]
-            if isinstance(m, HumanMessage)
-        )
-        for _ in range(3)
-    ]
-
-    assert ids[0] is not None, "ensure_message_ids should have assigned a UUID"
-    assert len(set(ids)) == 1, (
-        f"Async path: HumanMessage id unstable across aget_state() calls: {ids}"
-    )
-
-
-def test_delta_channel_dict_style_message_gets_stable_id() -> None:
-    """Dict-style inputs (API / over-the-wire format) must also get stable IDs.
-
-    When the graph is invoked via the LangGraph API the input arrives as a raw
-    dict {"role": "user", "content": "..."} rather than a BaseMessage object.
-    ensure_message_ids() must coerce those dicts to typed BaseMessages and
-    stamp a UUID so the checkpoint never stores an id-less message.
-    """
-    saver = InMemorySaver()
-    graph = _build_graph(saver)
-    config = {"configurable": {"thread_id": "dict-id-stability"}}
-
-    # Invoke with a raw dict (the format LangGraph API sends)
-    graph.invoke({"messages": [{"role": "user", "content": "hello"}]}, config)
-
-    ids = [
-        next(
-            m.id
-            for m in graph.get_state(config).values["messages"]
-            if isinstance(m, HumanMessage)
-        )
-        for _ in range(3)
-    ]
-
-    assert ids[0] is not None, (
-        "dict-style message should have been coerced and assigned a UUID"
-    )
-    assert len(set(ids)) == 1, (
-        f"dict-style HumanMessage id must be stable across get_state() calls; got {ids}"
-    )
@@ -1,195 +0,0 @@
-"""Tests for the supersteps-since-last-snapshot bound on DeltaChannel.
-
-Validates that a delta channel which stops receiving writes is still
-force-snapshotted after DELTA_MAX_SUPERSTEPS_SINCE_SNAPSHOT supersteps,
-preventing unbounded ancestor walks.
-"""
-
-from typing import Annotated, Any
-from unittest.mock import patch
-
-import pytest
-from langgraph.checkpoint.memory import InMemorySaver
-from langgraph.checkpoint.serde.types import _DeltaSnapshot
-from typing_extensions import TypedDict
-
-from langgraph.channels.delta import DeltaChannel
-from langgraph.graph import END, START, StateGraph
-from langgraph.pregel._checkpoint import delta_channels_to_snapshot
-
-pytestmark = pytest.mark.anyio
-
-
-def _simple_reducer(current: list, updates: list) -> list:
-    """Flatten updates into current list (each update is itself a list)."""
-    result = list(current)
-    for u in updates:
-        if isinstance(u, list):
-            result.extend(u)
-        else:
-            result.append(u)
-    return result
-
-
-def _build_two_channel_graph(
-    checkpointer: InMemorySaver,
-    *,
-    freq_a: int = 10_000,
-    freq_b: int = 10_000,
-    n_loops: int = 1,
-) -> Any:
-    """Graph with two delta channels A and B.
-
-    The node only writes to channel A; B is never written by the node.
-    `n_loops` controls how many supersteps the graph runs (via chained nodes).
-    """
-    ch_a = DeltaChannel(_simple_reducer, list, snapshot_frequency=freq_a)
-    ch_b = DeltaChannel(_simple_reducer, list, snapshot_frequency=freq_b)
-    State = TypedDict(  # noqa: UP013
-        "State",
-        {"a": Annotated[list, ch_a], "b": Annotated[list, ch_b]},
-    )  # type: ignore[call-overload]
-
-    builder = StateGraph(State)
-
-    for i in range(n_loops):
-        name = f"step_{i}"
-
-        def node_fn(state: dict, _i: int = i) -> dict:
-            return {"a": [f"a-val-{_i}"]}
-
-        builder.add_node(name, node_fn)
-        if i == 0:
-            builder.add_edge(START, name)
-        else:
-            builder.add_edge(f"step_{i - 1}", name)
-        if i == n_loops - 1:
-            builder.add_edge(name, END)
-
-    return builder.compile(checkpointer=checkpointer)
-
-
-async def test_forced_snapshot_single_run() -> None:
-    """A single invoke with enough supersteps triggers snapshot on the
-    unwritten channel B via the supersteps bound."""
