release(langgraph): 1.2.9 (#8316 )

## Summary Releases `langgraph` 1.2.9. Bumps the package version `1.2.8` -> `1.2.9` and propagates it into the `langgraph`, `prebuilt`, and `sdk-py` lockfiles. No dependency floor or source changes. Includes #8315 (fix non-fresh `update_state` delta channel counters/snapshot metadata for Postgres replay). ## Changes - Update `libs/langgraph/pyproject.toml` to version `1.2.9`. - Update the editable `langgraph` package entries in `libs/langgraph/uv.lock`, `libs/prebuilt/uv.lock`, and `libs/sdk-py/uv.lock`. Made with [Cursor](https://cursor.com) Co-authored-by: Cursor <cursoragent@cursor.com>
fix: updateState metadata/counters for delta channel (#8315 )
2026-08-20 22:52:29 +02:00 · 2026-07-09 18:25:49 -07:00 · 2026-07-09 16:00:50 -07:00 · 2026-07-06 13:36:09 -07:00 · 2026-07-06 13:13:28 -07:00 · 2026-07-03 16:41:54 -07:00
110 changed files with 7109 additions and 4980 deletions
@@ -24,7 +24,7 @@ runs:
  using: composite
  steps:
    - name: Install uv and set the python version
-      uses: astral-sh/setup-uv@v7
+      uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7.6.0
      with:
        python-version: ${{ inputs.python-version }}
        enable-cache: ${{ inputs.enable-cache }}
@@ -37,7 +37,7 @@ jobs:
      run:
        working-directory: libs/cli
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
      - name: Get changed files
        id: changed-files
        if: github.event_name != 'workflow_dispatch'
@@ -126,8 +126,8 @@ jobs:
            exit 1
          fi
          LANGCHAIN_ANTHROPIC_VERSION=$(docker run --rm --entrypoint "" langgraph-test-h python -c "import sys; from importlib.metadata import version; v = version('langchain-anthropic'); print(v);")
-          if [ "$LANGCHAIN_ANTHROPIC_VERSION" != "1.0.0a5" ]; then
-            echo "LANGCHAIN_ANTHROPIC_VERSION != 1.0.0a5; $LANGCHAIN_ANTHROPIC_VERSION"
+          if [ "$LANGCHAIN_ANTHROPIC_VERSION" != "1.4.6" ]; then
+            echo "LANGCHAIN_ANTHROPIC_VERSION != 1.4.6; $LANGCHAIN_ANTHROPIC_VERSION"
            exit 1
          fi

@@ -31,7 +31,7 @@ jobs:
          - "3.12"
    name: "lint #${{ matrix.python-version }}"
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
      - name: Get changed files
        id: changed-files
        if: github.event_name != 'workflow_dispatch'
@@ -51,16 +51,6 @@ 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 }}
@@ -77,16 +67,6 @@ 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 }}
@@ -23,7 +23,7 @@ jobs:
    env:
      HAS_LANGSMITH_API_KEY: ${{ secrets.LANGSMITH_API_KEY != '' }}
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0

      - name: Set up Python
        uses: ./.github/actions/uv_setup
@@ -33,7 +33,7 @@ jobs:
          working-directory: libs/sdk-py

      - name: Login to Docker Hub
-        uses: docker/login-action@4907a6ddec9925e35a0a9e82d7399ccc52663121 # v4
+        uses: docker/login-action@650006c6eb7dba73a995cc03b0b2d7f5ca915bee # v4
        if: ${{ !github.event.pull_request.head.repo.fork }}
        with:
          username: ${{ secrets.DOCKERHUB_USERNAME }}
@@ -25,7 +25,7 @@ jobs:

    name: "test #${{ matrix.python-version }}"
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
      - 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@4907a6ddec9925e35a0a9e82d7399ccc52663121 # v4
+        uses: docker/login-action@650006c6eb7dba73a995cc03b0b2d7f5ca915bee # 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@v6
+      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
      - 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@4907a6ddec9925e35a0a9e82d7399ccc52663121 # v4
+        uses: docker/login-action@650006c6eb7dba73a995cc03b0b2d7f5ca915bee # 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@v6
+      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0

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

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

-      - uses: actions/download-artifact@v8
+      - uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
        with:
          name: test-dist
          path: ${{ inputs.working-directory }}/dist/
@@ -17,7 +17,7 @@ jobs:
      run:
        working-directory: libs/langgraph
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
      - run: SHA=$(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@v5
+        uses: actions/cache/save@55cc8345863c7cc4c66a329aec7e433d2d1c52a9 # v6.1.0
        with:
          key: ${{ runner.os }}-benchmark-baseline-${{ env.SHA }}
          path: |
@@ -15,7 +15,7 @@ jobs:
      run:
        working-directory: libs/langgraph
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
      - 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@v5
+        uses: actions/cache/restore@55cc8345863c7cc4c66a329aec7e433d2d1c52a9 # v6.1.0
        with:
          key: ${{ runner.os }}-benchmark-baseline
          restore-keys: |
@@ -57,7 +57,7 @@ jobs:
            echo EOF
          } >> "$GITHUB_OUTPUT"
      - name: Annotation
-        uses: actions/github-script@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          CHANGED_FILES: ${{ steps.files.outputs.added_modified_renamed }}
          BENCHMARK_OUTPUT: ${{ steps.benchmark.outputs.OUTPUT }}
@@ -30,7 +30,7 @@ jobs:
      deps: ${{ steps.filter.outputs.deps || 'true' }}
      sdk_py: ${{ steps.filter.outputs.sdk_py || 'true' }}
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
      - uses: dorny/paths-filter@fbd0ab8f3e69293af611ebaee6363fc25e6d187d # v4
        if: github.event_name != 'workflow_dispatch'
        id: filter
@@ -50,8 +50,10 @@ jobs:
              - '**/uv.lock'
            sdk_py:
              - 'libs/sdk-py/**'
-              - 'libs/langgraph/langgraph/pregel/remote.py'
-              - 'libs/langgraph/langgraph/pregel/_remote_run_stream.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
@@ -110,9 +112,9 @@ jobs:
    name: "Check SDK methods matching"
    runs-on: ubuntu-latest
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
      - name: Set up Python
-        uses: actions/setup-python@v6
+        uses: actions/setup-python@ece7cb06caefa5fff74198d8649806c4678c61a1 # v6.3.0
        with:
          python-version: "3.11"
      - name: Run check_sdk_methods script
@@ -128,7 +130,7 @@ jobs:
        python-version:
          - "3.13"
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
      - name: Set up Python ${{ matrix.python-version }}
        uses: ./.github/actions/uv_setup
        with:
@@ -26,10 +26,10 @@ jobs:
    runs-on: ubuntu-latest
    steps:
      - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0

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

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

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

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

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

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

      - name: Set up Python
        uses: ./.github/actions/uv_setup
@@ -51,7 +51,7 @@ jobs:
        working-directory: ${{ inputs.working-directory }}

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

      # We explicitly *don't* set up caching here. This ensures our tests are
      # maximally sensitive to catching breakage.
@@ -262,7 +262,7 @@ jobs:
        working-directory: ${{ inputs.working-directory }}

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

      - name: Set up Python
        uses: ./.github/actions/uv_setup
@@ -272,7 +272,7 @@ jobs:
          enable-cache: false
          working-directory: ${{ inputs.working-directory }}

-      - uses: actions/download-artifact@v8
+      - uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
        with:
          name: dist
          path: ${{ inputs.working-directory }}/dist/
@@ -304,7 +304,7 @@ jobs:
        working-directory: ${{ inputs.working-directory }}

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

      - name: Set up Python
        uses: ./.github/actions/uv_setup
@@ -314,7 +314,7 @@ jobs:
          enable-cache: false
          working-directory: ${{ inputs.working-directory }}

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

    steps:
      - name: Find and reopen matching PRs
-        uses: actions/github-script@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        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@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        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@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        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@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        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@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        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@v3
+        uses: actions/create-github-app-token@bcd2ba49218906704ab6c1aa796996da409d3eb1 # v3.2.0
        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@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        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@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        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@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        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@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        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@v3
+        uses: actions/create-github-app-token@bcd2ba49218906704ab6c1aa796996da409d3eb1 # v3.2.0
        with:
          app-id: ${{ secrets.ORG_MEMBERSHIP_APP_ID }}
          private-key: ${{ secrets.ORG_MEMBERSHIP_APP_PRIVATE_KEY }}

      - name: Backfill labels
-        uses: actions/github-script@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        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@v3
+        uses: actions/create-github-app-token@bcd2ba49218906704ab6c1aa796996da409d3eb1 # v3.2.0
        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@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        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@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        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@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        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@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          github-token: ${{ secrets.GITHUB_TOKEN }}
          script: |
@@ -16,7 +16,7 @@ jobs:
    runs-on: ubuntu-latest
    
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
      
      - name: Set up uv
        uses: ./.github/actions/uv_setup
@@ -1,3 +1,11 @@
 # LangGraph examples

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

-Conformance test suite for [LangGraph](https://github.com/langchain-ai/langgraph) checkpointer implementations.
+[![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)

-Validates that a `BaseCheckpointSaver` subclass correctly implements the checkpoint storage contract — blob round-trips, metadata preservation, namespace isolation, incremental channel updates, and more.
+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.

-## Installation
+## Quick Install

 ```bash
-pip install langgraph-checkpoint-conformance
+uv add 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()`:
@@ -110,3 +122,13 @@ 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).
@@ -4,6 +4,7 @@ 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
@@ -335,8 +336,9 @@ async def test_list_metadata_custom_keys(
        results.append(tup)

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


 ALL_LIST_TESTS = [
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@@ -296,7 +296,6 @@ requires-dist = [
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    { name = "codespell" },
    { name = "dataclasses-json" },
-    { name = "mypy" },
    { name = "numpy" },
    { name = "pandas" },
    { name = "pandas-stubs", specifier = ">=2.2.2.240807" },
@@ -307,11 +306,12 @@ dev = [
    { name = "pytest-watcher" },
    { name = "redis" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 lint = [
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-    { name = "mypy" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 test = [
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@@ -370,7 +370,7 @@ test = [

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@@ -380,12 +380,13 @@ dependencies = [
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    { name = "requests-toolbelt" },
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+    { name = "websockets" },
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+]
+
 [[package]]
 name = "xxhash"
 version = "3.7.0"
@@ -47,22 +47,19 @@ 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)" = "" ] || mkdir -p $(MYPY_CACHE)
-	[ "$(PYTHON_FILES)" = "" ] || uv run mypy $(PYTHON_FILES) --cache-dir $(MYPY_CACHE)
+	[ "$(PYTHON_FILES)" = "" ] || uv run ty check $(PYTHON_FILES)

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

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

-Implementation of LangGraph CheckpointSaver that uses 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)

-## Dependencies
+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.

-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]`).
+## 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).

 ## Security

@@ -20,10 +38,12 @@ By default `langgraph-checkpoint-postgres` installs `psycopg` (Psycopg 3) withou
 > 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
@@ -118,3 +138,13 @@ 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).
@@ -37,7 +37,7 @@ test = [
 lint = [
  "ruff",
  "codespell",
-  "mypy",
+  "ty",
 ]
 dev = [
  {include-group = "test"},
@@ -69,15 +69,15 @@ lint.select = [
 lint.ignore = ["E501", "B008"]
 target-version = "py310"

-[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.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.pytest-watcher]
 now = true
@@ -17,16 +17,16 @@ wheels = [

 [[package]]
 name = "anyio"
-version = "4.13.0"
+version = "4.14.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
    { name = "idna" },
    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/3b/72/5562aabb8dd7181e8e860622a38bea08d17842b99ecd4c91f84ac95251b0/anyio-4.14.1.tar.gz", hash = "sha256:8d648a3544c1a700e3ff78615cd679e4c5c3f149904287e73687b2596963629e", size = 254831, upload-time = "2026-06-24T20:56:06.017Z" }
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+    { url = "https://files.pythonhosted.org/packages/b0/7b/90df4a0a816d98d6ea26f559d87836d494a2cf1fcf063be67df50a7bcc30/anyio-4.14.1-py3-none-any.whl", hash = "sha256:4e5533c5b8ff0a24f5d7a176cbe6877129cd183893f66b537f8f227d10527d72", size = 124875, upload-time = "2026-06-24T20:56:04.413Z" },
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 [[package]]
@@ -244,7 +244,7 @@ wheels = [

 [[package]]
 name = "langchain-core"
-version = "1.3.3"
+version = "1.4.8"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "jsonpatch" },
@@ -257,21 +257,21 @@ dependencies = [
    { name = "typing-extensions" },
    { name = "uuid-utils" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/12/e3/bea6d0080acf183332f24dcd74c208aee5857cf8f783c3fb0bd86027d8fb/langchain_core-1.4.8.tar.gz", hash = "sha256:5bf1f8411077c904182ad8f975943d36adcbf579c4e017b3a118b719229ebf9a", size = 957974, upload-time = "2026-06-18T19:39:23.636Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/13/d6/bdf6f0481cc57ef300d6b1eb48cf1400c0409be715d6eb3cabadd1142a09/langchain_core-1.4.8-py3-none-any.whl", hash = "sha256:d84c28b05e3ba8d4271d0827aad5b592ccdaaf986e76768c23503f0a2045e8aa", size = 557416, upload-time = "2026-06-18T19:39:21.902Z" },
 ]

 [[package]]
 name = "langchain-protocol"
-version = "0.0.15"
+version = "0.0.18"
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 dependencies = [
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 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/d2/59/b5959aea96faa9146e2e49a7a22882b3528c62efafe9a6a95beab30c2305/langchain_protocol-0.0.18.tar.gz", hash = "sha256:ec3e11782f1ed0c9db38e5a9ed01b0e7a0d3fba406faa8aef6594b73c56a63e6", size = 6150, upload-time = "2026-06-18T17:08:26.959Z" }
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+    { url = "https://files.pythonhosted.org/packages/99/2e/d82db9eec13ad0f72e7aaad5c4bc730ab111934fdc83c85523206eb9b0a0/langchain_protocol-0.0.18-py3-none-any.whl", hash = "sha256:70b53a86fbf9cedc863555effe44da192ab02d556ddbf2cf95b8873adcf41b5a", size = 7221, upload-time = "2026-06-18T17:08:25.996Z" },
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 [[package]]
@@ -293,7 +293,6 @@ requires-dist = [
 dev = [
    { name = "codespell" },
    { name = "dataclasses-json" },
-    { name = "mypy" },
    { name = "numpy" },
    { name = "pandas" },
    { name = "pandas-stubs", specifier = ">=2.2.2.240807" },
@@ -304,11 +303,12 @@ dev = [
    { name = "pytest-watcher" },
    { name = "redis" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
-    { name = "mypy" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 test = [
    { name = "dataclasses-json" },
@@ -338,18 +338,18 @@ dev = [
    { name = "anyio" },
    { name = "codespell" },
    { name = "langgraph-checkpoint" },
-    { name = "mypy" },
    { name = "psycopg", extra = ["binary"] },
    { name = "pytest" },
    { name = "pytest-asyncio" },
    { name = "pytest-mock" },
    { name = "pytest-watcher" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
-    { name = "mypy" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 test = [
    { name = "anyio" },
@@ -374,18 +374,18 @@ dev = [
    { name = "anyio" },
    { name = "codespell" },
    { name = "langgraph-checkpoint", editable = "../checkpoint" },
-    { name = "mypy" },
    { name = "psycopg", extras = ["binary"] },
    { name = "pytest" },
    { name = "pytest-asyncio" },
    { name = "pytest-mock" },
    { name = "pytest-watcher" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
-    { name = "mypy" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 test = [
    { name = "anyio" },
@@ -399,7 +399,7 @@ test = [

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+version = "0.8.18"
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    { name = "httpx" },
@@ -409,300 +409,150 @@ dependencies = [
    { name = "requests" },
    { name = "requests-toolbelt" },
    { name = "uuid-utils" },
+    { name = "websockets" },
    { name = "xxhash" },
    { name = "zstandard" },
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+]
+
 [[package]]
 name = "xxhash"
 version = "3.6.0"
@@ -18,22 +18,19 @@ 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)" = "" ] || mkdir -p $(MYPY_CACHE)
-	[ "$(PYTHON_FILES)" = "" ] || uv run mypy $(PYTHON_FILES) --cache-dir $(MYPY_CACHE)
+	[ "$(PYTHON_FILES)" = "" ] || uv run ty check $(PYTHON_FILES)

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

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

-Implementation of LangGraph CheckpointSaver that uses SQLite DB (both sync and async, via `aiosqlite`)
+[![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).

 ## Security

@@ -91,3 +111,13 @@ 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).
@@ -35,7 +35,7 @@ test = [
 lint = [
  "ruff",
  "codespell",
-  "mypy",
+  "ty",
 ]
 dev = [
  {include-group = "test"},
@@ -67,18 +67,22 @@ 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"
@@ -1,4 +1,3 @@
-# mypy: disable-error-code="union-attr,arg-type,index,operator"
 import asyncio
 import os
 import tempfile
@@ -1,4 +1,3 @@
-# mypy: disable-error-code="union-attr,arg-type,index,operator"
 import os
 import re
 import tempfile
@@ -253,7 +253,7 @@ wheels = [

 [[package]]
 name = "langchain-core"
-version = "1.3.3"
+version = "1.4.8"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "jsonpatch" },
@@ -266,21 +266,21 @@ dependencies = [
    { name = "typing-extensions" },
    { name = "uuid-utils" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/12/e3/bea6d0080acf183332f24dcd74c208aee5857cf8f783c3fb0bd86027d8fb/langchain_core-1.4.8.tar.gz", hash = "sha256:5bf1f8411077c904182ad8f975943d36adcbf579c4e017b3a118b719229ebf9a", size = 957974, upload-time = "2026-06-18T19:39:23.636Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/13/d6/bdf6f0481cc57ef300d6b1eb48cf1400c0409be715d6eb3cabadd1142a09/langchain_core-1.4.8-py3-none-any.whl", hash = "sha256:d84c28b05e3ba8d4271d0827aad5b592ccdaaf986e76768c23503f0a2045e8aa", size = 557416, upload-time = "2026-06-18T19:39:21.902Z" },
 ]

 [[package]]
 name = "langchain-protocol"
-version = "0.0.15"
+version = "0.0.18"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "typing-extensions" },
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+]
+
 [[package]]
 name = "xxhash"
 version = "3.6.0"
@@ -18,22 +18,19 @@ 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)" = "" ] || mkdir -p $(MYPY_CACHE)
-	[ "$(PYTHON_FILES)" = "" ] || uv run mypy $(PYTHON_FILES) --cache-dir $(MYPY_CACHE)
+	[ "$(PYTHON_FILES)" = "" ] || uv run ty check $(PYTHON_FILES)

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

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

-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.
+[![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).

 ## Key concepts

@@ -24,7 +44,7 @@ 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 an 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 a 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.
@@ -89,3 +109,13 @@ 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).
@@ -37,7 +37,7 @@ test = [
 lint = [
  "ruff",
  "codespell",
-  "mypy",
+  "ty",
 ]
 dev = [
  {include-group = "test"},
@@ -64,18 +64,22 @@ lint.select = [
 lint.ignore = ["E501", "B008"]
 target-version = "py310"

+[tool.ty.rules]
+deprecated = "ignore"
+invalid-argument-type = "ignore"
+invalid-assignment = "ignore"
+invalid-key = "ignore"
+invalid-method-override = "ignore"
+invalid-return-type = "ignore"
+invalid-type-form = "ignore"
+redundant-cast = "ignore"
+unused-type-ignore-comment = "ignore"
+unresolved-attribute = "ignore"
+unresolved-import = "ignore"
+unsupported-operator = "ignore"
+
 [tool.pytest-watcher]
 now = true
 delay = 0.1
 runner_args = ["--ff", "-v", "--tb", "short"]
 patterns = ["*.py"]
-
-[tool.mypy]
-# https://mypy.readthedocs.io/en/stable/config_file.html
-disallow_untyped_defs = "True"
-explicit_package_bases = "True"
-warn_no_return = "False"
-warn_unused_ignores = "True"
-warn_redundant_casts = "True"
-allow_redefinition = "True"
-disable_error_code = "typeddict-item, return-value"
@@ -1,4 +1,3 @@
-# mypy: disable-error-code="operator"
 import asyncio
 import json
 from collections.abc import Iterable
@@ -268,7 +268,7 @@ wheels = [

 [[package]]
 name = "langchain-core"
-version = "1.3.3"
+version = "1.4.8"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "jsonpatch" },
@@ -281,21 +281,21 @@ dependencies = [
    { name = "typing-extensions" },
    { name = "uuid-utils" },
 ]
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+
 [[package]]
 name = "xxhash"
 version = "3.6.0"
@@ -16,21 +16,19 @@ 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)" = "" ] || mkdir -p $(MYPY_CACHE) || uv run mypy $(PYTHON_FILES) --cache-dir $(MYPY_CACHE)
+	[ "$(PYTHON_FILES)" = "" ] || uv run ty check $(PYTHON_FILES)

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

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

-The official command-line interface for LangGraph, providing tools to create, develop, and deploy LangGraph applications.
+[![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)

-## Installation
+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

-Install via pip:
 ```bash
-pip install langgraph-cli
+uv add 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
-pip install "langgraph-cli[inmem]"
+uv add "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)
@@ -35,7 +53,9 @@ 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)
@@ -47,7 +67,9 @@ 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)
@@ -56,7 +78,9 @@ 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
@@ -68,18 +92,18 @@ The CLI uses a `langgraph.json` configuration file with these key settings:

 ```json
 {
-  "dependencies": ["langchain_openai", "./your_package"],  // Required: Package dependencies
+  "dependencies": ["langchain_openai", "./your_package"],
  "graphs": {
-    "my_graph": "./your_package/file.py:graph"            // Required: Graph definitions
+    "my_graph": "./your_package/file.py:graph"
  },
-  "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
+  "env": "./.env",
+  "python_version": "3.11",
+  "pip_config_file": "./pip.conf",
+  "dockerfile_lines": []
 }
 ```

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

 ## Development

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

 1. Clone the repository
 2. Navigate to the CLI directory: `cd libs/cli`
-3. Install development dependencies: `uv pip install`
+3. Install development dependencies: `uv sync`
 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
-   ```

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

-This project is licensed under the terms specified in the repository's LICENSE file.
+# 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).
@@ -6,7 +6,7 @@ readme = "README.md"
 requires-python = ">=3.10"
 dependencies = [
  "langchain-openai==1.1.14",
-  "langchain-anthropic==1.0.0a5",
+  "langchain-anthropic==1.4.6",
  "langgraph==1.1.5"
 ]

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

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

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

-## What it does
+## 🤔 What is this?

 The simple chatbot:

@@ -20,6 +20,10 @@ 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 +21,28 @@
    "test:all": "yarn test && yarn test:int && yarn lint:langgraph"
  },
  "dependencies": {
-    "@langchain/core": "^1.1.42",
-    "@langchain/langgraph": "^1.2.9"
+    "@langchain/core": "^1.2.1",
+    "@langchain/langgraph": "^1.4.7"
+  },
+  "resolutions": {
+    "@langchain/langgraph-checkpoint": "1.0.4"
  },
  "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": "^8.59.1",
-    "@typescript-eslint/parser": "^8.59.1",
+    "@typescript-eslint/eslint-plugin": "^8.62.1",
+    "@typescript-eslint/parser": "^8.62.1",
    "dotenv": "^17.4.2",
-    "eslint": "^10.2.1",
+    "eslint": "^10.6.0",
    "eslint-config-prettier": "^10.1.8",
    "eslint-plugin-import": "^2.32.0",
    "eslint-plugin-no-instanceof": "^1.0.1",
-    "eslint-plugin-prettier": "^5.5.5",
-    "jest": "^30.3.0",
-    "prettier": "^3.8.3",
-    "ts-jest": "^29.4.9",
-    "typescript": "^5.9.3"
+    "eslint-plugin-prettier": "^5.5.6",
+    "jest": "^30.4.2",
+    "prettier": "^3.9.4",
+    "ts-jest": "^29.4.11",
+    "typescript": "^6.0.3"
  }
 }
@@ -9,10 +9,10 @@
  },
  "dependencies": {
    "@js-monorepo-example/shared": "*",
-    "@langchain/core": "^1.1.42",
-    "@langchain/langgraph": "^1.2.9"
+    "@langchain/core": "^1.2.1",
+    "@langchain/langgraph": "^1.4.7"
  },
  "devDependencies": {
-    "typescript": "^5.9.3"
+    "typescript": "^6.0.3"
  }
 }
@@ -9,6 +9,6 @@
    "clean": "rm -rf dist"
  },
  "devDependencies": {
-    "typescript": "^5.9.3"
+    "typescript": "^6.0.3"
  }
 }
@@ -17,18 +17,18 @@
    "lint": "eslint 'apps/**/*.ts' 'libs/**/*.ts'"
  },
  "devDependencies": {
-    "turbo": "^2.9.14",
-    "typescript": "^5.9.3",
+    "turbo": "^2.10.2",
+    "typescript": "^6.0.3",
    "@tsconfig/recommended": "^1.0.13",
    "@eslint/eslintrc": "^3.3.5",
    "@eslint/js": "^10.0.1",
-    "eslint": "^10.2.1",
+    "eslint": "^10.6.0",
    "eslint-config-prettier": "^10.1.8",
    "eslint-plugin-import": "^2.27.5",
    "eslint-plugin-no-instanceof": "^1.0.1",
-    "eslint-plugin-prettier": "^5.5.5",
-    "@typescript-eslint/eslint-plugin": "^8.59.1",
-    "@typescript-eslint/parser": "^8.59.1",
-    "prettier": "^3.8.3"
+    "eslint-plugin-prettier": "^5.5.6",
+    "@typescript-eslint/eslint-plugin": "^8.62.1",
+    "@typescript-eslint/parser": "^8.62.1",
+    "prettier": "^3.9.4"
  }
 }
@@ -3,7 +3,7 @@
  "compilerOptions": {
    "target": "ES2022",
    "module": "ESNext",
-    "moduleResolution": "node",
+    "moduleResolution": "bundler",
    "allowSyntheticDefaultImports": true,
    "esModuleInterop": true,
    "skipLibCheck": true,
@@ -28,10 +28,10 @@
    debug "^4.3.1"
    minimatch "^10.2.4"

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

-"@langchain/core@^1.1.42":
-  version "1.1.42"
-  resolved "https://registry.yarnpkg.com/@langchain/core/-/core-1.1.42.tgz#607bfd34c1414c9cbeb2859fda1b254a14c28085"
-  integrity sha512-d0tN96BrwPMryYyWR9VfyAntSivn7EQrZCe5Kpxum93tcjTXbKKmKvItFec8AluQt88iTcmAJrahUZUNfzGwTA==
+"@langchain/core@^1.2.1":
+  version "1.2.1"
+  resolved "https://registry.yarnpkg.com/@langchain/core/-/core-1.2.1.tgz#46751258ee56a6ae47ae578eba7928d3995d11ed"
+  integrity sha512-NNG/cC5FGuHDOAP56h0ddp8Rfk8p+othWzEK5RV9JIG6RvnF5vGa5r0AEGtKfQieed7s1kC42GuIzVOBvMBL/g==
  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@^1.0.1":
-  version "1.0.1"
-  resolved "https://registry.yarnpkg.com/@langchain/langgraph-checkpoint/-/langgraph-checkpoint-1.0.1.tgz#0ee5bdfeb9878d8d1d99347f23e199e5afd52995"
-  integrity sha512-HM0cJLRpIsSlWBQ/xuDC67l52SqZ62Bh2Y61DX+Xorqwoh5e1KxYvfCD7GnSTbWWhjBOutvnR0vPhu4orFkZfw==
-  dependencies:
-    uuid "^10.0.0"
+"@langchain/langgraph-checkpoint@^1.1.3":
+  version "1.1.3"
+  resolved "https://registry.yarnpkg.com/@langchain/langgraph-checkpoint/-/langgraph-checkpoint-1.1.3.tgz#891f2f9a2e96cf2ab0920f9240f9ad1e0a86a4ab"
+  integrity sha512-wgzdQNeEsdw1e+4lvlj0tdq/RYR/k1vPin10g0ymGoehZDDgd9nvIllGXSXN4TFgF9sf5qQP/KTkOcLfeseIhA==

-"@langchain/langgraph-sdk@~1.8.9":
-  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==
+"@langchain/langgraph-sdk@~1.9.25":
+  version "1.9.25"
+  resolved "https://registry.yarnpkg.com/@langchain/langgraph-sdk/-/langgraph-sdk-1.9.25.tgz#034baf46bb626313761f1006cb554e30d797e310"
+  integrity sha512-mRKW8zyQUaHox+HirRFMRrPqOvNbQI3xeXDt6kkk4PbBg77V92bsO1WzUVNrmJ81zCkvxyOrWSK8D6ioCj0a8A==
  dependencies:
+    "@langchain/protocol" "^0.0.18"
    "@types/json-schema" "^7.0.15"
    p-queue "^9.0.1"
    p-retry "^7.1.1"
-    uuid "^13.0.0"

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

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

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

-"@turbo/darwin-64@2.9.14":
-  version "2.9.14"
-  resolved "https://registry.yarnpkg.com/@turbo/darwin-64/-/darwin-64-2.9.14.tgz#b9ec6ac637b9c5fdba5dae9d743f5d121f091242"
-  integrity sha512-t7QiPflaEyBE4oayeZtSmu4mEfjgIrcNlNNl1z1dmIVPqEdtA7+CfTf8d7KXsOGPh6aNgWjKxyvQg9uGfDQF+A==
+"@turbo/darwin-64@2.10.2":
+  version "2.10.2"
+  resolved "https://registry.yarnpkg.com/@turbo/darwin-64/-/darwin-64-2.10.2.tgz#224d47639e882a23985664f69278c61be37a2602"
+  integrity sha512-wBM3ObqOWnKUDmg7QfUFDkDHPFUAJmrYlYqmEM8jMPAPA/I6wRJIbWimeQUqhOiQ8xPKhzyWM+xaiUP0wz8FEQ==

-"@turbo/darwin-arm64@2.9.14":
-  version "2.9.14"
-  resolved "https://registry.yarnpkg.com/@turbo/darwin-arm64/-/darwin-arm64-2.9.14.tgz#99d19f3e59842c595d2828c72a2e4ef537408f38"
-  integrity sha512-d23147mC9BsCPA9mJ0h/ubcpbRgcJBXbcG3+Vq7YLhjz3IXuvQsJ1UXH8f4MD76ZjJ4m/E4aRdJV+MW88CDfbw==
+"@turbo/darwin-arm64@2.10.2":
+  version "2.10.2"
+  resolved "https://registry.yarnpkg.com/@turbo/darwin-arm64/-/darwin-arm64-2.10.2.tgz#c6f075855a10e87ee0f5db7582432906cf05b484"
+  integrity sha512-/Cq0joWnuMjDPfhjbFP4sv+C/7gkQ415zlaO4XUzD5EZxbtrKgXKvuuydMvogG8GeUnN1aDltW71RlmEfpjbyw==

-"@turbo/linux-64@2.9.14":
-  version "2.9.14"
-  resolved "https://registry.yarnpkg.com/@turbo/linux-64/-/linux-64-2.9.14.tgz#9c907434f091cd75529f5496516f79b71935d2bb"
-  integrity sha512-P3ZKB5tuUDdDQWuAsACGUR1qv9W7BNWxdxqVJ0kZNuNNPRaVYTPPikLcp79+GiEcW3npsR+KyP38lnQiBc5aSA==
+"@turbo/linux-64@2.10.2":
+  version "2.10.2"
+  resolved "https://registry.yarnpkg.com/@turbo/linux-64/-/linux-64-2.10.2.tgz#d4251e876fda269a3a9b1c02ee668dbb3187b2a5"
+  integrity sha512-mMsf5IIhiKuceEXNstd25IbadjBXZ0amxzFOqliEzJX6HyeeHdBQPVSY583PWqYDyqM/FB8d5ZjkthfBSeuH3Q==

-"@turbo/linux-arm64@2.9.14":
-  version "2.9.14"
-  resolved "https://registry.yarnpkg.com/@turbo/linux-arm64/-/linux-arm64-2.9.14.tgz#79ae9060e6ee9e0fb784ae0747e980f582e75313"
-  integrity sha512-ZRTlzcUMrrPv9ZuDzRF9n60Ym13bKeG9jDB8WjxyLhWNzV+AJQN+zdpIk3NJYf2zQsGUm1mNar2P0elRzLw25g==
+"@turbo/linux-arm64@2.10.2":
+  version "2.10.2"
+  resolved "https://registry.yarnpkg.com/@turbo/linux-arm64/-/linux-arm64-2.10.2.tgz#2a68be00512a6874fe972dcf028a8f6d7b0b7620"
+  integrity sha512-Wcng1i2kaKmXutmwxT9MUoYZvdaIekXAdlGr4+0TpgbhGLw7nDuEcRBFrxb5BbRoX1d1q8SpdRxLc45TvDZIdQ==

-"@turbo/windows-64@2.9.14":
-  version "2.9.14"
-  resolved "https://registry.yarnpkg.com/@turbo/windows-64/-/windows-64-2.9.14.tgz#68a80f299f35189314184c88301caad982d1c0c2"
-  integrity sha512-exanwN6sIduZwykYeiTQj8kCmOhazP5WOz3bvXMcYtjhL6Z3iRWLewKrXCBq0bqwSP3iBMb/AerRCnHI4lx46A==
+"@turbo/windows-64@2.10.2":
+  version "2.10.2"
+  resolved "https://registry.yarnpkg.com/@turbo/windows-64/-/windows-64-2.10.2.tgz#f2233aec870c45d12b3dd8f1dfc767a042498151"
+  integrity sha512-SsNhM7Ho7EpAdwtrJKBOic9Hso23vu6Dp0gAfLOvUFjPzurr/sGQlXZEvr6z89ne4RDOypTwz5CBDrixpMKtXw==

-"@turbo/windows-arm64@2.9.14":
-  version "2.9.14"
-  resolved "https://registry.yarnpkg.com/@turbo/windows-arm64/-/windows-arm64-2.9.14.tgz#4dc16684f0ddce53fafe56ad8f55205c4473d17a"
-  integrity sha512-fVdCsnmYoKICsycbWuuGp6Jvi51/3G/UluFWuAUCvR8PIW5IJkAk5BM9UF8PSm0Q2IphWHFZjYEgjHsh3B9y/g==
+"@turbo/windows-arm64@2.10.2":
+  version "2.10.2"
+  resolved "https://registry.yarnpkg.com/@turbo/windows-arm64/-/windows-arm64-2.10.2.tgz#c7b8c5b7c30b1fb3b7dac33dda9cb161fe09f461"
+  integrity sha512-Gf+S7ICAdimT/n02bOuVWKvhHnct/HYjZg3oBNIz5hZ9ZyWHbQim9J3P5Qip8WpX0ksxF7eaBVziJCuLnjhqDg==

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

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

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

-"@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==
+"@typescript-eslint/project-service@8.62.1":
+  version "8.62.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/project-service/-/project-service-8.62.1.tgz#78d880eb1cf6859b5ec263d04f95403e9f90ae47"
+  integrity sha512-yQ3RgY5RkSBpsNS1Bx/JQEcA24FOSdfGktoyprAr5u18390UQdtVcfnEv4nIrIshNnavlVyZBKxQwT1fIAE6cg==
  dependencies:
-    "@typescript-eslint/tsconfig-utils" "^8.59.1"
-    "@typescript-eslint/types" "^8.59.1"
+    "@typescript-eslint/tsconfig-utils" "^8.62.1"
+    "@typescript-eslint/types" "^8.62.1"
    debug "^4.4.3"

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

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

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

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

-"@typescript-eslint/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==
+"@typescript-eslint/typescript-estree@8.62.1":
+  version "8.62.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/typescript-estree/-/typescript-estree-8.62.1.tgz#98c1bb17635d5b026b24193a8d29188ac64380ff"
+  integrity sha512-xMcW9oP9u7fAMXYs9A65CVmtLQe2r//oXINHfi8HV+oiqhih17sbLdhXr4540YWlgpDKQdY854OL5ZrdCiQsAA==
  dependencies:
-    "@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"
+    "@typescript-eslint/project-service" "8.62.1"
+    "@typescript-eslint/tsconfig-utils" "8.62.1"
+    "@typescript-eslint/types" "8.62.1"
+    "@typescript-eslint/visitor-keys" "8.62.1"
    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@8.59.1":
-  version "8.59.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/utils/-/utils-8.59.1.tgz#cf6204d69701bbbc5b150f98c18aeef0a42c10bd"
-  integrity sha512-3pIeoXhCeYH9FSCBI8P3iNwJlGuzPlYKkTlen2O9T1DSeeg8UG8jstq6BLk+Mda0qup7mgk4z4XL4OzRaxZ8LA==
+"@typescript-eslint/utils@8.62.1":
+  version "8.62.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/utils/-/utils-8.62.1.tgz#1622b75c7e6df308181dd0b44855dc4228da0457"
+  integrity sha512-sHtbPfuKNZCG+ih8SyjjucqRntSVmp8XgL5u6o9mAhiSn8ds5o/M/XdM0abweme2Tln3szOstOrZ9OXitvPh0g==
  dependencies:
    "@eslint-community/eslint-utils" "^4.9.1"
-    "@typescript-eslint/scope-manager" "8.59.1"
-    "@typescript-eslint/types" "8.59.1"
-    "@typescript-eslint/typescript-estree" "8.59.1"
+    "@typescript-eslint/scope-manager" "8.62.1"
+    "@typescript-eslint/types" "8.62.1"
+    "@typescript-eslint/typescript-estree" "8.62.1"

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

 acorn-jsx@^5.3.2:
@@ -337,11 +337,6 @@ 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"
@@ -490,11 +485,6 @@ 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"
@@ -550,11 +540,6 @@ 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"
@@ -753,13 +738,13 @@ 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@^5.5.5:
-  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==
+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==
  dependencies:
    prettier-linter-helpers "^1.0.1"
-    synckit "^0.11.12"
+    synckit "^0.11.13"

 eslint-scope@^9.1.2:
  version "9.1.2"
@@ -786,17 +771,17 @@ 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@^10.2.1:
-  version "10.2.1"
-  resolved "https://registry.yarnpkg.com/eslint/-/eslint-10.2.1.tgz#224b2a6caeb34473eddcf918762363e2e063222a"
-  integrity sha512-wiyGaKsDgqXvF40P8mDwiUp/KQjE1FdrIEJsM8PZ3XCiniTMXS3OHWWUe5FI5agoCnr8x4xPrTDZuxsBlNHl+Q==
+eslint@^10.6.0:
+  version "10.6.0"
+  resolved "https://registry.yarnpkg.com/eslint/-/eslint-10.6.0.tgz#e1b4059c582be950c7088c9b55f984738b243c27"
+  integrity sha512-6lVbcqSodALYo+4ELD0heG6lFiFxnLMuLkiMi2qV8LMp54N8tE8FT1GMH+ev4Ti00nFjNze2+Su6DsV5OQW3Dg==
  dependencies:
    "@eslint-community/eslint-utils" "^4.8.0"
    "@eslint-community/regexpp" "^4.12.2"
    "@eslint/config-array" "^0.23.5"
-    "@eslint/config-helpers" "^0.5.5"
+    "@eslint/config-helpers" "^0.6.0"
    "@eslint/core" "^1.2.1"
-    "@eslint/plugin-kit" "^0.7.1"
+    "@eslint/plugin-kit" "^0.7.2"
    "@humanfs/node" "^0.16.6"
    "@humanwhocodes/module-importer" "^1.0.1"
    "@humanwhocodes/retry" "^0.4.2"
@@ -1291,9 +1276,9 @@ js-tiktoken@^1.0.12:
    base64-js "^1.5.1"

 js-yaml@^4.1.1:
-  version "4.1.1"
-  resolved "https://registry.yarnpkg.com/js-yaml/-/js-yaml-4.1.1.tgz#854c292467705b699476e1a2decc0c8a3458806b"
-  integrity sha512-qQKT4zQxXl8lLwBtHMWwaTcGfFOZviOJet3Oy/xmGk2gZH677CJM9EvtfdSkgWcATZhj/55JZ0rmy3myCT5lsA==
+  version "4.2.0"
+  resolved "https://registry.yarnpkg.com/js-yaml/-/js-yaml-4.2.0.tgz#2bd9e85682dd91bd469afb809d816043b3d49524"
+  integrity sha512-ePWsvanv0DWuDRsW8dnt+R4jQ31SCRCQ7hhNcPXZPsoBZiemuZNYGf7adZdqX2D86j6rvKp3RpCxVTSb8WQlOw==
  dependencies:
    argparse "^2.0.1"

@@ -1557,10 +1542,10 @@ prettier-linter-helpers@^1.0.1:
  dependencies:
    fast-diff "^1.1.2"

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

 punycode@^2.1.0:
  version "2.3.1"
@@ -1783,12 +1768,12 @@ 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@^0.11.12:
-  version "0.11.12"
-  resolved "https://registry.yarnpkg.com/synckit/-/synckit-0.11.12.tgz#abe74124264fbc00a48011b0d98bdc1cffb64a7b"
-  integrity sha512-Bh7QjT8/SuKUIfObSXNHNSK6WHo6J1tHCqJsuaFDP7gP0fkzSfTxI8y85JrppZ0h8l0maIgc2tfuZQ6/t3GtnQ==
+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==
  dependencies:
-    "@pkgr/core" "^0.2.9"
+    "@pkgr/core" "^0.3.6"

 tinyglobby@^0.2.15:
  version "0.2.15"
@@ -1813,17 +1798,17 @@ tsconfig-paths@^3.15.0:
    minimist "^1.2.6"
    strip-bom "^3.0.0"

-turbo@^2.9.14:
-  version "2.9.14"
-  resolved "https://registry.yarnpkg.com/turbo/-/turbo-2.9.14.tgz#d412fcc4c9bd8dba29cec5bbd54d5a74ab2b1bee"
-  integrity sha512-BQqXRr4UoWI3UPFrtznCLykYHxwxWh53iCB57x092jPMjIlW1wnm3N895g5irpiXmnxUhREBB0n6+y8BHhs4nw==
+turbo@^2.10.2:
+  version "2.10.2"
+  resolved "https://registry.yarnpkg.com/turbo/-/turbo-2.10.2.tgz#7b8993242d550e3adf7f3245b231f663e5300ebf"
+  integrity sha512-wTExrNrRjB8qzIcg+ZLm0A3GFNLDsWNwdS/RBXB0FPrBDyzk3i96Yx+TxWZC7a0k1SIreFB8ciUbxjmEqTH8IQ==
  optionalDependencies:
-    "@turbo/darwin-64" "2.9.14"
-    "@turbo/darwin-arm64" "2.9.14"
-    "@turbo/linux-64" "2.9.14"
-    "@turbo/linux-arm64" "2.9.14"
-    "@turbo/windows-64" "2.9.14"
-    "@turbo/windows-arm64" "2.9.14"
+    "@turbo/darwin-64" "2.10.2"
+    "@turbo/darwin-arm64" "2.10.2"
+    "@turbo/linux-64" "2.10.2"
+    "@turbo/linux-arm64" "2.10.2"
+    "@turbo/windows-64" "2.10.2"
+    "@turbo/windows-arm64" "2.10.2"

 type-check@^0.4.0, type-check@~0.4.0:
  version "0.4.0"
@@ -1877,10 +1862,10 @@ typed-array-length@^1.0.7:
    possible-typed-array-names "^1.0.0"
    reflect.getprototypeof "^1.0.6"

-typescript@^5.9.3:
-  version "5.9.3"
-  resolved "https://registry.yarnpkg.com/typescript/-/typescript-5.9.3.tgz#5b4f59e15310ab17a216f5d6cf53ee476ede670f"
-  integrity sha512-jl1vZzPDinLr9eUt3J/t7V6FgNEw9QjvBPdysz9KfQDD41fQrC2Y4vKQdiaUpFT4bXlb1RHhLpp8wtm6M5TgSw==
+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==

 unbox-primitive@^1.1.0:
  version "1.1.0"
@@ -1899,16 +1884,6 @@ uri-js@^4.2.2:
  dependencies:
    punycode "^2.1.0"

-uuid@^10.0.0:
-  version "10.0.0"
-  resolved "https://registry.yarnpkg.com/uuid/-/uuid-10.0.0.tgz#5a95aa454e6e002725c79055fd42aaba30ca6294"
-  integrity sha512-8XkAphELsDnEGrDxUOHB3RGvXz6TeuYSGEZBOjtTtPm2lwhGBjLgOzLHB63IUWfBpNucQjND6d3AOudO+H3RWQ==
-
-uuid@^13.0.0:
-  version "13.0.0"
-  resolved "https://registry.yarnpkg.com/uuid/-/uuid-13.0.0.tgz#263dc341b19b4d755eb8fe36b78d95a6b65707e8"