-    max_ss = 3
-    with patch(
-        "langgraph.pregel._checkpoint.DELTA_MAX_SUPERSTEPS_SINCE_SNAPSHOT",
-        max_ss,
-    ):
-        saver = InMemorySaver()
-        graph = _build_two_channel_graph(saver, n_loops=4)
-        config = {"configurable": {"thread_id": "single-run-ss"}}
-
-        graph.invoke({"a": ["seed-a"], "b": ["seed-b"]}, config)
-
-        head = saver.get_tuple(config)
-        assert head is not None
-        assert isinstance(head.checkpoint["channel_values"].get("b"), _DeltaSnapshot), (
-            "Channel B should have been force-snapshotted via supersteps bound"
-        )
-
-        state = graph.get_state(config)
-        assert state.values["b"] == ["seed-b"]
-        assert "seed-a" in state.values["a"]
-
-
-async def test_forced_snapshot_accumulates_across_runs() -> None:
-    """Supersteps counter for an unwritten channel persists across separate
-    invoke() calls. After enough runs, the channel is force-snapshotted."""
-    max_ss = 5
-    with patch(
-        "langgraph.pregel._checkpoint.DELTA_MAX_SUPERSTEPS_SINCE_SNAPSHOT",
-        max_ss,
-    ):
-        saver = InMemorySaver()
-        graph = _build_two_channel_graph(saver, n_loops=1)
-        config = {"configurable": {"thread_id": "multi-run-ss"}}
-
-        graph.invoke({"a": ["init-a"], "b": ["init-b"]}, config)
-
-        for i in range(1, 6):
-            graph.invoke({"a": [f"run-{i}"]}, config)
-
-            head = saver.get_tuple(config)
-            assert head is not None
-            counters = head.metadata.get("counters_since_delta_snapshot", {})
-            b_counters = counters.get("b", (0, 0))
-
-            if b_counters == (0, 0):
-                assert isinstance(
-                    head.checkpoint["channel_values"].get("b"), _DeltaSnapshot
-                ), f"Run {i}: counter reset but no snapshot blob for B"
-                break
-        else:
-            pytest.fail("Channel B was never force-snapshotted after multiple runs")
-
-        state = graph.get_state(config)
-        assert state.values["b"] == ["init-b"]
-        assert "init-a" in state.values["a"]
-
-
-async def test_predicate_fires_on_supersteps_overflow() -> None:
-    """Unit test: delta_channels_to_snapshot fires when supersteps >= MAX
-    even when updates == 0."""
-    ch = DeltaChannel(_simple_reducer, list, snapshot_frequency=10_000)
-    ch.key = "x"
-    ch_instance = ch.from_checkpoint(None)
-
-    channels = {"x": ch_instance}
-    counters: dict[str, tuple[int, int]] = {"x": (0, 5000)}
-
-    result = delta_channels_to_snapshot(channels, counters)
-    assert "x" in result
-
-    counters_below: dict[str, tuple[int, int]] = {"x": (0, 4999)}
-    result2 = delta_channels_to_snapshot(channels, counters_below)
-    assert "x" not in result2
-
-
-async def test_counter_reset_after_supersteps_snapshot() -> None:
-    """After the supersteps bound triggers a snapshot, the counters for
-    that channel reset. Verify by using a bound higher than one run's
-    supersteps so we can see the counter in an intermediate state."""