-  integrity sha512-XQegIaBTVUjSHliKqcnFqYypAd4S+WCYt5NIeRs6w/UAry7z8Y9j5ZwRRL4kzq9U3sD6v+85er9FvkEaBpji2w==
-
 which-boxed-primitive@^1.1.0, which-boxed-primitive@^1.1.1:
  version "1.1.1"
  resolved "https://registry.yarnpkg.com/which-boxed-primitive/-/which-boxed-primitive-1.1.1.tgz#d76ec27df7fa165f18d5808374a5fe23c29b176e"
@@ -1 +1 @@
-__version__ = "0.4.27"
+__version__ = "0.4.30"
@@ -159,7 +159,14 @@ 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 version will be used.",
+    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."
+    ),
 )

 OPT_ENGINE_RUNTIME_MODE = click.option(
@@ -724,6 +731,30 @@ 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",
@@ -742,8 +773,20 @@ 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:
@@ -814,6 +857,8 @@ 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,
    )


@@ -9,6 +9,7 @@ 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
@@ -41,6 +42,31 @@ _API_VERSION_PATTERN = re.compile(
    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:
@@ -141,6 +167,133 @@ def _parse_api_version_parts(version_str: str) -> tuple[int, ...]:
    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):
@@ -194,7 +347,12 @@ def validate_config(config: Config) -> Config:
            )
    if api_version:
        try:
-            parts = _parse_api_version_parts(api_version)
+            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
+            )
            if len(parts) > 3:
                raise ValueError(
                    "Version must be major or major.minor or major.minor.patch."
@@ -1430,6 +1588,9 @@ 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}"
@@ -366,6 +366,42 @@ def normalize_image_tag(value: str) -> str:
    return value


+def _validate_prebuilt_image(runner, image: str, *, verbose: bool) -> None:
+    """Ensure a prebuilt image exists locally for linux/amd64."""
+    try:
+        stdout, _ = runner.run(
+            subp_exec(
+                "docker",
+                "image",
+                "inspect",
+                "--format",
+                "{{.Os}}/{{.Architecture}}",
+                image,
+                verbose=verbose,
+                collect=True,
+            )
+        )
+    except FileNotFoundError:
+        raise click.ClickException(
+            "Docker is required but not installed.\n"
+            "Install Docker Desktop: https://docs.docker.com/get-docker/"
+        ) from None
+    except click.exceptions.Exit:
+        raise click.ClickException(
+            f"Docker image '{image}' was not found locally. Build or pull the image "
+            "before deploying with --image."
+        ) from None
+
+    image_platform = (stdout or "").strip()
+    if image_platform != "linux/amd64":
+        detected = image_platform or "unknown"
+        raise click.ClickException(
+            f"Docker image '{image}' targets {detected}, but LangSmith Deployment "
+            "requires linux/amd64. Rebuild or pull the image for linux/amd64 before "
+            "deploying with --image."
+        )
+
+
 def _extract_deployment_url(deployment: dict[str, object]) -> str:
    source_config = deployment.get("source_config")
    if isinstance(source_config, dict):
@@ -525,12 +561,18 @@ def _secrets_from_env(

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

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

    if remote_build_flag is True:
@@ -897,6 +939,7 @@ def _run_local_build(
    api_version: str | None,
    base_image: str | None,
    image_name: str | None,
+    prebuilt_image: str | None,
    name: str | None,
    tag: str,
    install_command: str | None,
@@ -910,51 +953,57 @@ def _run_local_build(
    # (e.g. Apple Silicon). On amd64 hosts, plain docker build is sufficient.
    needs_buildx = platform.machine() != "x86_64"
    local_tag = f"langgraph-deploy-tmp:{int(time.time())}"
+    image_to_push = prebuilt_image or local_tag

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

        # -- Step: Get push token and authenticate --
@@ -1023,7 +1072,7 @@ def _run_local_build(
                subp_exec(
                    "docker",
                    "tag",
-                    local_tag,
+                    image_to_push,
                    remote_image,
                    verbose=verbose,
                )
@@ -1423,6 +1472,13 @@ def _deploy_base_options(
                show_default=True,
                help="Tag to use for the pushed deployment image.",
            ),
+            click.option(
+                "--image",
+                help=(
+                    "Use an existing local image reference (e.g. repo:tag) and "
+                    "skip building. The image must target linux/amd64."
+                ),
+            ),
            click.option(
                "--config",
                "-c",
@@ -1523,6 +1579,7 @@ def _deploy_cmd(
    deployment_type: str,
    name: str | None,
    image_name: str | None,
+    image: str | None,
    tag: str,
    base_image: str | None,
    install_command: str | None,
@@ -1569,7 +1626,12 @@ def _deploy_cmd(

    secrets = _secrets_from_env(_env_without_deployment_name(env_vars))

-    use_remote_build, local_build_error = _resolve_build_mode(remote_build_flag)
+    if image and remote_build_flag is True:
+        raise click.UsageError("--image cannot be combined with --remote builds.")
+
+    use_remote_build, local_build_error = _resolve_build_mode(
+        remote_build_flag, force_local=image is not None
+    )
    if use_remote_build and remote_build_flag is None and local_build_error:
        em.note(f"{local_build_error}\nUsing remote build instead.")
        if not json_output:
@@ -1639,6 +1701,7 @@ def _deploy_cmd(
            api_version=api_version,
            base_image=base_image,
            image_name=image_name,
+            prebuilt_image=image,
            name=name,
            tag=tag,
            install_command=install_command,
@@ -1723,8 +1786,12 @@ def deploy_list(api_key: str | None, host_url: str | None, name_contains: str) -
        client,
        lambda c: c.list_deployments(name_contains=name_contains),
    )
-    resources = response.get("resources", []) if isinstance(response, dict) else []
-    deployments = [item for item in resources if isinstance(item, dict)]
+    resources = response.get("resources") if isinstance(response, dict) else None
+    deployments = (
+        [item for item in resources if isinstance(item, dict)]
+        if isinstance(resources, list)
+        else []
+    )
    if not deployments:
        click.echo("No deployments found.")
        return
@@ -1768,8 +1835,12 @@ def deploy_revisions_list(
        client,
        lambda c: c.list_revisions(deployment_id, limit=limit),
    )
-    resources = response.get("resources", []) if isinstance(response, dict) else []
-    revisions = [item for item in resources if isinstance(item, dict)]
+    resources = response.get("resources") if isinstance(response, dict) else None
+    revisions = (
+        [item for item in resources if isinstance(item, dict)]
+        if isinstance(resources, list)
+        else []
+    )
    if not revisions:
        click.echo(f"No revisions found for deployment {deployment_id}.")
        return
@@ -23,7 +23,7 @@ dependencies = [
 path = "langgraph_cli/__init__.py"
 [project.optional-dependencies]
 inmem = [
-    "langgraph-api>=0.5.35,<0.10.0 ; python_version >= '3.11'",
+    "langgraph-api>=0.5.35,<0.12.0 ; python_version >= '3.11'",
    "langgraph-runtime-inmem>=0.7 ; python_version >= '3.11'",
 ]

@@ -47,7 +47,7 @@ test = [
 lint = [
    "ruff",
    "codespell",
-    "mypy",
+    "ty",
 ]
 dev = [
    {include-group = "test"},
@@ -76,3 +76,17 @@ 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 = ["mypy>=1.11.1", "ruff>=0.6.1"]
+dev = ["ruff>=0.6.1", "ty"]

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

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

+import click
 from click.testing import CliRunner

 import langgraph_cli.deploy as deploy_module
@@ -319,6 +320,31 @@ 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] = {}
@@ -576,7 +602,8 @@ 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 result.output
+        "Are you sure you want to delete deployment ID dep-123? (Y/n):"
+        in click.unstyle(result.output)
    )
    assert result.output.strip().endswith("Deleted deployment dep-123.")

@@ -71,7 +71,6 @@ 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)
@@ -2961,6 +2961,163 @@ def test_docker_tag_with_prerelease_api_version(version: str, in_config: bool):
    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."""

@@ -1,3 +1,4 @@
+import asyncio
 import base64
 import io
 import json
@@ -6,9 +7,11 @@ import sys
 from unittest.mock import MagicMock

 import click
+import click.exceptions
 import httpx
 import pytest

+import langgraph_cli.deploy as deploy_mod
 from langgraph_cli.deploy import (
    _call_host_backend_with_optional_tenant,
    _create_host_backend_client,
@@ -19,6 +22,7 @@ from langgraph_cli.deploy import (
    _resolve_env_path,
    _resolve_pushed_image_digest,
    _smith_dashboard_base_url,
+    _validate_prebuilt_image,
    normalize_image_tag,
    normalize_name,
 )
@@ -95,6 +99,65 @@ class TestNormalizeImageTag:
            normalize_image_tag("has space")


+class _FakeRunner:
+    def run(self, coro):
+        return asyncio.run(coro)
+
+
+class TestValidatePrebuiltImage:
+    def test_accepts_linux_amd64(self, monkeypatch):
+        calls = []
+
+        async def fake_subp_exec(*args, **kwargs):
+            calls.append((args, kwargs))
+            return "linux/amd64\n", None
+
+        monkeypatch.setattr(deploy_mod, "subp_exec", fake_subp_exec)
+
+        _validate_prebuilt_image(_FakeRunner(), "repo/app:tag", verbose=False)
+
+        assert calls == [
+            (
+                (
+                    "docker",
+                    "image",
+                    "inspect",
+                    "--format",
+                    "{{.Os}}/{{.Architecture}}",
+                    "repo/app:tag",
+                ),
+                {"verbose": False, "collect": True},
+            )
+        ]
+
+    def test_missing_docker_binary_raises_actionable_error(self, monkeypatch):
+        async def fake_subp_exec(*args, **kwargs):
+            raise FileNotFoundError("docker")
+
+        monkeypatch.setattr(deploy_mod, "subp_exec", fake_subp_exec)
+
+        with pytest.raises(click.ClickException, match="Docker is required"):
+            _validate_prebuilt_image(_FakeRunner(), "repo/app:tag", verbose=False)
+
+    def test_missing_image_raises_actionable_error(self, monkeypatch):
+        async def fake_subp_exec(*args, **kwargs):
+            raise click.exceptions.Exit(1)
+
+        monkeypatch.setattr(deploy_mod, "subp_exec", fake_subp_exec)
+
+        with pytest.raises(click.ClickException, match="not found locally"):
+            _validate_prebuilt_image(_FakeRunner(), "missing:tag", verbose=False)
+
+    def test_rejects_non_amd64_platform(self, monkeypatch):
+        async def fake_subp_exec(*args, **kwargs):
+            return "linux/arm64\n", None
+
+        monkeypatch.setattr(deploy_mod, "subp_exec", fake_subp_exec)
+
+        with pytest.raises(click.ClickException, match="requires linux/amd64"):
+            _validate_prebuilt_image(_FakeRunner(), "repo/app:arm", verbose=False)
+
+
 class TestParseEnvFromConfig:
    def test_env_dict(self, tmp_path):
        config_path = tmp_path / "langgraph.json"
@@ -237,14 +237,14 @@ wheels = [

 [[package]]
 name = "langchain-protocol"
-version = "0.0.15"
+version = "0.0.17"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/4f/24/9777489d6fbbee64af0c8f96d4f840239c408cf694f3394672807dafc490/langchain_protocol-0.0.15.tar.gz", hash = "sha256:9ab2d11ee73944754f10e037e717098d3a6796f0e58afa9cadda6154e7655ade", size = 5862, upload-time = "2026-05-01T22:30:04.748Z" }
+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/1d/7a/9c97a7b9cbe4c5dc6a44cdb1545450c28f0c8ce89b9c1f0ee7fbad896263/langchain_protocol-0.0.15-py3-none-any.whl", hash = "sha256:461eb794358f83d5e42635a5797799ffec7b4702314e34edf73ac21e75d3ef79", size = 6982, upload-time = "2026-05-01T22:30:03.877Z" },
+    { 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" },
 ]

 [[package]]
@@ -211,14 +211,14 @@ wheels = [

 [[package]]
 name = "langchain-protocol"
-version = "0.0.15"
+version = "0.0.17"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/4f/24/9777489d6fbbee64af0c8f96d4f840239c408cf694f3394672807dafc490/langchain_protocol-0.0.15.tar.gz", hash = "sha256:9ab2d11ee73944754f10e037e717098d3a6796f0e58afa9cadda6154e7655ade", size = 5862, upload-time = "2026-05-01T22:30:04.748Z" }
+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/1d/7a/9c97a7b9cbe4c5dc6a44cdb1545450c28f0c8ce89b9c1f0ee7fbad896263/langchain_protocol-0.0.15-py3-none-any.whl", hash = "sha256:461eb794358f83d5e42635a5797799ffec7b4702314e34edf73ac21e75d3ef79", size = 6982, upload-time = "2026-05-01T22:30:03.877Z" },
+    { 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" },
 ]

 [[package]]
@@ -111,22 +111,19 @@ 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)" = "" ] || mkdir -p $(MYPY_CACHE)
-	[ "$(PYTHON_FILES)" = "" ] || uv run mypy langgraph --cache-dir $(MYPY_CACHE)
+	[ "$(PYTHON_FILES)" = "" ] || uv run ty check langgraph

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

 format format_diff:
 	uv run ruff format $(PYTHON_FILES)
@@ -1,100 +1,45 @@
-<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>
+# 🦜🕸️ LangGraph

-<div align="center">
-  <h3>Low-level orchestration framework for building stateful agents.</h3>
-</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">
-  <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>
+Looking for the JS/TS version? Check out [LangGraph.js](https://github.com/langchain-ai/langgraphjs).

-<br>
+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.

-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.
+## Quick Install

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

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

-```python
-from langgraph.graph import START, StateGraph
-from typing_extensions import TypedDict
+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.

+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.

-class State(TypedDict):
-    text: str
+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.)

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

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

+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).

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

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

-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")
+## 💁 Contributing

-print(graph.compile().invoke({"text": ""}))
-# {'text': 'ab'}
-```
+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.

-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.
+For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).

 ## Acknowledgements

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

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

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

 from langgraph._internal._constants import (
+    _CHECKPOINT_COORDINATE_KEYS,
    CONF,
    CONFIG_KEY_CHECKPOINT_ID,
    CONFIG_KEY_CHECKPOINT_MAP,
@@ -79,6 +80,42 @@ 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).

@@ -126,10 +163,10 @@ def merge_configs(*configs: RunnableConfig | None) -> RunnableConfig:
            if not value:
                continue
            if key == "metadata":
-                if base_value := base.get(key):
-                    base[key] = {**base_value, **value}  # type: ignore
-                else:
-                    base[key] = value  # type: ignore[literal-required]
+                base[key] = _merge_metadata(
+                    cast(Mapping[str, Any] | None, base.get(key)),
+                    cast(Mapping[str, Any], value),
+                )
            elif key == "tags":
                if base_value := base.get(key):
                    base[key] = [*base_value, *value]  # type: ignore
@@ -306,6 +343,28 @@ def ensure_config(*configs: RunnableConfig | None) -> RunnableConfig:
                if _is_not_empty(v)
            },
        )
+    # An explicit config that supplies its own checkpoint coordinate (a
+    # thread_id, or any checkpoint_ns/checkpoint_id/checkpoint_map) is addressing
+    # its own checkpoint lineage, so drop the inherited ambient configurable
+    # rather than merging over it: a child graph invoked inside a parent node
+    # would otherwise write its checkpoints under the parent's namespace and