-    max_ss = 15
-    with patch(
-        "langgraph.pregel._checkpoint.DELTA_MAX_SUPERSTEPS_SINCE_SNAPSHOT",
-        max_ss,
-    ):
-        saver = InMemorySaver()
-        graph = _build_two_channel_graph(saver, n_loops=4)
-        config = {"configurable": {"thread_id": "counter-reset"}}
-
-        graph.invoke({"a": ["seed-a"], "b": ["seed-b"]}, config)
-
-        head = saver.get_tuple(config)
-        assert head is not None
-        counters = head.metadata.get("counters_since_delta_snapshot", {})
-        b_counters = counters.get("b", (0, 0))
-        run1_supersteps = b_counters[1]
-        assert run1_supersteps > 0, "Should have some supersteps"
-        assert b_counters[0] == 1, "B written once (input step)"
-
-        graph.invoke({"a": ["more-a"]}, config)
-        head2 = saver.get_tuple(config)
-        assert head2 is not None
-        counters2 = head2.metadata.get("counters_since_delta_snapshot", {})
-        b_counters2 = counters2.get("b", (0, 0))
-        run2_supersteps = b_counters2[1]
-        assert run2_supersteps > run1_supersteps, "Supersteps should accumulate"
-        assert b_counters2[0] == 1, "B written once total (only original input)"
-
-        graph.invoke({"a": ["even-more"]}, config)
-        head3 = saver.get_tuple(config)
-        assert head3 is not None
-        assert isinstance(
-            head3.checkpoint["channel_values"].get("b"), _DeltaSnapshot
-        ), "B should have snapshotted at supersteps >= max_ss"
-        counters3 = head3.metadata.get("counters_since_delta_snapshot", {})
-        b_counters3 = counters3.get("b", (0, 0))
-        assert b_counters3[1] < max_ss, (
-            f"After snapshot, supersteps should have reset, got {b_counters3}"
-        )
-
-        state = graph.get_state(config)
-        assert state.values["b"] == ["seed-b"]
@@ -1,294 +0,0 @@
-"""Tests for `update_state` / `aupdate_state` against `DeltaChannel`.
-
-Originally a regression suite for deepagents#3774 — `update_state` on a *fresh*
-thread silently dropped the first write to a `DeltaChannel`-backed channel
-because channel writes were only persisted when a previous checkpoint existed.
-Fixed by lazily persisting an empty stub checkpoint on a fresh thread so the
-first write has a parent to anchor under (mirrors the exit-mode lazy-stub
-pattern in `_loop._put_exit_delta_writes`).
-
-Coverage:
-
-* fresh-thread regression: single `update_state` writes a message and reads back
-* non-fresh thread: `update_state` after `invoke`, after another `update_state`,
-  and `bulk_update_state` with multiple per-superstep updates
-* update-by-id end-to-end via `update_state` (DeltaChannel reducer semantics)
-* state-history chain shape on a fresh thread (lazy stub + update checkpoint
-  with correct parent linking)
-"""
-
-from typing import Annotated, Any
-
-import pytest
-from langchain_core.messages import HumanMessage
-from langgraph.checkpoint.memory import InMemorySaver
-from typing_extensions import TypedDict
-
-from langgraph.channels.delta import DeltaChannel
-from langgraph.graph import START, StateGraph
-from langgraph.graph.message import _messages_delta_reducer
-
-pytestmark = pytest.mark.anyio
-
-
-def _build_graph(checkpointer: InMemorySaver, *, two_nodes: bool = False) -> Any:
-    """Compile a minimal DeltaChannel-backed `messages` graph.
-
-    `two_nodes=True` adds a second writer node so `bulk_update_state` can route
-    distinct updates to different `as_node` values within a single superstep.
-    """
-    channel = DeltaChannel(_messages_delta_reducer)
-    State = TypedDict("State", {"messages": Annotated[list, channel]})  # type: ignore[call-overload]  # noqa: UP013
-
-    def model(state: dict) -> dict:
-        return {}
-
-    def assistant(state: dict) -> dict:
-        return {}
-
-    builder = StateGraph(State)
-    builder.add_node("model", model)
-    builder.add_edge(START, "model")
-    if two_nodes:
-        builder.add_node("assistant", assistant)
-        builder.add_edge("model", "assistant")
-        builder.set_finish_point("assistant")
-    else:
-        builder.set_finish_point("model")
-    return builder.compile(checkpointer=checkpointer)
-
-
-# ---------------------------------------------------------------------------
-# Fresh-thread regression (deepagents#3774)
-# ---------------------------------------------------------------------------
-
-
-def test_update_state_fresh_thread_delta_channel() -> None:
-    saver = InMemorySaver()
-    graph = _build_graph(saver)
-    config = {"configurable": {"thread_id": "fresh-sync"}}
-    message = HumanMessage(content="hello", id="m1")
-
-    graph.update_state(config, {"messages": [message]}, as_node="model")
-
-    state = graph.get_state(config)
-    assert [m.content for m in state.values["messages"]] == ["hello"]
-
-
-async def test_aupdate_state_fresh_thread_delta_channel() -> None:
-    saver = InMemorySaver()
-    graph = _build_graph(saver)
-    config = {"configurable": {"thread_id": "fresh-async"}}
-    message = HumanMessage(content="hello", id="m1")
-
-    await graph.aupdate_state(config, {"messages": [message]}, as_node="model")
-
-    state = await graph.aget_state(config)
-    assert [m.content for m in state.values["messages"]] == ["hello"]
-
-
-# ---------------------------------------------------------------------------
-# Non-fresh thread: update_state after invoke
-# ---------------------------------------------------------------------------
-
-
-def test_update_state_after_invoke_delta_channel() -> None:
-    """The non-fresh-thread path was already working before the fix; pin it
-    down so the lazy-stub change for fresh threads doesn't regress it."""
-    saver = InMemorySaver()
-    graph = _build_graph(saver)
-    config = {"configurable": {"thread_id": "after-invoke-sync"}}
-
-    graph.invoke({"messages": [HumanMessage(content="seed", id="m1")]}, config)
-    graph.update_state(
-        config,
-        {"messages": [HumanMessage(content="appended", id="m2")]},
-        as_node="model",
-    )
-
-    state = graph.get_state(config)
-    assert [m.content for m in state.values["messages"]] == ["seed", "appended"]
-    assert [m.id for m in state.values["messages"]] == ["m1", "m2"]
-
-
-async def test_aupdate_state_after_invoke_delta_channel() -> None:
-    saver = InMemorySaver()
-    graph = _build_graph(saver)
-    config = {"configurable": {"thread_id": "after-invoke-async"}}
-
-    await graph.ainvoke({"messages": [HumanMessage(content="seed", id="m1")]}, config)
-    await graph.aupdate_state(
-        config,
-        {"messages": [HumanMessage(content="appended", id="m2")]},
-        as_node="model",
-    )
-
-    state = await graph.aget_state(config)
-    assert [m.content for m in state.values["messages"]] == ["seed", "appended"]
-
-
-# ---------------------------------------------------------------------------
-# Non-fresh thread: consecutive update_state calls
-# ---------------------------------------------------------------------------
-
-
-def test_consecutive_update_states_delta_channel() -> None:
-    """First update_state lazily persists a stub; the second sees a real
-    parent (`saved is not None`) and takes the original write path. Both
-    messages must round-trip in chronological order."""