+    # never find them again. An explicit thread_id resets even when it equals the
+    # ambient one, since a child reusing the parent's thread id still addresses
+    # its own root namespace, not the parent task's. Configs that only refine
+    # other keys keep the ambient and shallow-merge over it below.
+    if empty.get(CONF):
+        for config in configs:
+            if config is None:
+                continue
+            explicit_configurable = config.get(CONF)
+            if not explicit_configurable:
+                continue
+            if any(
+                _is_not_empty(explicit_configurable.get(k))
+                for k in _CHECKPOINT_COORDINATE_KEYS
+            ):
+                empty[CONF] = {}
+                break
    for config in configs:
        if config is None:
            continue
@@ -327,14 +386,11 @@ def ensure_config(*configs: RunnableConfig | None) -> RunnableConfig:
                        empty.get("callbacks"), cast(Callbacks, v)
                    )
                elif k == "metadata":
-                    # Shallow-merge metadata dicts across configs so values
-                    # bound via with_config(...) (e.g. user_id) are preserved
-                    # when later configs supply other metadata keys.
-                    existing = empty.get("metadata")
-                    empty["metadata"] = (
-                        {**cast(dict, existing), **cast(dict, v)}
-                        if existing
-                        else cast(dict, v).copy()
+                    # 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
@@ -95,6 +95,15 @@ NULL_TASK_ID = sys.intern("00000000-0000-0000-0000-000000000000")
 OVERWRITE = sys.intern("__overwrite__")
 # dict key for the overwrite value, used as `{'__overwrite__': value}`

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

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


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


@@ -172,13 +172,11 @@ class DeltaChannel(Generic[Value], BaseChannel[Any, Any, Any]):
                overwrite_idx = i
        if overwrite_idx is not None:
            _, overwrite_value = _get_overwrite(values[overwrite_idx])
-            base = (
+            self.value = (
                _copy.copy(overwrite_value)
                if overwrite_value is not None
                else self.typ()
            )
-            remaining = [v for i, v in enumerate(values) if i != overwrite_idx]
-            self.value = self.reducer(base, remaining) if remaining else base
            return True
        base = self.typ() if self.value is MISSING else self.value
        self.value = self.reducer(base, list(values))
@@ -1,6 +1,7 @@
 from __future__ import annotations

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

@@ -13,6 +14,7 @@ from langgraph.checkpoint.base.id import uuid6
 from langgraph.checkpoint.serde.types import _DeltaSnapshot

 from langgraph._internal._config import DELTA_MAX_SUPERSTEPS_SINCE_SNAPSHOT
+from langgraph._internal._constants import PUSH
 from langgraph._internal._typing import MISSING
 from langgraph.channels.base import BaseChannel
 from langgraph.channels.delta import DeltaChannel
@@ -34,6 +36,17 @@ def empty_checkpoint() -> Checkpoint:
    )


+def exit_delta_task_id(step: int, task_id: str) -> str:
+    """Synthetic task id for exit-mode DeltaChannel writes.
+
+    Embeds the superstep in the first UUID group so `ORDER BY task_id, idx`
+    preserves chronological order while remaining a valid RFC UUID (required by
+    Postgres `checkpoint_writes.task_id uuid` columns).
+    """
+    parts = str(uuid.UUID(task_id)).split("-")
+    return f"{step:08d}-{parts[1]}-{parts[2]}-{parts[3]}-{parts[4]}"
+
+
 def delta_channels_to_snapshot(
    channels: Mapping[str, BaseChannel],
    counters_since_delta_snapshot: Mapping[str, tuple[int, int]],
@@ -58,6 +71,81 @@ def delta_channels_to_snapshot(
    return result


+def get_updated_channels_from_tasks(
+    run_tasks: Iterable[Any],
+) -> set[str]:
+    """Channel names written by an update_state superstep (excluding PUSH)."""
+    return {c for task in run_tasks for c, _ in task.writes if c != PUSH}
+
+
+def get_delta_channels_from_all_channels(
+    channels: Mapping[str, BaseChannel],
+) -> set[str]:
+    """DeltaChannels to snapshot on the first update_state of a fresh thread."""
+    return {
+        k
+        for k, ch in channels.items()
+        if isinstance(ch, DeltaChannel) and ch.is_available()
+    }
+
+
+def create_metadata_for_update_state_api(
+    channels: Mapping[str, BaseChannel],
+    updated_channels: set[str],
+    *,
+    prev_metadata: Mapping[str, Any] | None,
+) -> dict[str, tuple[int, int]]:
+    """Advance ``counters_since_delta_snapshot`` for update_state on a non-fresh thread.
+
+    Mirrors the per-superstep counter bump in ``_loop._put_checkpoint``.
+    """
+    prev_counters = dict(
+        (prev_metadata or {}).get("counters_since_delta_snapshot") or {}
+    )
+    new_counters: dict[str, tuple[int, int]] = {}
+    for ch_name, ch in channels.items():
+        if not isinstance(ch, DeltaChannel):
+            continue
+        u, s = prev_counters.get(ch_name, (0, 0))
+        s += 1
+        if ch_name in updated_channels:
+            u += 1
+        new_counters[ch_name] = (u, s)
+    return new_counters
+
+
+def create_checkpoint_plan_for_update_state_api(
+    channels: Mapping[str, BaseChannel],
+    updated_channels: set[str],
+    *,
+    step: int,
+    parents: dict[str, Any],
+    saved_metadata: Mapping[str, Any] | None,
+    is_fresh_thread: bool,
+) -> tuple[set[str], dict[str, Any]]:
+    """Return ``(channels_to_snapshot, metadata)`` for an update_state head."""
+    metadata: dict[str, Any] = {
+        "source": "update",
+        "step": step,
+        "parents": parents,
+    }
+    if is_fresh_thread:
+        return get_delta_channels_from_all_channels(channels), metadata
+
+    new_counters = create_metadata_for_update_state_api(
+        channels,
+        updated_channels,
+        prev_metadata=saved_metadata,
+    )
+    channels_to_snapshot = delta_channels_to_snapshot(channels, new_counters)
+    for k in channels_to_snapshot:
+        new_counters[k] = (0, 0)
+    non_zero = {k: v for k, v in new_counters.items() if v != (0, 0)}
+    if non_zero:
+        metadata["counters_since_delta_snapshot"] = non_zero
+    return channels_to_snapshot, metadata
+
+
 def create_checkpoint(
    checkpoint: Checkpoint,
    channels: Mapping[str, BaseChannel] | None,
@@ -90,6 +178,11 @@ def create_checkpoint(
                continue
            ch = channels[k]
            if k in channels_to_snapshot:
+                # Callers force a full snapshot blob here: exit mode when a
+                # delta channel reaches its snapshot cadence, and update_state
+                # on a fresh thread (no ancestor to replay writes from). The
+                # manual version-bump below only applies to the exit-mode case.
+                #
                # In exit mode, the snapshot decision is deferred to exit
                # time (intermediate steps have do_checkpoint=False). The
                # channel's count may have reached snapshot_frequency over
@@ -70,6 +70,7 @@ from langgraph.callbacks import (
    GraphResumeEvent,
 )
 from langgraph.channels.base import BaseChannel
+from langgraph.channels.binop import _get_overwrite
 from langgraph.channels.delta import DeltaChannel
 from langgraph.channels.untracked_value import UntrackedValue
 from langgraph.constants import TAG_HIDDEN
@@ -102,6 +103,7 @@ from langgraph.pregel._checkpoint import (
    create_checkpoint,
    delta_channels_to_snapshot,
    empty_checkpoint,
+    exit_delta_task_id,
 )
 from langgraph.pregel._executor import (
    AsyncBackgroundExecutor,
@@ -220,6 +222,11 @@ class PregelLoop:
    # under the saver's `ORDER BY task_id, idx` sorting.
    _exit_delta_writes: list[tuple[int, str, str, Any]] | None = None

+    # Delta channels that saw an Overwrite since the last checkpoint. These
+    # channels must snapshot after live update applies overwrite semantics so
+    # sparse replay starts from the same post-overwrite value.
+    _delta_channels_with_overwrite: set[str]
+
    # The checkpoint_config that points at the parent loaded at `__enter__`
    # (or the synthetic-empty checkpoint, on first run). We capture it
    # eagerly because every `_put_checkpoint` advances `self.checkpoint_config`
@@ -676,6 +683,11 @@ class PregelLoop:
    def after_tick(self) -> None:
        # finish superstep
        writes = [w for t in self.tasks.values() for w in t.writes]
+        self._delta_channels_with_overwrite.update(
+            ch
+            for ch, v in writes
+            if isinstance(self.specs.get(ch), DeltaChannel) and _get_overwrite(v)[0]
+        )
        # all tasks have finished
        self.updated_channels = apply_writes(
            self.checkpoint,
@@ -979,6 +991,11 @@ class PregelLoop:
                manager=None,
                updated_channels=updated_channels,
            )
+            self._delta_channels_with_overwrite.update(
+                c
+                for c, v in input_writes
+                if isinstance(self.specs.get(c), DeltaChannel) and _get_overwrite(v)[0]
+            )
            # apply input writes
            updated_channels = apply_writes(
                self.checkpoint,
@@ -1119,6 +1136,7 @@ class PregelLoop:
        # create new checkpoint
        channels_to_snapshot = (
            delta_channels_to_snapshot(self.channels, new_counters)
+            | self._delta_channels_with_overwrite
            if do_checkpoint
            else set()
        )
@@ -1135,6 +1153,8 @@ class PregelLoop:
        )
        for k in channels_to_snapshot:
            new_counters[k] = (0, 0)
+        if do_checkpoint:
+            self._delta_channels_with_overwrite.difference_update(channels_to_snapshot)
        non_zero = {k: v for k, v in new_counters.items() if v != (0, 0)}
        if non_zero:
            self.checkpoint_metadata["counters_since_delta_snapshot"] = non_zero
@@ -1217,7 +1237,10 @@ class PregelLoop:
        counters = dict(
            self.checkpoint_metadata.get("counters_since_delta_snapshot") or {}
        )
-        channels_to_snapshot = delta_channels_to_snapshot(self.channels, counters)
+        channels_to_snapshot = (
+            delta_channels_to_snapshot(self.channels, counters)
+            | self._delta_channels_with_overwrite
+        )

        pending = [
            (step, tid, ch, v)
@@ -1272,7 +1295,7 @@ class PregelLoop:
            },
        )
        for (step, tid), entries in grouped.items():
-            synth_tid = f"{step:08d}-{tid}"
+            synth_tid = exit_delta_task_id(step, tid)
            if self.checkpointer_put_writes_accepts_task_path:
                fut = self.submit(
                    self.checkpointer_put_writes,
@@ -1661,6 +1684,7 @@ class SyncPregelLoop(PregelLoop, AbstractContextManager):
        )
        self._delta_write_futs = []
        self._error_handler_write_futs = []
+        self._delta_channels_with_overwrite = set()
        self._exit_delta_writes = (
            [] if self.durability == "exit" and self.checkpointer is not None else None
        )
@@ -1918,6 +1942,7 @@ class AsyncPregelLoop(PregelLoop, AbstractAsyncContextManager):
        )
        self._delta_write_futs = []
        self._error_handler_write_futs = []
+        self._delta_channels_with_overwrite = set()
        self._exit_delta_writes = (
            [] if self.durability == "exit" and self.checkpointer is not None else None
        )
@@ -132,7 +132,9 @@ from langgraph.pregel._checkpoint import (
    channels_from_checkpoint,
    copy_checkpoint,
    create_checkpoint,
+    create_checkpoint_plan_for_update_state_api,
    empty_checkpoint,
+    get_updated_channels_from_tasks,
 )
 from langgraph.pregel._draw import draw_graph
 from langgraph.pregel._io import map_input, read_channels
@@ -1995,13 +1997,14 @@ class Pregel(
                        },
                    ),
                )
-            # save task writes
-            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 saved and channel_writes:
-                    checkpointer.put_writes(checkpoint_config, channel_writes, task_id)
-            # apply to checkpoint and save
+            updated_channels = get_updated_channels_from_tasks(run_tasks)
+            if saved is not None:
+                for task_id, task in zip(run_task_ids, run_tasks):
+                    channel_writes = [w for w in task.writes if w[0] != PUSH]
+                    if channel_writes:
+                        checkpointer.put_writes(
+                            checkpoint_config, channel_writes, task_id
+                        )
            apply_writes(
                checkpoint,
                channels,
@@ -2009,21 +2012,35 @@ class Pregel(
                checkpointer.get_next_version,
                self.trigger_to_nodes,
            )
-            checkpoint = create_checkpoint(checkpoint, channels, step + 1)
+            channels_to_snapshot, checkpoint_metadata = (
+                create_checkpoint_plan_for_update_state_api(
+                    channels,
+                    updated_channels,
+                    step=step + 1,
+                    parents=saved.metadata.get("parents", {}) if saved else {},
+                    saved_metadata=saved.metadata if saved else None,
+                    is_fresh_thread=saved is None,
+                )
+            )
+            checkpoint = create_checkpoint(
+                checkpoint,
+                channels,
+                step + 1,
+                updated_channels=updated_channels if channels_to_snapshot else None,
+                get_next_version=checkpointer.get_next_version
+                if channels_to_snapshot
+                else None,
+                channels_to_snapshot=channels_to_snapshot,
+            )
            next_config = checkpointer.put(
                checkpoint_config,
                checkpoint,
-                {
-                    "source": "update",
-                    "step": step + 1,
-                    "parents": saved.metadata.get("parents", {}) if saved else {},
-                },
+                checkpoint_metadata,
                get_new_channel_versions(
                    checkpoint_previous_versions, checkpoint["channel_versions"]
                ),
            )
            for task_id, task in zip(run_task_ids, run_tasks):
-                # save push writes
                if push_writes := [w for w in task.writes if w[0] == PUSH]:
                    checkpointer.put_writes(next_config, push_writes, task_id)

@@ -2440,15 +2457,14 @@ class Pregel(
                        },
                    ),
                )
-            # save task writes
-            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 saved and channel_writes:
-                    await checkpointer.aput_writes(
-                        checkpoint_config, channel_writes, task_id
-                    )
-            # apply to checkpoint and save
+            updated_channels = get_updated_channels_from_tasks(run_tasks)
+            if saved is not None:
+                for task_id, task in zip(run_task_ids, run_tasks):
+                    channel_writes = [w for w in task.writes if w[0] != PUSH]
+                    if channel_writes:
+                        await checkpointer.aput_writes(
+                            checkpoint_config, channel_writes, task_id
+                        )
            apply_writes(
                checkpoint,
                channels,
@@ -2456,22 +2472,35 @@ class Pregel(
                checkpointer.get_next_version,
                self.trigger_to_nodes,
            )
-            checkpoint = create_checkpoint(checkpoint, channels, step + 1)
-            # save checkpoint, after applying writes
+            channels_to_snapshot, checkpoint_metadata = (
+                create_checkpoint_plan_for_update_state_api(
+                    channels,
+                    updated_channels,
+                    step=step + 1,
+                    parents=saved.metadata.get("parents", {}) if saved else {},
+                    saved_metadata=saved.metadata if saved else None,
+                    is_fresh_thread=saved is None,
+                )
+            )
+            checkpoint = create_checkpoint(
+                checkpoint,
+                channels,
+                step + 1,
+                updated_channels=updated_channels if channels_to_snapshot else None,
+                get_next_version=checkpointer.get_next_version
+                if channels_to_snapshot