-    saver = InMemorySaver()
-    graph = _build_graph(saver)
-    config = {"configurable": {"thread_id": "consecutive-sync"}}
-
-    graph.update_state(
-        config,
-        {"messages": [HumanMessage(content="first", id="m1")]},
-        as_node="model",
-    )
-    graph.update_state(
-        config,
-        {"messages": [HumanMessage(content="second", id="m2")]},
-        as_node="model",
-    )
-
-    state = graph.get_state(config)
-    assert [m.content for m in state.values["messages"]] == ["first", "second"]
-    assert [m.id for m in state.values["messages"]] == ["m1", "m2"]
-
-
-async def test_aconsecutive_update_states_delta_channel() -> None:
-    saver = InMemorySaver()
-    graph = _build_graph(saver)
-    config = {"configurable": {"thread_id": "consecutive-async"}}
-
-    await graph.aupdate_state(
-        config,
-        {"messages": [HumanMessage(content="first", id="m1")]},
-        as_node="model",
-    )
-    await graph.aupdate_state(
-        config,
-        {"messages": [HumanMessage(content="second", id="m2")]},
-        as_node="model",
-    )
-
-    state = await graph.aget_state(config)
-    assert [m.content for m in state.values["messages"]] == ["first", "second"]
-
-
-# ---------------------------------------------------------------------------
-# Update-by-id semantics through the update_state path
-# ---------------------------------------------------------------------------
-
-
-def test_update_state_replaces_message_by_id_delta_channel() -> None:
-    """`_messages_delta_reducer` dedups by `id` — re-issuing a write with the
-    same id replaces the existing entry rather than appending. Verify this
-    works through the `update_state` path (not just `invoke`)."""
-    saver = InMemorySaver()
-    graph = _build_graph(saver)
-    config = {"configurable": {"thread_id": "update-by-id"}}
-
-    graph.invoke({"messages": [HumanMessage(content="original", id="h1")]}, config)
-    graph.update_state(
-        config,
-        {"messages": [HumanMessage(content="updated", id="h1")]},
-        as_node="model",
-    )
-
-    state = graph.get_state(config)
-    msgs = state.values["messages"]
-    assert len(msgs) == 1
-    assert msgs[0].id == "h1"
-    assert msgs[0].content == "updated"
-
-
-# ---------------------------------------------------------------------------
-# bulk_update_state with multiple updates per superstep
-# ---------------------------------------------------------------------------
-
-
-def test_bulk_update_state_multi_task_per_superstep_delta_channel() -> None:
-    """`bulk_update_state` with N updates in one superstep produces N tasks
-    that each call `put_writes`. Guards the regression where moving
-    `put_writes` outside the per-task loop would persist only the last
-    task's writes.
-
-    Explicit `task_id`s are required to disambiguate writes belonging to
-    different `StateUpdate`s targeting the same node — otherwise both share
-    the deterministic interrupt-derived id and collide in the saver.
-    """
-    from langgraph.types import StateUpdate
-
-    saver = InMemorySaver()
-    graph = _build_graph(saver)
-    config = {"configurable": {"thread_id": "bulk-multi-task"}}
-
-    graph.bulk_update_state(
-        config,
-        [
-            [
-                StateUpdate(
-                    values={"messages": [HumanMessage(content="first", id="m1")]},
-                    as_node="model",
-                    task_id="task-1",
-                ),
-                StateUpdate(
-                    values={"messages": [HumanMessage(content="second", id="m2")]},
-                    as_node="model",
-                    task_id="task-2",
-                ),
-            ]
-        ],
-    )
-
-    state = graph.get_state(config)
-    contents = [m.content for m in state.values["messages"]]
-    ids = [m.id for m in state.values["messages"]]
-    assert sorted(contents) == ["first", "second"], (
-        f"both updates' writes must persist; got {contents}"
-    )
-    assert sorted(ids) == ["m1", "m2"]
-
-
-# ---------------------------------------------------------------------------
-# Public-API observation of the lazy-stub mechanism
-# ---------------------------------------------------------------------------
-
-
-def test_state_history_chain_after_fresh_update_state_delta_channel() -> None:
-    """A fresh-thread `update_state` should produce two checkpoints visible
-    via `get_state_history`: a stub (step=-1, no parent) and the update
-    (step=0, parent=stub). Both attributed `source='update'`."""
-    saver = InMemorySaver()
-    graph = _build_graph(saver)
-    config = {"configurable": {"thread_id": "history-chain"}}
-
-    graph.update_state(
-        config,
-        {"messages": [HumanMessage(content="hello", id="m1")]},
-        as_node="model",
-    )
-
-    # Newest first per `get_state_history` ordering.
-    history = list(graph.get_state_history(config))
-    assert len(history) == 2
-
-    update_snapshot, stub_snapshot = history
-
-    assert update_snapshot.metadata is not None
-    assert update_snapshot.metadata["source"] == "update"
-    assert update_snapshot.metadata["step"] == 0
-    assert [m.content for m in update_snapshot.values["messages"]] == ["hello"]
-
-    assert stub_snapshot.metadata is not None
-    assert stub_snapshot.metadata["source"] == "update"
-    assert stub_snapshot.metadata["step"] == -1
-    assert stub_snapshot.parent_config is None
-
-    # The update checkpoint's parent is the stub.
-    assert update_snapshot.parent_config is not None
-    assert (
-        update_snapshot.parent_config["configurable"]["checkpoint_id"]
-        == stub_snapshot.config["configurable"]["checkpoint_id"]
-    )
@@ -9,7 +9,6 @@ import pytest
 from langchain_core.messages import AIMessage, AnyMessage, ToolCall
 from langchain_core.runnables import RunnableConfig, RunnableMap, RunnablePick
 from langchain_core.tools import tool
-from langchain_core.version import VERSION as LANGCHAIN_CORE_VERSION
 from langgraph.checkpoint.base import BaseCheckpointSaver
 from langgraph.checkpoint.memory import InMemorySaver
 from langgraph.prebuilt.chat_agent_executor import create_react_agent
@@ -1400,7 +1399,6 @@ def test_prebuilt_tool_chat(snapshot: SnapshotAssertion) -> None:
                "ls_provider": "fakechatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
-                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
        (
@@ -1463,7 +1461,6 @@ def test_prebuilt_tool_chat(snapshot: SnapshotAssertion) -> None:
                "ls_provider": "fakechatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
-                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
    ]
@@ -1516,7 +1513,6 @@ def test_prebuilt_tool_chat(snapshot: SnapshotAssertion) -> None:
                "ls_provider": "fakechatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
-                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
    ]
@@ -6888,7 +6884,6 @@ def test_weather_subgraph(
                    "ls_provider": "fakemessageslistchatmodel",
                    "ls_model_type": "chat",
                    "ls_integration": "langchain_chat_model",
-                    "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
                },
            ),
        ),
@@ -6916,7 +6911,6 @@ def test_weather_subgraph(
                    "ls_provider": "fakemessageslistchatmodel",
                    "ls_model_type": "chat",
                    "ls_integration": "langchain_chat_model",
-                    "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
                },
            ),
        ),
@@ -6953,7 +6947,6 @@ def test_weather_subgraph(
                "ls_provider": "fakemessageslistchatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
-                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
    ]
@@ -11,7 +11,6 @@ from typing import (
 import pytest
 from langchain_core.messages import AnyMessage, ToolCall
 from langchain_core.runnables import RunnableConfig, RunnablePick
-from langchain_core.version import VERSION as LANGCHAIN_CORE_VERSION
 from langgraph.checkpoint.base import BaseCheckpointSaver
 from langgraph.prebuilt.chat_agent_executor import create_react_agent
 from langgraph.prebuilt.tool_node import ToolNode
@@ -1151,7 +1150,6 @@ async def test_prebuilt_tool_chat() -> None:
                "ls_provider": "fakechatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
-                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
        (
@@ -1214,7 +1212,6 @@ async def test_prebuilt_tool_chat() -> None:
                "ls_provider": "fakechatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
-                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
    ]
@@ -1267,7 +1264,6 @@ async def test_prebuilt_tool_chat() -> None:
                "ls_provider": "fakechatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
-                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
    ]
@@ -3985,7 +3981,6 @@ async def test_weather_subgraph(