+                else None,
+                channels_to_snapshot=channels_to_snapshot,
+            )
            next_config = await checkpointer.aput(
                checkpoint_config,
                checkpoint,
-                {
-                    "source": "update",
-                    "step": step + 1,
-                    "parents": saved.metadata.get("parents", {}) if saved else {},
-                },
+                checkpoint_metadata,
                get_new_channel_versions(
                    checkpoint_previous_versions, checkpoint["channel_versions"]
                ),
            )
            for task_id, task in zip(run_task_ids, run_tasks):
-                # save push writes
                if push_writes := [w for w in task.writes if w[0] == PUSH]:
                    await checkpointer.aput_writes(next_config, push_writes, task_id)
            return patch_checkpoint_map(next_config, saved.metadata if saved else None)
@@ -2835,7 +2864,9 @@ class Pregel(
                config[CONF][CONFIG_KEY_DURABILITY] = durability_

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

            runtime = Runtime(
@@ -3276,7 +3307,9 @@ class Pregel(
                config[CONF][CONFIG_KEY_DURABILITY] = durability_

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

            runtime = Runtime(
@@ -4253,6 +4286,23 @@ 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:
@@ -132,13 +132,23 @@ class GraphRunStream:
    def abort(self) -> None:
        """Stop the run early.

-        Closes the mux and marks the stream exhausted. The graph
-        iterator is dropped; any in-flight nodes see the closure on
-        their next yield point. Idempotent.
+        Closes the underlying graph iterator (propagating `GeneratorExit`
+        so in-flight nodes and subgraphs are cancelled), closes the mux,
+        and marks the stream exhausted. Idempotent.
        """
        if self._exhausted:
            return
        self._exhausted = True
+        graph_iter = self._graph_iter
+        self._graph_iter = None
+        if (
+            graph_iter is not None
+            and (close := getattr(graph_iter, "close", None)) is not None
+        ):
+            try:
+                close()
+            except Exception:
+                pass
        try:
            self._mux.close()
        except Exception:
@@ -348,6 +358,8 @@ class AsyncGraphRunStream:
        self._scope_list: list[str] = list(mux.scope)
        self._pump_cond = asyncio.Condition()
        self._pumping = False
+        self._anext_task: asyncio.Future[Any] | None = None
+        self._aborting = False
        for key in mux.native_keys:
            setattr(self, key, mux.extensions[key])
        if wire_pump:
@@ -407,7 +419,25 @@ class AsyncGraphRunStream:

        try:
            try:
-                part = await self._graph_aiter.__anext__()
+                # Run the pull as a child task so `abort()` can cancel it
+                # mid-flight. Cancelling propagates `CancelledError` into the
+                # graph generator frame -> Pregel loop -> nested subgraph
+                # nodes, which a bare `aclose()` cannot do while the generator
+                # is running ("asynchronous generator is already running").
+                self._anext_task = asyncio.ensure_future(self._graph_aiter.__anext__())
+                try:
+                    part = await self._anext_task
+                except asyncio.CancelledError:
+                    if self._aborting:
+                        # Abort-initiated cancel: stop gracefully.
+                        self._exhausted = True
+                        return False
+                    # Genuine external cancel of this task: also stop the
+                    # in-flight pull, then propagate.
+                    self._anext_task.cancel()
+                    raise
+                finally:
+                    self._anext_task = None
                event = convert_to_protocol_event(part)
                self._observe_event(event)
                await self._mux.apush(event)
@@ -428,15 +458,40 @@ class AsyncGraphRunStream:
    async def abort(self) -> None:
        """Stop the run early.

-        Marks the stream exhausted, wakes any pump-waiters, and closes
-        the mux. Any `apush` blocked on backpressure wakes and returns
-        without appending. Idempotent.
+        Marks the stream exhausted and wakes any pump-waiters. Cancels an
+        in-flight pull if one is running, then closes the underlying graph
+        iterator, so running nodes and nested subgraphs are cancelled
+        whether or not a pump is mid-pull. Closes the mux; any `apush`
+        blocked on backpressure wakes and returns without appending.
+        Idempotent.
        """
        async with self._pump_cond:
            if self._exhausted:
                return
            self._exhausted = True
+            self._aborting = True
+            graph_aiter = self._graph_aiter
+            self._graph_aiter = None
+            anext_task = self._anext_task
            self._pump_cond.notify_all()
+        # If a pump is mid-pull, cancel it so the cancellation propagates
+        # into running nodes and nested subgraphs. Once it settles the
+        # generator is no longer running, so the `aclose()` below is a safe
+        # final cleanup (and handles the no-in-flight-pull case directly).
+        if anext_task is not None and not anext_task.done():
+            anext_task.cancel()
+            try:
+                await anext_task
+            except (asyncio.CancelledError, Exception):
+                pass
+        if (
+            graph_aiter is not None
+            and (aclose := getattr(graph_aiter, "aclose", None)) is not None
+        ):
+            try:
+                await aclose()
+            except Exception:
+                pass
        try:
            await self._mux.aclose()
        except Exception:
@@ -419,6 +419,11 @@ class _TasksLifecycleBase(StreamTransformer):
        # `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

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

@@ -431,10 +436,11 @@ class _TasksLifecycleBase(StreamTransformer):
        ns: tuple[str, ...],
        graph_name: str | None,
        trigger_call_id: str | None,
-        *,
-        cause: LifecycleCause | None = None,
    ) -> None:
-        """Fired once per discovered namespace (first observed task event)."""
+        """Fired once per discovered namespace (first observed task event).
+
+        The triggering `cause` (if any) is available as `self._pending_cause`.
+        """
        raise NotImplementedError

    def _on_terminal(
@@ -532,7 +538,10 @@ class _TasksLifecycleBase(StreamTransformer):
            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)}
-        self._on_started(ns, graph_name, trigger_call_id, cause=cause)
+        # 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

@@ -631,8 +640,6 @@ class LifecycleTransformer(_TasksLifecycleBase):
        ns: tuple[str, ...],
        graph_name: str | None,
        trigger_call_id: str | None,
-        *,
-        cause: LifecycleCause | None = None,
    ) -> None:
        if trigger_call_id is None:
            # Without a task id we can't correlate a parent-result
@@ -643,6 +650,7 @@ class LifecycleTransformer(_TasksLifecycleBase):
        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
        self._channel.push(payload)
@@ -707,8 +715,6 @@ class SubgraphTransformer(_TasksLifecycleBase):
        ns: tuple[str, ...],
        graph_name: str | None,
        trigger_call_id: str | None,
-        *,
-        cause: LifecycleCause | None = None,
    ) -> None:
        if self._mux is None:
            return
@@ -717,10 +723,9 @@ class SubgraphTransformer(_TasksLifecycleBase):
        except RuntimeError:
            return
        handle_cls = AsyncSubgraphRunStream if child_mux.is_async else SubgraphRunStream
-        # `cause` is intentionally ignored here: it is a wire/lifecycle-channel
-        # concern (carried on `LifecyclePayload`), not something the in-process
-        # subgraph navigation handle exposes. The argument is accepted only to
-        # keep the `_on_started` template signature uniform across transformers.
+        # 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,
@@ -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 mypy issues
+# because the typing module TypeVars have defaults that cause type checker issues
 # when used in standalone type aliases.
 StateT = TypeVar("StateT")
 OutputT = TypeVar("OutputT")
@@ -976,3 +976,9 @@ class Overwrite:

    value: Any
    """The value to write directly to the channel, bypassing any reducer."""
+
+    type: Literal["__overwrite__"] = "__overwrite__"
+    """Discriminator field. Lets the channel reducer recognise an `Overwrite`
+    even after its dataclass form is JSON-serialised and the typed instance
+    is lost (e.g. an `orjson`-encoded state update routed through the
+    LangGraph API server)."""
@@ -4,7 +4,7 @@ build-backend = "hatchling.build"

 [project]
 name = "langgraph"
-version = "1.2.3"
+version = "1.2.9"
 description = "Building stateful, multi-actor applications with LLMs"
 authors = []
 requires-python = ">=3.10"
@@ -24,7 +24,7 @@ classifiers = [
    'Programming Language :: Python :: 3.13',
 ]
 dependencies = [
-    "langchain-core>=1.4.0,<2",
+    "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",
@@ -69,8 +69,8 @@ test = [
    "redis",
 ]
 lint = [
-    "mypy",
    "ruff",
+    "ty",
    "types-requests",
 ]
 dev = [
@@ -99,15 +99,24 @@ target-version = "py310"
 [tool.ruff.lint.flake8-tidy-imports.banned-api]
 "typing.TypedDict".msg = "Use typing_extensions.TypedDict instead."

-[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.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.coverage.run]
 omit = ["tests/*"]
@@ -186,6 +186,50 @@ def test_delta_channel_overwrite() -> None:
    assert ch.get()[0].content == "new"


+def test_overwrite_dataclass_form_survives_json_roundtrip() -> None:
+    """`Overwrite` serialised with `orjson` collapses to a plain dict but
+    must still be recognised as an overwrite by the channel reducer.
+
+    Without the `type` discriminator the dataclass-erased shape (`{"value":
+    ...}`) is indistinguishable from a literal channel value, and downstream
+    reducers raise `MESSAGE_COERCION_FAILURE` (or similar) on read.
+    """
+    import orjson
+
+    from langgraph._internal._constants import OVERWRITE
+    from langgraph.channels.binop import _get_overwrite
+
+    ow = Overwrite(value=[HumanMessage(content="new", id="h2")])
+    erased = orjson.loads(orjson.dumps(ow, default=lambda o: o.model_dump()))
+
+    assert erased["type"] == OVERWRITE
+    is_overwrite, value = _get_overwrite(erased)
+    assert is_overwrite
+    assert isinstance(value, list)
+    assert value[0]["content"] == "new"
+
+
+def test_overwrite_sentinel_dict_still_recognised() -> None:
+    """The pre-existing `{"__overwrite__": value}` dict form continues to be
+    recognised. This is the canonical sentinel emitted by producers that do
+    not have an `Overwrite` dataclass available."""
+    from langgraph._internal._constants import OVERWRITE
+    from langgraph.channels.binop import _get_overwrite
+
+    is_overwrite, value = _get_overwrite({OVERWRITE: ["b"]})
+    assert is_overwrite
+    assert value == ["b"]
+
+
+def test_overwrite_non_matching_dict_not_recognised() -> None:
+    """Dicts that resemble the erased shape but do not carry the
+    `__overwrite__` discriminator must not be misclassified as overwrites."""
+    from langgraph.channels.binop import _get_overwrite
+
+    assert _get_overwrite({"value": ["b"]}) == (False, None)
+    assert _get_overwrite({"type": "human", "value": "hi"}) == (False, None)
+
+
 def test_delta_channel_remove_message_and_replay() -> None:
    """RemoveMessage must round-trip correctly when writes are replayed."""
    spec = DeltaChannel(_messages_delta_reducer, list)
@@ -397,6 +441,93 @@ def test_delta_channel_inmemory_saver_assembles_writes() -> None:
    assert len(state.values["messages"]) == 4  # 2 human + 2 AI


+def test_delta_channel_overwrite_superstep_snapshots() -> None:
+    def reducer(state: list[str], writes: Sequence[list[str]]) -> list[str]:
+        result = list(state)
+        for write in writes:
+            result.extend(write)
+        return result
+
+    class State(TypedDict):
+        items: Annotated[
+            list[str], DeltaChannel(reducer, list, snapshot_frequency=1000)
+        ]
+
+    def node_a(state: State) -> dict:
+        return {"items": ["a"]}
+
+    def node_b(state: State) -> dict:
+        return {"items": Overwrite(["b"])}
+
+    def node_c(state: State) -> dict:
+        return {"items": ["c"]}
+
+    builder = StateGraph(State)
+    builder.add_node("node_a", node_a)
+    builder.add_node("node_b", node_b)
+    builder.add_node("node_c", node_c)
+    builder.add_edge(START, "node_a")
+    builder.add_edge("node_a", "node_b")
+    builder.add_edge("node_a", "node_c")
+
+    saver = InMemorySaver()
+    graph = builder.compile(checkpointer=saver)
+    config = {"configurable": {"thread_id": "overwrite-snapshot"}}
+
+    result = graph.invoke({"items": ["START"]}, config)
+    assert result == {"items": ["b"]}
+
+    saved = saver.get_tuple(config)
+    assert saved is not None
+    snapshot = saved.checkpoint["channel_values"].get("items")
+    assert isinstance(snapshot, _DeltaSnapshot)
+    assert snapshot.value == ["b"]
+    assert saved.metadata.get("counters_since_delta_snapshot", {}).get("items") is None
+
+
+def test_delta_channel_replay_after_overwrite_snapshot() -> None:
+    def reducer(state: list[str], writes: Sequence[list[str]]) -> list[str]:
+        result = list(state)
+        for write in writes:
+            result.extend(write)
+        return result
+
+    class State(TypedDict):
+        items: Annotated[
+            list[str], DeltaChannel(reducer, list, snapshot_frequency=1000)
+        ]
+
+    calls = 0
+
+    def node(state: State) -> dict:
+        nonlocal calls
+        calls += 1
+        if calls == 1:
+            return {"items": Overwrite(["reset"])}
+        return {"items": ["after"]}
+
+    builder = StateGraph(State)
+    builder.add_node("node", node)
+    builder.add_edge(START, "node")
+
+    saver = InMemorySaver()
+    graph = builder.compile(checkpointer=saver)
+    config = {"configurable": {"thread_id": "overwrite-replay"}}
+
+    assert graph.invoke({"items": ["before"]}, config) == {"items": ["reset"]}
+    first_saved = saver.get_tuple(config)
+    assert first_saved is not None
+    assert isinstance(
+        first_saved.checkpoint["channel_values"].get("items"), _DeltaSnapshot
+    )
+
+    assert graph.invoke({"items": []}, config) == {"items": ["reset", "after"]}
+    second_saved = saver.get_tuple(config)
+    assert second_saved is not None
+    assert "items" not in second_saved.checkpoint["channel_values"]
+    assert graph.get_state(config).values == {"items": ["reset", "after"]}
+
+
 # ---------------------------------------------------------------------------
 # DeltaChannel — dict reducer
 # ---------------------------------------------------------------------------
@@ -6,6 +6,7 @@ channel), lazy stub creation when no parent exists, and proper read-path
 reconstruction via ancestor walks.
 """

+import uuid
 from typing import Annotated, Any

 import pytest
@@ -17,10 +18,28 @@ 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
+from langgraph.pregel._checkpoint import exit_delta_task_id

 pytestmark = pytest.mark.anyio


+def test_exit_delta_task_id_is_valid_uuid_and_ordered() -> None:
+    """Exit-mode synthetic task ids must parse as UUID and sort by superstep."""
+    tid = "4f7226e4-0270-bf16-1ef8-fb321bef9f3d"
+    id1 = exit_delta_task_id(1, tid)
+    id7 = exit_delta_task_id(7, tid)
+
+    uuid.UUID(id1)
+    uuid.UUID(id7)
+    assert id1 < id7
+    assert id1.split("-")[0] == "00000001"
+    assert id7.split("-")[0] == "00000007"
+    assert id1.endswith("-0270-bf16-1ef8-fb321bef9f3d")
+
+    with pytest.raises(ValueError):
+        uuid.UUID(f"00000001-{tid}")
+
+
 def _build_graph(
    checkpointer: InMemorySaver,
    *,
@@ -0,0 +1,340 @@
+"""Tests for `update_state` / `aupdate_state` against `DeltaChannel`.
+
+Regression suite for deepagents#3774 and Postgres read-path compatibility.
+
+Fresh-thread ``update_state`` force-snapshots DeltaChannels (1.2.8). Non-fresh
+``update_state`` persists ``checkpoint_writes`` on the parent, advances
+``counters_since_delta_snapshot`` on the new head, and snapshots when a
+channel reaches ``snapshot_frequency`` (mirroring normal run cadence).
+
+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)
+* fresh-thread head is snapshotted; non-fresh heads carry delta replay counters
+"""
+
+from typing import Annotated, Any
+
+import pytest
+from langchain_core.messages import HumanMessage
+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 START, StateGraph
+from langgraph.graph.message import _messages_delta_reducer
+
+pytestmark = pytest.mark.anyio
+
+
+def _build_graph(
+    checkpointer: InMemorySaver,
+    *,
+    two_nodes: bool = False,
+    snapshot_frequency: int = 1000,
+) -> 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, snapshot_frequency=snapshot_frequency
+    )
+    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"]
+
+
+def test_fresh_update_state_head_snapshots_delta_channel() -> None:
+    saver = InMemorySaver()
+    graph = _build_graph(saver)
+    config = {"configurable": {"thread_id": "fresh-head-snapshot"}}
+
+    graph.update_state(
+        config,
+        {"messages": [HumanMessage(content="hello", id="m1")]},
+        as_node="model",
+    )
+
+    head = saver.get_tuple(config)
+    assert head is not None
+    assert isinstance(head.checkpoint["channel_values"].get("messages"), _DeltaSnapshot)
+    assert head.metadata is not None
+    assert "counters_since_delta_snapshot" not in head.metadata
+
+
+# ---------------------------------------------------------------------------
+# Non-fresh thread: update_state after invoke
+# ---------------------------------------------------------------------------
+
+
+def test_update_state_after_invoke_delta_channel() -> None:
+    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"]
+
+    head = saver.get_tuple(config)
+    assert head is not None
+    assert "messages" not in head.checkpoint["channel_values"]
+    assert head.metadata is not None
+    assert head.metadata["counters_since_delta_snapshot"]["messages"] == [2, 4]
+
+
+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:
+    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"]
+
+    head = saver.get_tuple(config)
+    assert head is not None
+    assert "messages" not in head.checkpoint["channel_values"]
+    assert head.metadata is not None
+    assert head.metadata["counters_since_delta_snapshot"]["messages"] == [1, 1]
+
+
+def test_update_state_snapshots_at_frequency() -> None:
+    """Non-fresh update_state snapshots when counters reach snapshot_frequency."""
+    saver = InMemorySaver()
+    graph = _build_graph(saver, snapshot_frequency=1)
+    config = {"configurable": {"thread_id": "snapshot-at-freq"}}
+
+    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"]
+
+    head = saver.get_tuple(config)
+    assert head is not None
+    assert isinstance(head.checkpoint["channel_values"].get("messages"), _DeltaSnapshot)
+    assert head.metadata is not None
+    assert "counters_since_delta_snapshot" not in head.metadata
+
+
+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 fresh-thread checkpoint shape
+# ---------------------------------------------------------------------------
+
+
+def test_state_history_chain_after_fresh_update_state_delta_channel() -> None:
+    """A fresh-thread `update_state` should produce a single self-contained
+    checkpoint visible via `get_state_history`: step=0, `source='update'`,
+    no parent, with the DeltaChannel value snapshotted inline."""
+    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",
+    )
+
+    history = list(graph.get_state_history(config))
+    assert len(history) == 1
+
+    (update_snapshot,) = history
+    assert update_snapshot.metadata is not None
+    assert update_snapshot.metadata["source"] == "update"
+    assert update_snapshot.metadata["step"] == 0
+    assert update_snapshot.parent_config is None
+    assert [m.content for m in update_snapshot.values["messages"]] == ["hello"]
@@ -9,6 +9,7 @@ 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
@@ -1399,6 +1400,7 @@ 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},
            },
        ),
        (
@@ -1461,6 +1463,7 @@ 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},
            },
        ),
    ]
@@ -1513,6 +1516,7 @@ 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},
            },
        ),
    ]
@@ -6884,6 +6888,7 @@ def test_weather_subgraph(
                    "ls_provider": "fakemessageslistchatmodel",
                    "ls_model_type": "chat",
                    "ls_integration": "langchain_chat_model",
+                    "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
                },
            ),
        ),
@@ -6911,6 +6916,7 @@ def test_weather_subgraph(
                    "ls_provider": "fakemessageslistchatmodel",
                    "ls_model_type": "chat",
                    "ls_integration": "langchain_chat_model",
+                    "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
                },
            ),
        ),
@@ -6947,6 +6953,7 @@ def test_weather_subgraph(
                "ls_provider": "fakemessageslistchatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
+                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
    ]
@@ -11,6 +11,7 @@ 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
@@ -1150,6 +1151,7 @@ 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},
            },
        ),
        (
@@ -1212,6 +1214,7 @@ 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},
            },
        ),
    ]
@@ -1264,6 +1267,7 @@ 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},
            },
        ),
    ]
@@ -3981,6 +3985,7 @@ async def test_weather_subgraph(
                    "ls_provider": "fakemessageslistchatmodel",
                    "ls_model_type": "chat",
                    "ls_integration": "langchain_chat_model",
+                    "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
                },
            ),
        ),
@@ -4008,6 +4013,7 @@ async def test_weather_subgraph(
                    "ls_provider": "fakemessageslistchatmodel",
                    "ls_model_type": "chat",
                    "ls_integration": "langchain_chat_model",
+                    "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
                },
            ),
        ),
@@ -4044,6 +4050,7 @@ async def test_weather_subgraph(
                "ls_provider": "fakemessageslistchatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
+                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
    ]
@@ -23,6 +23,7 @@ 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,
@@ -2754,23 +2755,26 @@ def test_in_one_fan_out_state_graph_waiting_edge_plus_regular(
        "answer": "doc1,doc2,doc3,doc4",
    }

-    assert [*app.stream({"query": "what is weather in sf"})] in (
-        [
-            {"rewrite_query": {"query": "query: what is weather in sf"}},
-            {"qa": {"answer": ""}},
-            {"analyzer_one": {"query": "analyzed: query: what is weather in sf"}},
-            {"retriever_two": {"docs": ["doc3", "doc4"]}},
-            {"retriever_one": {"docs": ["doc1", "doc2"]}},
-            {"qa": {"answer": "doc1,doc2,doc3,doc4"}},
-        ],
-        [
-            {"rewrite_query": {"query": "query: what is weather in sf"}},
-            {"analyzer_one": {"query": "analyzed: query: what is weather in sf"}},
-            {"qa": {"answer": ""}},
-            {"retriever_two": {"docs": ["doc3", "doc4"]}},
-            {"retriever_one": {"docs": ["doc1", "doc2"]}},
-            {"qa": {"answer": "doc1,doc2,doc3,doc4"}},
-        ],
+    rewrite = {"rewrite_query": {"query": "query: what is weather in sf"}}
+    analyzer = {"analyzer_one": {"query": "analyzed: query: what is weather in sf"}}
+    empty_qa = {"qa": {"answer": ""}}
+    retriever_one_result = {"retriever_one": {"docs": ["doc1", "doc2"]}}
+    retriever_two_result = {"retriever_two": {"docs": ["doc3", "doc4"]}}
+
+    def assert_valid_stream_order(
+        chunks: list[dict[str, Any]], terminal: dict[str, Any]
+    ) -> None:
+        assert chunks[0] == rewrite
+        assert chunks[-1] == terminal
+        middle = chunks[1:-1]
+        assert sorted(middle, key=repr) == sorted(
+            [empty_qa, analyzer, retriever_one_result, retriever_two_result], key=repr
+        )
+        assert middle.index(analyzer) < middle.index(retriever_one_result)
+
+    assert_valid_stream_order(
+        [*app.stream({"query": "what is weather in sf"})],
+        {"qa": {"answer": "doc1,doc2,doc3,doc4"}},
    )

    app_w_interrupt = workflow.compile(
@@ -2779,25 +2783,9 @@ def test_in_one_fan_out_state_graph_waiting_edge_plus_regular(
    )
    config = {"configurable": {"thread_id": "1"}}

-    assert [
-        c for c in app_w_interrupt.stream({"query": "what is weather in sf"}, config)
-    ] in (
-        [
-            {"rewrite_query": {"query": "query: what is weather in sf"}},
-            {"qa": {"answer": ""}},
-            {"analyzer_one": {"query": "analyzed: query: what is weather in sf"}},
-            {"retriever_two": {"docs": ["doc3", "doc4"]}},
-            {"retriever_one": {"docs": ["doc1", "doc2"]}},
-            {"__interrupt__": ()},
-        ],
-        [
-            {"rewrite_query": {"query": "query: what is weather in sf"}},
-            {"analyzer_one": {"query": "analyzed: query: what is weather in sf"}},
-            {"qa": {"answer": ""}},
-            {"retriever_two": {"docs": ["doc3", "doc4"]}},
-            {"retriever_one": {"docs": ["doc1", "doc2"]}},
-            {"__interrupt__": ()},
-        ],
+    assert_valid_stream_order(
+        [c for c in app_w_interrupt.stream({"query": "what is weather in sf"}, config)],
+        {"__interrupt__": ()},
    )

    assert [c for c in app_w_interrupt.stream(None, config)] == [
@@ -6290,14 +6278,15 @@ def test_sync_streaming_with_functional_api() -> None:
    rather than have all the results arrive at once after the graph has completed.

    The time of arrival between the two updates corresponding to the two `slow` tasks
-    should be greater than the time delay between the two tasks.
+    should be roughly the task delay. If results are buffered until graph completion,
+    the two updates arrive back-to-back instead.
    """

    time_delay = 0.05

    @task()
    def slow() -> dict:
-        time.sleep(time_delay)  # Simulate a delay of 10 ms
+        time.sleep(time_delay)
        return {"tic": time.monotonic()}

    @entrypoint()
@@ -6315,8 +6304,9 @@ def test_sync_streaming_with_functional_api() -> None:

    assert len(arrival_times) == 2
    delta = arrival_times[1] - arrival_times[0]
-    # Delta cannot be less than 10 ms if it is streaming as results are generated.
-    assert delta > time_delay
+    # Allow a small amount of scheduler jitter while still verifying the chunks
+    # arrived separately rather than back-to-back after graph completion.
+    assert delta > time_delay * 0.8


 def test_entrypoint_without_checkpointer() -> None:
@@ -6923,6 +6913,7 @@ 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"],
            },
        )
@@ -24,6 +24,7 @@ from langchain_core.language_models import GenericFakeChatModel
 from langchain_core.messages import HumanMessage
 from langchain_core.runnables import RunnableConfig, RunnableLambda, RunnablePassthrough
 from langchain_core.utils.aiter import aclosing
+from langchain_core.version import VERSION as LANGCHAIN_CORE_VERSION
 from langgraph.cache.base import BaseCache
 from langgraph.checkpoint.base import (
    BaseCheckpointSaver,
@@ -7604,6 +7605,7 @@ async 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"],
            },
        )
@@ -8761,280 +8763,117 @@ async def test_imp_exception(
        {"my_workflow": "done"},
    ]

-    assert [c async for c in my_workflow.astream_events(1, thread1)] == [
-        {
-            "event": "on_chain_start",
-            "data": {"input": 1},
-            "name": "LangGraph",
-            "tags": [],
-            "run_id": AnyStr(),
-            "metadata": {"thread_id": "1", "ls_integration": "langgraph"},
-            "parent_ids": [],
-        },
-        {
-            "event": "on_chain_start",
-            "data": {"input": 1},
-            "name": "my_workflow",
-            "tags": ["graph:step:4"],
-            "run_id": AnyStr(),
-            "metadata": {
-                "thread_id": "1",
-                "ls_integration": "langgraph",
-                "langgraph_step": 4,
-                "langgraph_node": "my_workflow",
-                "langgraph_triggers": ("__start__",),
-                "langgraph_path": ("__pregel_pull", "my_workflow"),
-                "langgraph_checkpoint_ns": AnyStr(),
-            },
-            "parent_ids": [AnyStr()],
-        },
-        {
-            "event": "on_chain_start",
-            "data": {"input": {"number": 1}},
-            "name": "my_task",
-            "tags": ["seq:step:1"],
-            "run_id": AnyStr(),
-            "metadata": {
-                "thread_id": "1",
-                "ls_integration": "langgraph",
-                "langgraph_step": 4,
-                "langgraph_node": "my_task",
-                "langgraph_triggers": ("__pregel_push",),
-                "langgraph_path": (
-                    "__pregel_push",
-                    ("__pregel_pull", "my_workflow"),
-                    2,
-                    True,
-                ),
-                "langgraph_checkpoint_ns": AnyStr(),
-            },
-            "parent_ids": [
-                AnyStr(),
-                AnyStr(),
-            ],
-        },
-        {
-            "event": "on_chain_stream",
-            "run_id": AnyStr(),
-            "name": "my_task",
-            "tags": ["seq:step:1"],
-            "metadata": {
-                "thread_id": "1",
-                "ls_integration": "langgraph",
-                "langgraph_step": 4,
-                "langgraph_node": "my_task",
-                "langgraph_triggers": ("__pregel_push",),
-                "langgraph_path": (
-                    "__pregel_push",
-                    ("__pregel_pull", "my_workflow"),
-                    2,
-                    True,
-                ),
-                "langgraph_checkpoint_ns": AnyStr(),
-            },
-            "data": {"chunk": 2},
-            "parent_ids": [
-                AnyStr(),
-                AnyStr(),
-            ],
-        },
-        {
-            "event": "on_chain_end",
-            "data": {"output": 2, "input": {"number": 1}},
-            "run_id": AnyStr(),
-            "name": "my_task",
-            "tags": ["seq:step:1"],
-            "metadata": {
-                "thread_id": "1",
-                "ls_integration": "langgraph",
-                "langgraph_step": 4,
-                "langgraph_node": "my_task",
-                "langgraph_triggers": ("__pregel_push",),
-                "langgraph_path": (
-                    "__pregel_push",
-                    ("__pregel_pull", "my_workflow"),
-                    2,
-                    True,
-                ),
-                "langgraph_checkpoint_ns": AnyStr(),
-            },
-            "parent_ids": [
-                AnyStr(),
-                AnyStr(),
-            ],
-        },
-        {
-            "event": "on_chain_stream",
-            "run_id": AnyStr(),
-            "name": "LangGraph",
-            "tags": [],
-            "metadata": {"thread_id": "1", "ls_integration": "langgraph"},
-            "data": {"chunk": {"my_task": 2}},
-            "parent_ids": [],
-        },
-        {
-            "event": "on_chain_start",
-            "data": {"input": {"number": 1}},
-            "name": "task_with_exception",
-            "tags": ["seq:step:1"],
-            "run_id": AnyStr(),
-            "metadata": {
-                "thread_id": "1",
-                "ls_integration": "langgraph",
-                "langgraph_step": 4,
-                "langgraph_node": "my_task",
-                "langgraph_triggers": ("__pregel_push",),
-                "langgraph_path": (
-                    "__pregel_push",
-                    ("__pregel_pull", "my_workflow"),
-                    2,
-                    True,
-                ),
-                "langgraph_checkpoint_ns": AnyStr(),
-            },
-            "parent_ids": [
-                AnyStr(),
-                AnyStr(),
-            ],
-        },
-        {
-            "event": "on_chain_start",
-            "data": {"input": {"number": 1}},
-            "name": "my_task",
-            "tags": ["seq:step:1"],
-            "run_id": AnyStr(),
-            "metadata": {
-                "thread_id": "1",