                    "ls_provider": "fakemessageslistchatmodel",
                    "ls_model_type": "chat",
                    "ls_integration": "langchain_chat_model",
-                    "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
                },
            ),
        ),
@@ -4013,7 +4008,6 @@ async def test_weather_subgraph(
                    "ls_provider": "fakemessageslistchatmodel",
                    "ls_model_type": "chat",
                    "ls_integration": "langchain_chat_model",
-                    "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
                },
            ),
        ),
@@ -4050,7 +4044,6 @@ async def test_weather_subgraph(
                "ls_provider": "fakemessageslistchatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
-                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
    ]
@@ -23,7 +23,6 @@ from langchain_core.runnables import (
    RunnablePassthrough,
 )
 from langchain_core.runnables.graph import Edge
-from langchain_core.version import VERSION as LANGCHAIN_CORE_VERSION
 from langgraph.cache.base import BaseCache
 from langgraph.checkpoint.base import (
    BaseCheckpointSaver,
@@ -6924,7 +6923,6 @@ def test_tags_stream_mode_messages() -> None:
                "ls_provider": "genericfakechatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
-                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
                "tags": ["meow"],
            },
        )
--- a/Show More
+++ b/Show More
Author	SHA1	Message	Date
Nick HollonandGitHub	4dde40000f	Merge branch 'main' into nh/namespace-keyed-subagents	2026-05-08 14:01:05 -04:00
Nick Hollon	8de6eb4eab	rename LifecyclePayload.cause to metadata `metadata` reads more neutrally than `cause` — the field carries descriptive info about what the lifecycle event is for, not a strict causal relationship. Wire field, docstrings, and tests updated.	2026-05-08 13:57:58 -04:00
Nick Hollon	c6dc0c32c1	broaden graph_name docstring beyond add_node-only case The namespace segment name is whatever pregel registered the dispatching node as in the parent scope (`_algo.py:615`/`:988`), not specifically an `add_node` mount. For a subagent invoked from inside a tool's body, that's the tool's name; for Send fan-out, the target node's name.	2026-05-08 11:43:04 -04:00
Nick Hollon	58e0773ec6	rename trigger_call_id to parent_task_id Pregel doesn't have a "call" concept — its unit of work is a task. The namespace segment after `:` is documented in `_internal/_constants.py` as the `task_id` ("for checkpoint_ns, for each level, separates the namespace from the task_id"), and "parent task" already shows up as existing pregel vocabulary (`_algo.py`, `_runner.py`). `parent_task_id` matches that vocabulary: from the child subgraph's perspective, the id we carry on every lifecycle event identifies the task in the parent scope whose execution dispatched this subgraph. Renames the wire field, the `SubgraphRunStream.parent_task_id` attribute, all internal parameter / variable names, and the test identifiers.	2026-05-08 11:38:27 -04:00
Nick Hollon	8c4bfa6d07	slim lifecycle.cause to {type, tool_call_id}, require trigger_call_id The args-mining of `subagent_type` and `description` coupled the streaming layer to one specific tool's args schema (the deepagents `task` tool). Drop it: cause now carries only `{type: "tool_call", tool_call_id}`. Args still live on the AIMessage's `tool_calls[i].args` where they originate — consumers that want descriptive intent look them up there via the `tool_call_id` join, keeping one source of truth. Also promote `trigger_call_id` from `NotRequired` to required and emit it on every event (started + every terminal path). Consumers no longer need a namespace fallback to correlate `started` ↔ terminal events for the same subgraph instance. Renames: - `_extract_per_call_args` -> `_extract_dispatching_tool_call_id` (now returns just `str \| None`) - `_record_invocation_metadata` -> `_record_dispatching_tool_call_id` - `_invocation_metadata` cache -> `_dispatching_tool_call_id` - `_on_started` parameter `invocation_metadata` -> `tool_call_id` - `_on_terminal` gains a `trigger_call_id` parameter; `_pop_terminal_transitions` yields it through the tuple Tests refreshed: cause-shape assertions reflect the slimmed payload, new `test_trigger_call_id_present_on_every_terminal_path` covers all five terminal exit paths, list-shape robustness test re-aimed at missing `id` instead of missing args.	2026-05-08 10:57:29 -04:00
Nick Hollon	ee9e234da0	rename SubgraphStatus to LifecycleEvent, add per-field/value docs `SubgraphStatus` was misleading — values like `started` are transitions, not statuses, and the field on `LifecyclePayload` is already called `event`. Rename the type alias to `LifecycleEvent` so the type and the field agree. Add a block docstring on the alias enumerating each value's trigger condition, and add per-field docstrings on `LifecyclePayload` (`event` / `namespace` / `graph_name` / `trigger_call_id` / `error`), matching the style already used for `cause`. No behaviour change.	2026-05-08 10:42:39 -04:00
Nick Hollon	fc297fc576	stop naming ToolCallWithContext in lifecycle docstrings `ToolCallWithContext` is an internal prebuilt type — public-facing docstrings shouldn't be calling it out by name. Describe the two recognised per-call envelope shapes (single-element list of tool-call dicts, dict wrapping a `tool_call`) by structure instead, and lead with the list shape since that's what `langchain.agents.create_agent` currently dispatches.	2026-05-08 10:04:49 -04:00
Nick Hollon	837e1ba6d2	extract per-call args helper, evict invocation cache after consumption - Pull the two-shape duck-typing out of `_record_invocation_metadata` into a module-level `_extract_per_call_args` helper so the recording method is a clean three-step flow (validate task_id, parse shape, mine fields). - Pop `_invocation_metadata` entries when consumed in `_handle_task_start` to prevent unbounded per-stream-call growth on long subagent runs. - Fix stale `_on_started` parameter name in `_TasksLifecycleBase` class docstring (was `tool_call_id`, now `invocation_metadata`). - Add regression test `test_parallel_dispatches_attributed_to_correct_parent` exercising the actual bug the trigger_call_id join defends against: two parents with identical subagent_type but distinct descriptions must each get their own cause attributed via trigger_call_id.	2026-05-08 09:37:23 -04:00
Nick Hollon	22d4ccaa3b	feat(langgraph): expose tool_call_id on lifecycle.started.cause Capture the model-side tool_call_id alongside subagent_type/description when mining per-call envelopes (both ToolCallWithContext dict and the single-element list shape), and surface it under cause['tool_call_id']. Identity-level correlation across lifecycle events still uses trigger_call_id (the pregel task id, unique per-call); tool_call_id is purely anchoring metadata so UI consumers can map a lifecycle event back to the AI message tool call that dispatched it. The per-call Send fan-out makes tool_call_id ↔ trigger_call_id 1:1, so re-introducing it here doesn't reintroduce the parallel-call conflation that motivated its earlier removal.	2026-05-07 23:47:52 -04:00
Nick Hollon	4504f85157	refactor(transformers): rename spawn_metadata to invocation_metadata	2026-05-07 16:54:19 -04:00
Nick Hollon	30b0ebe5bf	fix(transformers): also mine spawn metadata from list-shape per-call input langchain v1 create_agent dispatches tool calls via Send("tools", [tool_call]) — a single-element list of tool-call dicts, not the ToolCallWithContext dict envelope used by langgraph prebuilt's create_agent. Both shapes need to feed _record_spawn_metadata so lifecycle.started.cause carries subagent_type / description regardless of which agent factory drove the dispatch.	2026-05-07 16:54:19 -04:00
Nick Hollon	d3a5a6e283	refactor(transformers): drop tool_call_id from LifecyclePayload.cause Cause now carries spawn intent metadata (subagent_type, description) mined from the per-call task's ToolCallWithContext input, keyed off the existing trigger_call_id (pregel task id) which is unique per spawn. Tool_call_id is no longer needed as a join key — consumers that want the model-layer id can look it up themselves; this layer is no longer the indirection point.	2026-05-07 16:54:19 -04:00