-                "ls_integration": "langgraph",
-                "langgraph_step": 4,
-                "langgraph_node": "my_task",
-                "langgraph_triggers": ("__pregel_push",),
-                "langgraph_path": (
-                    "__pregel_push",
-                    ("__pregel_pull", "my_workflow"),
-                    2,
-                    True,
-                ),
-                "langgraph_checkpoint_ns": AnyStr(),
-            },
-            "parent_ids": [
-                AnyStr(),
-                AnyStr(),
-            ],
-        },
-        {
-            "event": "on_chain_stream",
-            "run_id": AnyStr(),
-            "name": "my_task",
-            "tags": ["seq:step:1"],
-            "metadata": {
-                "thread_id": "1",
-                "ls_integration": "langgraph",
-                "langgraph_step": 4,
-                "langgraph_node": "my_task",
-                "langgraph_triggers": ("__pregel_push",),
-                "langgraph_path": (
-                    "__pregel_push",
-                    ("__pregel_pull", "my_workflow"),
-                    2,
-                    True,
-                ),
-                "langgraph_checkpoint_ns": AnyStr(),
-            },
-            "data": {"chunk": 2},
-            "parent_ids": [
-                AnyStr(),
-                AnyStr(),
-            ],
-        },
-        {
-            "event": "on_chain_end",
-            "data": {"output": 2, "input": {"number": 1}},
-            "run_id": AnyStr(),
-            "name": "my_task",
-            "tags": ["seq:step:1"],
-            "metadata": {
-                "thread_id": "1",
-                "ls_integration": "langgraph",
-                "langgraph_step": 4,
-                "langgraph_node": "my_task",
-                "langgraph_triggers": ("__pregel_push",),
-                "langgraph_path": (
-                    "__pregel_push",
-                    ("__pregel_pull", "my_workflow"),
-                    2,
-                    True,
-                ),
-                "langgraph_checkpoint_ns": AnyStr(),
-            },
-            "parent_ids": [
-                AnyStr(),
-                AnyStr(),
-            ],
-        },
-        {
-            "event": "on_chain_stream",
-            "run_id": AnyStr(),
-            "name": "my_workflow",
-            "tags": ["graph:step:4"],
-            "metadata": {
-                "thread_id": "1",
-                "ls_integration": "langgraph",
-                "langgraph_step": 4,
-                "langgraph_node": "my_workflow",
-                "langgraph_triggers": ("__start__",),
-                "langgraph_path": ("__pregel_pull", "my_workflow"),
-                "langgraph_checkpoint_ns": AnyStr(),
-            },
-            "data": {"chunk": "done"},
-            "parent_ids": [AnyStr()],
-        },
-        {
-            "event": "on_chain_stream",
-            "run_id": AnyStr(),
-            "name": "LangGraph",
-            "tags": [],
-            "metadata": {"thread_id": "1", "ls_integration": "langgraph"},
-            "data": {"chunk": {"my_task": 2}},
-            "parent_ids": [],
-        },
-        {
-            "event": "on_chain_end",
-            "data": {"output": "done", "input": 1},
-            "run_id": AnyStr(),
-            "name": "my_workflow",
-            "tags": ["graph:step:4"],
-            "metadata": {
-                "thread_id": "1",
-                "ls_integration": "langgraph",
-                "langgraph_step": 4,
-                "langgraph_node": "my_workflow",
-                "langgraph_triggers": ("__start__",),
-                "langgraph_path": ("__pregel_pull", "my_workflow"),
-                "langgraph_checkpoint_ns": AnyStr(),
-            },
-            "parent_ids": [AnyStr()],
-        },
-        {
-            "event": "on_chain_stream",
-            "run_id": AnyStr(),
-            "name": "LangGraph",
-            "tags": [],
-            "metadata": {"thread_id": "1", "ls_integration": "langgraph"},
-            "data": {"chunk": {"my_workflow": "done"}},
-            "parent_ids": [],
-        },
-        {
-            "event": "on_chain_end",
-            "data": {"output": "done"},
-            "run_id": AnyStr(),
-            "name": "LangGraph",
-            "tags": [],
-            "metadata": {"thread_id": "1", "ls_integration": "langgraph"},
-            "parent_ids": [],
-        },
+    events = [c async for c in my_workflow.astream_events(1, thread1)]
+    assert [(event["event"], event["name"]) for event in events] == [
+        ("on_chain_start", "LangGraph"),
+        ("on_chain_start", "my_workflow"),
+        ("on_chain_start", "my_task"),
+        ("on_chain_stream", "my_task"),
+        ("on_chain_end", "my_task"),
+        ("on_chain_stream", "LangGraph"),
+        ("on_chain_start", "task_with_exception"),
+        ("on_chain_start", "my_task"),
+        ("on_chain_stream", "my_task"),
+        ("on_chain_end", "my_task"),
+        ("on_chain_stream", "my_workflow"),
+        ("on_chain_stream", "LangGraph"),
+        ("on_chain_end", "my_workflow"),
+        ("on_chain_stream", "LangGraph"),
+        ("on_chain_end", "LangGraph"),
    ]

+    root_events = [event for event in events if event["name"] == "LangGraph"]
+    for event in root_events:
+        assert event["tags"] == []
+        assert event["metadata"]["thread_id"] == "1"
+        assert event["metadata"]["ls_integration"] == "langgraph"
+        assert event["parent_ids"] == []
+
+    workflow_events = [event for event in events if event["name"] == "my_workflow"]
+    for event in workflow_events:
+        assert event["tags"] == ["graph:step:4"]
+        metadata = event["metadata"]
+        assert metadata["thread_id"] == "1"
+        assert metadata["ls_integration"] == "langgraph"
+        assert metadata["langgraph_step"] == 4
+        assert metadata["langgraph_node"] == "my_workflow"
+        assert metadata["langgraph_triggers"] == ("__start__",)
+        assert metadata["langgraph_path"] == ("__pregel_pull", "my_workflow")
+        assert isinstance(metadata["langgraph_checkpoint_ns"], str)
+        assert len(event["parent_ids"]) == 1
+
+    task_events = [event for event in events if event["name"] == "my_task"]
+    assert len(task_events) == 6
+    for event in task_events:
+        assert event["tags"] == ["seq:step:1"]
+        metadata = event["metadata"]
+        assert metadata["thread_id"] == "1"
+        assert metadata["ls_integration"] == "langgraph"
+        assert metadata["langgraph_step"] == 4
+        assert metadata["langgraph_node"] == "my_task"
+        assert metadata["langgraph_triggers"] == ("__pregel_push",)
+        assert metadata["langgraph_path"][:2] == (
+            "__pregel_push",
+            ("__pregel_pull", "my_workflow"),
+        )
+        assert metadata["langgraph_path"][-1] is True
+        assert isinstance(metadata["langgraph_checkpoint_ns"], str)
+        assert len(event["parent_ids"]) == 2
+
+    task_with_exception_event = next(
+        event for event in events if event["name"] == "task_with_exception"
+    )
+    assert task_with_exception_event["event"] == "on_chain_start"
+    assert task_with_exception_event["data"] == {"input": {"number": 1}}
+    assert task_with_exception_event["tags"] == ["seq:step:1"]
+    metadata = task_with_exception_event["metadata"]
+    assert metadata["thread_id"] == "1"
+    assert metadata["ls_integration"] == "langgraph"
+    assert metadata["langgraph_step"] == 4
+    assert metadata["langgraph_node"] == "task_with_exception"
+    assert metadata["langgraph_triggers"] == ("__pregel_push",)
+    assert metadata["langgraph_path"][:2] == (
+        "__pregel_push",
+        ("__pregel_pull", "my_workflow"),
+    )
+    assert metadata["langgraph_path"][-1] is True
+    assert isinstance(metadata["langgraph_checkpoint_ns"], str)
+    assert len(task_with_exception_event["parent_ids"]) == 2
+
+    assert [
+        event["data"]
+        for event in events
+        if event["event"] == "on_chain_stream" and event["name"] == "LangGraph"
+    ] == [
+        {"chunk": {"my_task": 2}},
+        {"chunk": {"my_task": 2}},
+        {"chunk": {"my_workflow": "done"}},
+    ]
+    assert [
+        event["data"]
+        for event in events
+        if event["event"] == "on_chain_stream" and event["name"] == "my_task"
+    ] == [{"chunk": 2}, {"chunk": 2}]
+    assert [
+        event["data"]
+        for event in events
+        if event["event"] == "on_chain_end" and event["name"] == "my_task"
+    ] == [
+        {"output": 2, "input": {"number": 1}},
+        {"output": 2, "input": {"number": 1}},
+    ]
+    assert [
+        event["data"]
+        for event in events
+        if event["event"] == "on_chain_stream" and event["name"] == "my_workflow"
+    ] == [{"chunk": "done"}]
+    assert [
+        event["data"]
+        for event in events
+        if event["event"] == "on_chain_end" and event["name"] == "my_workflow"
+    ] == [{"output": "done", "input": 1}]
+    assert events[-1]["data"] == {"output": "done"}
+

@pytest.mark.parametrize("with_timeout", [False, "inner", "outer", "both"])
@pytest.mark.parametrize("subgraph_persist", [True, False])
@@ -607,6 +607,164 @@ class TestStreamV2Async:
            _ = await anext(aiter(run.values))
        assert run._exhausted is True

+    async def test_abort_cancels_running_subgraph(self) -> None:
+        class CountState(TypedDict):
+            count: int
+
+        runs: list[int] = []
+
+        async def sub_node(state: CountState) -> dict:
+            runs.append(state["count"] + 1)
+            await asyncio.sleep(0.05)
+            return {"count": state["count"] + 1}
+
+        sub_graph = (
+            StateGraph(CountState)
+            .add_node("sub_node", sub_node)
+            .set_entry_point("sub_node")
+            .add_conditional_edges(
+                "sub_node",
+                lambda s: END if s["count"] >= 10 else "sub_node",
+            )
+            .compile()
+        )
+
+        async def main_node(state: CountState) -> None:
+            await sub_graph.ainvoke({"count": 0})
+
+        main_graph = (
+            StateGraph(CountState)
+            .add_node("main_node", main_node)
+            .set_entry_point("main_node")
+            .compile()
+        )
+
+        run = await main_graph.astream_events({"count": 0}, version="v3")
+        async for e in run:
+            if (
+                e["method"] == "values"
+                and e["params"]["namespace"]
+                and e["params"]["data"]["count"] >= 2
+            ):
+                break
+        await run.abort()
+        runs_at_abort = len(runs)
+        # Give the (now-cancelled) subgraph a chance to keep looping.
+        await asyncio.sleep(0.3)
+        assert len(runs) == runs_at_abort
+        assert len(runs) < 10
+
+    async def test_abort_cancels_deeply_nested_subgraph(self) -> None:
+        class CountState(TypedDict):
+            count: int
+
+        runs: list[int] = []
+
+        async def deep_node(state: CountState) -> dict:
+            runs.append(state["count"] + 1)
+            await asyncio.sleep(0.05)
+            return {"count": state["count"] + 1}
+
+        # Deepest graph loops until count >= 10.
+        graph = (
+            StateGraph(CountState)
+            .add_node("deep_node", deep_node)
+            .set_entry_point("deep_node")
+            .add_conditional_edges(
+                "deep_node",
+                lambda s: END if s["count"] >= 10 else "deep_node",
+            )
+            .compile()
+        )
+
+        # Wrap it three times: graph -> subgraph -> subgraph -> subgraph.
+        for _ in range(3):
+
+            async def caller(state: CountState, _child: Any = graph) -> dict:
+                return await _child.ainvoke({"count": 0})
+
+            graph = (
+                StateGraph(CountState)
+                .add_node("caller", caller)
+                .set_entry_point("caller")
+                .compile()
+            )
+
+        run = await graph.astream_events({"count": 0}, version="v3")
+        async for e in run:
+            if (
+                e["method"] == "values"
+                and e["params"]["namespace"]
+                and e["params"]["data"]["count"] >= 2
+            ):
+                break
+        await run.abort()
+        runs_at_abort = len(runs)
+        # Give the (now-cancelled) nested subgraph a chance to keep looping.
+        await asyncio.sleep(0.3)
+        assert len(runs) == runs_at_abort
+        assert len(runs) < 10
+
+    async def test_abort_cancels_subgraph_during_inflight_pump(self) -> None:
+        class CountState(TypedDict):
+            count: int
+
+        started = asyncio.Event()
+        cancelled = asyncio.Event()
+
+        async def sub_node(state: CountState) -> dict:
+            started.set()
+            try:
+                # Long-running node: still in flight when abort fires.
+                await asyncio.sleep(5)
+            except asyncio.CancelledError:
+                cancelled.set()
+                raise
+            return {"count": state["count"] + 1}
+
+        sub_graph = (
+            StateGraph(CountState)
+            .add_node("sub_node", sub_node)
+            .set_entry_point("sub_node")
+            .compile()
+        )
+
+        async def main_node(state: CountState) -> None:
+            await sub_graph.ainvoke({"count": 0})
+
+        main_graph = (
+            StateGraph(CountState)
+            .add_node("main_node", main_node)
+            .set_entry_point("main_node")
+            .compile()
+        )
+
+        run = await main_graph.astream_events({"count": 0}, version="v3")
+
+        # A consumer task drives the pump. Once the subgraph node is
+        # running, no further event is produced, so the consumer parks
+        # inside _apump_next awaiting graph_aiter.__anext__() — the
+        # generator is "running" and a plain aclose() would raise.
+        async def consume() -> None:
+            async for _e in run:
+                pass
+
+        consumer = asyncio.create_task(consume())
+        try:
+            await asyncio.wait_for(started.wait(), timeout=2.0)
+            # Let the consumer drain and park in __anext__.
+            await asyncio.sleep(0.05)
+            # Abort from a different task while the consumer is in __anext__.
+            await run.abort()
+            # The in-flight subgraph node must observe cancellation.
+            await asyncio.wait_for(cancelled.wait(), timeout=2.0)
+        finally:
+            consumer.cancel()
+            try:
+                await consumer
+            except asyncio.CancelledError:
+                pass
+
    async def test_extensions_has_native_keys(self) -> None:
        run = await _build_simple_graph().astream_events(
            {"value": "x", "items": []}, version="v3"
@@ -1164,3 +1164,57 @@ def test_execution_info_inherited_by_subgraph() -> None:
    # task_id appears in its own namespace segment
    assert main_info.task_id in main_info.checkpoint_ns
    assert sub_info.task_id in sub_info.checkpoint_ns
+
+
+def test_foreign_object_in_runtime_slot_is_coerced() -> None:
+    """A non-`Runtime` under `CONFIG_KEY_RUNTIME` is adopted, not crashed on,
+    and the `context` it carries is plumbed through.
+
+    Layers outside a run (e.g. a server's graph-factory path, like LangGraph
+    API) seed an object carrying `context`/`store` into the runtime slot. The
+    run must still execute (regression for `AttributeError: '...' object has no
+    attribute 'control'`), and `context` set at that level must reach nodes via
+    `merge` when no per-run `context` is provided. `store` is resolved
+    separately, so it is not read off the foreign object in the coercion.
+    """
+    from langgraph.store.memory import InMemoryStore
+
+    from langgraph._internal._constants import CONFIG_KEY_RUNTIME
+
+    store = InMemoryStore()
+    graph_level_context = {"source": "graph-level"}
+
+    class _ServerLikeRuntime:
+        """Carries context/store but is not a `Runtime` (no control/merge)."""
+
+        def __init__(self) -> None:
+            self.context = graph_level_context
+            self.store = store
+
+    seen: dict[str, Any] = {}
+
+    class State(TypedDict, total=False):
+        text: str
+
+    def echo(state: State, runtime: Runtime) -> State:
+        seen["context"] = runtime.context
+        seen["store"] = runtime.store
+        return {"text": (state.get("text") or "") + " echoed"}
+
+    builder = StateGraph(State)
+    builder.add_node("echo", echo)
+    builder.add_edge(START, "echo")
+    builder.add_edge("echo", END)
+    graph = builder.compile()
+
+    # No per-run `context=`: the graph-level context on the slot must plumb through.
+    result = graph.invoke(
+        {"text": "hi"},
+        {"configurable": {CONFIG_KEY_RUNTIME: _ServerLikeRuntime()}},
+    )
+
+    assert result == {"text": "hi echoed"}
+    # context set at the graph level is plumbed through to the node via merge
+    assert seen["context"] == graph_level_context
+    # store still reaches the node (resolved separately, not via the coercion)
+    assert seen["store"] is store
@@ -1,6 +1,6 @@
 """Tests for v2 streaming format (StreamPart TypedDicts).

-This file is checked by mypy directly — no subprocess workarounds.
+This file is checked by ty directly.
 Type-narrowing is validated via `assert_type` calls in `_check_type_narrowing`.
 """

@@ -25,6 +25,7 @@ from langgraph.stream._mux import StreamMux
 from langgraph.stream.transformers import (
    LifecyclePayload,
    LifecycleTransformer,
+    _TasksLifecycleBase,
 )

 TS = int(time.time() * 1000)
@@ -678,3 +679,34 @@ def test_lifecycle_subagent_terminal_roundtrip() -> None:
    started, _completed = subagent
    assert started["graph_name"] == "weather_agent"
    assert started["cause"] == {"type": "toolCall", "tool_call_id": "call_w"}
+
+
+def test_on_started_override_without_cause_is_backward_compatible() -> None:
+    """An `_on_started` override with the original 3-arg signature must work.
+
+    `cause` is delivered via `self._pending_cause`, not the call signature, so
+    older/third-party subclasses (e.g. deepagents' `SubagentTransformer`) that
+    override `_on_started(self, ns, graph_name, trigger_call_id)` keep working —
+    no `TypeError: _on_started() got an unexpected keyword argument 'cause'`.
+    """
+    seen: list[tuple] = []
+
+    class _LegacyTransformer(_TasksLifecycleBase):
+        def init(self) -> dict[str, Any]:
+            return {}
+
+        def _should_track(self, ns: tuple[str, ...]) -> bool:
+            return len(ns) == 1  # direct child of the root scope
+
+        # Deliberately omits `cause` — mirrors a pre-`cause` override.
+        def _on_started(self, ns, graph_name, trigger_call_id) -> None:  # type: ignore[override]
+            seen.append((ns, graph_name, trigger_call_id))
+
+        def _on_terminal(self, ns, status, error) -> None:
+            pass
+
+    transformer = _LegacyTransformer(scope=())
+    # Must not raise: the base calls `_on_started` without a `cause` kwarg.
+    transformer.process(_tasks_start(["agent:abc123"], task_id="abc123", name="agent"))
+
+    assert seen == [(("agent:abc123",), "agent", "abc123")]
@@ -639,3 +639,49 @@ def test_stateful_namespace_isolation(
        "broccoli round 2",
        "Veggie: broccoli round 2",
    ]
+
+
+def test_child_with_own_thread_id_keeps_namespace(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    """A child graph invoked from inside a parent node with its own thread_id
+    must store and read its checkpoint under its own namespace, not inherit the
+    parent task's checkpoint_ns.
+    """
+
+    class ChildState(TypedDict):
+        count: int
+
+    def child_node(state: ChildState) -> dict:
+        return {"count": (state.get("count") or 0) + 1}
+
+    child = (
+        StateGraph(ChildState)
+        .add_node("n", child_node)
+        .add_edge(START, "n")
+        .compile(checkpointer=sync_checkpointer)
+    )
+
+    child_thread = str(uuid4())
+    child_config = {"configurable": {"thread_id": child_thread}}
+
+    def parent_node(state: ParentState) -> dict:
+        child.invoke({}, config=child_config)
+        return {"result": "ok"}
+
+    parent = (
+        StateGraph(ParentState)
+        .add_node("p", parent_node)
+        .add_edge(START, "p")
+        .compile(checkpointer=sync_checkpointer)
+    )
+    parent_config = {"configurable": {"thread_id": str(uuid4())}}
+
+    parent.invoke({"result": ""}, config=parent_config)
+    state1 = child.get_state(child_config)
+    assert state1.values.get("count") == 1
+    assert state1.config["configurable"]["checkpoint_ns"] == ""
+
+    parent.invoke({"result": ""}, config=parent_config)
+    state2 = child.get_state(child_config)
+    assert state2.values.get("count") == 2
@@ -660,3 +660,50 @@ async def test_stateful_namespace_isolation_async(
        "broccoli round 2",
        "Veggie: broccoli round 2",
    ]
+
+
+@NEEDS_CONTEXTVARS
+async def test_child_with_own_thread_id_keeps_namespace_async(
+    async_checkpointer: BaseCheckpointSaver,
+) -> None:
+    """A child graph invoked from inside a parent node with its own thread_id
+    must store and read its checkpoint under its own namespace, not inherit the
+    parent task's checkpoint_ns.
+    """
+
+    class ChildState(TypedDict):
+        count: int
+
+    def child_node(state: ChildState) -> dict:
+        return {"count": (state.get("count") or 0) + 1}
+
+    child = (
+        StateGraph(ChildState)
+        .add_node("n", child_node)
+        .add_edge(START, "n")
+        .compile(checkpointer=async_checkpointer)
+    )
+
+    child_thread = str(uuid4())
+    child_config = {"configurable": {"thread_id": child_thread}}
+
+    async def parent_node(state: ParentState) -> dict:
+        await child.ainvoke({}, config=child_config)
+        return {"result": "ok"}
+
+    parent = (
+        StateGraph(ParentState)
+        .add_node("p", parent_node)
+        .add_edge(START, "p")
+        .compile(checkpointer=async_checkpointer)
+    )
+    parent_config = {"configurable": {"thread_id": str(uuid4())}}
+
+    await parent.ainvoke({"result": ""}, config=parent_config)
+    state1 = await child.aget_state(child_config)
+    assert state1.values.get("count") == 1
+    assert state1.config["configurable"]["checkpoint_ns"] == ""
+
+    await parent.ainvoke({"result": ""}, config=parent_config)
+    state2 = await child.aget_state(child_config)
+    assert state2.values.get("count") == 2
@@ -25,6 +25,7 @@ from langgraph._internal._config import (
    _merge_callbacks,
    ensure_config,
    get_callback_manager_for_config,
+    merge_configs,
 )
 from langgraph._internal._fields import (
    _is_optional_type,
@@ -505,6 +506,95 @@ def test_ensure_config_configurable_later_wins_per_key() -> None:
    assert merged["configurable"]["only_b"] == "B"


+def test_ensure_config_explicit_configurable_replaces_ambient() -> None:
+    # An explicit checkpoint coordinate (here a new thread_id) starts a fresh
+    # lineage and drops the ambient run context (e.g. a parent task's
+    # checkpoint_ns), so a child graph does not inherit it.
+    from langchain_core.runnables.config import var_child_runnable_config
+
+    token = var_child_runnable_config.set(
+        {"configurable": {"checkpoint_ns": "p:parent-task", "checkpoint_id": "cid"}}
+    )
+    try:
+        merged = ensure_config({"configurable": {"thread_id": "child"}})
+    finally:
+        var_child_runnable_config.reset(token)
+    assert merged["configurable"]["thread_id"] == "child"
+    assert "checkpoint_ns" not in merged["configurable"]
+    assert "checkpoint_id" not in merged["configurable"]
+
+
+def test_ensure_config_ambient_inherited_when_no_explicit_configurable() -> None:
+    # With no explicit configurable, the ambient run context is inherited
+    # unchanged (stateless subgraph / interrupt-resume pattern).
+    from langchain_core.runnables.config import var_child_runnable_config
+
+    token = var_child_runnable_config.set(
+        {"configurable": {"checkpoint_ns": "p:parent-task"}}
+    )
+    try:
+        merged = ensure_config({"tags": ["t"]})
+    finally:
+        var_child_runnable_config.reset(token)
+    assert merged["configurable"]["checkpoint_ns"] == "p:parent-task"
+
+
+def test_ensure_config_explicit_configurables_still_merge_over_ambient() -> None:
+    # A new thread_id drops the ambient, but explicit configs still shallow-merge
+    # among themselves, so a with_config(...) value (ls_agent_type) survives
+    # alongside an invoke-time thread_id.
+    from langchain_core.runnables.config import var_child_runnable_config
+
+    token = var_child_runnable_config.set(
+        {"configurable": {"checkpoint_ns": "p:parent-task"}}
+    )
+    try:
+        merged = ensure_config(
+            {"configurable": {"ls_agent_type": "root"}},
+            {"configurable": {"thread_id": "child"}},
+        )
+    finally:
+        var_child_runnable_config.reset(token)
+    assert merged["configurable"]["ls_agent_type"] == "root"
+    assert merged["configurable"]["thread_id"] == "child"
+    assert "checkpoint_ns" not in merged["configurable"]
+
+
+def test_ensure_config_non_coordinate_config_keeps_ambient_checkpoint_ns() -> None:
+    # A nested subagent is invoked with a non-coordinate configurable key
+    # (ls_agent_type) and no thread_id; it must keep the inherited checkpoint_ns
+    # so it stays a discoverable child of the parent run (deepagents `task` tool).
+    from langchain_core.runnables.config import var_child_runnable_config
+
+    token = var_child_runnable_config.set(
+        {"configurable": {"thread_id": "parent", "checkpoint_ns": "p:parent-task"}}
+    )
+    try:
+        merged = ensure_config({"configurable": {"ls_agent_type": "subagent"}})
+    finally:
+        var_child_runnable_config.reset(token)
+    assert merged["configurable"]["ls_agent_type"] == "subagent"
+    assert merged["configurable"]["checkpoint_ns"] == "p:parent-task"
+    assert merged["configurable"]["thread_id"] == "parent"
+
+
+def test_ensure_config_same_thread_id_still_clears_ambient() -> None:
+    # A child that reuses the parent's thread_id is still addressing its own root
+    # namespace on that thread, so the parent task's checkpoint_ns must not leak
+    # in; otherwise the child writes state that get_state cannot read back.
+    from langchain_core.runnables.config import var_child_runnable_config
+
+    token = var_child_runnable_config.set(
+        {"configurable": {"thread_id": "shared", "checkpoint_ns": "p:parent-task"}}
+    )
+    try:
+        merged = ensure_config({"configurable": {"thread_id": "shared"}})
+    finally:
+        var_child_runnable_config.reset(token)
+    assert merged["configurable"]["thread_id"] == "shared"
+    assert "checkpoint_ns" not in merged["configurable"]
+
+
 def test_ensure_config_merges_metadata_across_configs() -> None:
    a = {"metadata": {"user_id": "U1"}}
    b = {"metadata": {"correlation_id": "C1"}}
@@ -520,6 +610,159 @@ def test_ensure_config_metadata_later_wins_per_key() -> None:
    assert merged["metadata"]["shared"] == "from_b"


+def test_merge_configs_merges_metadata_lc_versions() -> None:
+    a = {
+        "metadata": {
+            "lc_versions": {"langgraph": "1.2.4"},
+            "lc_agent_name": "agent",
+        }
+    }
+    b = {"metadata": {"lc_versions": {"langchain-core": "1.2.0"}}}
+    merged = merge_configs(a, b)
+    assert merged["metadata"]["lc_versions"] == {
+        "langgraph": "1.2.4",
+        "langchain-core": "1.2.0",
+    }
+    assert merged["metadata"]["lc_agent_name"] == "agent"
+
+
+def test_ensure_config_merges_metadata_lc_versions() -> None:
+    a = {
+        "metadata": {
+            "lc_versions": {"langgraph": "1.2.4"},
+            "lc_agent_name": "agent",
+        }
+    }
+    b = {"metadata": {"lc_versions": {"langchain-core": "1.2.0"}}}
+    merged = ensure_config(a, b)
+    assert merged["metadata"]["lc_versions"] == {
+        "langgraph": "1.2.4",
+        "langchain-core": "1.2.0",
+    }
+    assert merged["metadata"]["lc_agent_name"] == "agent"
+
+
+@pytest.mark.parametrize("merge", [merge_configs, ensure_config])
+def test_metadata_lc_versions_later_values_win_without_recursive_merge(
+    merge: Callable[..., RunnableConfig],
+) -> None:
+    a = {
+        "metadata": {
+            "lc_versions": {
+                "langgraph": "1.2.4",
+                "nested": {"only_a": "A", "shared": "from_a"},
+            }
+        }
+    }
+    b = {
+        "metadata": {
+            "lc_versions": {
+                "langchain-core": "1.2.0",
+                "nested": {"only_b": "B", "shared": "from_b"},
+            }
+        }
+    }
+    merged = merge(a, b)
+    assert merged["metadata"]["lc_versions"] == {
+        "langgraph": "1.2.4",
+        "langchain-core": "1.2.0",
+        "nested": {"only_b": "B", "shared": "from_b"},
+    }
+
+
+@pytest.mark.parametrize("merge", [merge_configs, ensure_config])
+def test_metadata_nested_mappings_other_than_lc_versions_are_replaced(
+    merge: Callable[..., RunnableConfig],
+) -> None:
+    a = {"metadata": {"versions": {"langgraph": "1.2.4"}, "mode": "bound"}}
+    b = {
+        "metadata": {
+            "versions": {"langchain-core": "1.2.0"},
+            "mode": {"source": "runtime"},
+        }
+    }
+    merged = merge(a, b)
+    assert merged["metadata"]["versions"] == {"langchain-core": "1.2.0"}
+    assert merged["metadata"]["mode"] == {"source": "runtime"}
+
+
+@pytest.mark.parametrize("merge", [merge_configs, ensure_config])
+def test_metadata_non_mapping_values_later_wins(
+    merge: Callable[..., RunnableConfig],
+) -> None:
+    a = {"metadata": {"lc_versions": {"langgraph": "1.2.4"}, "mode": "bound"}}
+    b = {"metadata": {"lc_versions": "runtime", "mode": {"source": "runtime"}}}
+    merged = merge(a, b)
+    assert merged["metadata"]["lc_versions"] == "runtime"
+    assert merged["metadata"]["mode"] == {"source": "runtime"}
+
+
+@pytest.mark.parametrize("merge", [merge_configs, ensure_config])
+def test_metadata_lc_versions_merge_does_not_mutate_inputs(
+    merge: Callable[..., RunnableConfig],
+) -> None:
+    a_versions = {"langgraph": "1.2.4"}
+    b_versions = {"langchain-core": "1.2.0"}
+    a = {"metadata": {"lc_versions": a_versions}}
+    b = {"metadata": {"lc_versions": b_versions}}
+    merged = merge(a, b)
+    assert a == {"metadata": {"lc_versions": {"langgraph": "1.2.4"}}}
+    assert b == {"metadata": {"lc_versions": {"langchain-core": "1.2.0"}}}
+    assert merged["metadata"]["lc_versions"] is not a_versions
+    assert merged["metadata"]["lc_versions"] is not b_versions
+
+    merged["metadata"]["lc_versions"]["langgraph"] = "changed"
+    assert a_versions == {"langgraph": "1.2.4"}
+    assert b_versions == {"langchain-core": "1.2.0"}
+
+
+@pytest.mark.parametrize("merge", [merge_configs, ensure_config])
+def test_metadata_single_sided_mapping_values_are_copied(
+    merge: Callable[..., RunnableConfig],
+) -> None:
+    base_versions = {"langgraph": "1.2.4"}
+    new_versions = {"langchain-core": "1.2.0"}
+
+    merged_base_only = merge({"metadata": {"lc_versions": base_versions}})
+    merged_new_only = merge(
+        {"metadata": {}},
+        {"metadata": {"lc_versions": new_versions}},
+    )
+
+    assert merged_base_only["metadata"]["lc_versions"] is not base_versions
+    assert merged_new_only["metadata"]["lc_versions"] is not new_versions
+
+    merged_base_only["metadata"]["lc_versions"]["langgraph"] = "changed"
+    merged_new_only["metadata"]["lc_versions"]["langchain-core"] = "changed"
+    assert base_versions == {"langgraph": "1.2.4"}
+    assert new_versions == {"langchain-core": "1.2.0"}
+
+
+@pytest.mark.parametrize("merge", [merge_configs, ensure_config])
+def test_metadata_empty_incoming_preserves_base_lc_versions(
+    merge: Callable[..., RunnableConfig],
+) -> None:
+    a = {"metadata": {"lc_versions": {"langgraph": "1.2.4"}}}
+    b = {"metadata": {"lc_versions": {}}}
+    merged = merge(a, b)
+    assert merged["metadata"]["lc_versions"] == {"langgraph": "1.2.4"}
+
+
+@pytest.mark.parametrize("merge", [merge_configs, ensure_config])
+def test_metadata_lc_versions_accumulate_across_more_than_two_configs(
+    merge: Callable[..., RunnableConfig],
+) -> None:
+    a = {"metadata": {"lc_versions": {"langgraph": "1.2.4"}}}
+    b = {"metadata": {"lc_versions": {"langchain-core": "1.2.0"}}}
+    c = {"metadata": {"lc_versions": {"langchain": "1.1.0"}}}
+    merged = merge(a, b, c)
+    assert merged["metadata"]["lc_versions"] == {
+        "langgraph": "1.2.4",
+        "langchain-core": "1.2.0",
+        "langchain": "1.1.0",
+    }
+
+
 def test_ensure_config_merges_tags_across_configs() -> None:
    a = {"tags": ["alpha"]}
    b = {"tags": ["beta"]}
@@ -36,22 +36,19 @@ 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)" = "" ] || mkdir -p $(MYPY_CACHE)
-	[ "$(PYTHON_FILES)" = "" ] || uv run mypy langgraph --cache-dir $(MYPY_CACHE)
+	[ "$(PYTHON_FILES)" = "" ] || uv run ty check langgraph

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

 format format_diff:
 	uv run ruff format $(PYTHON_FILES)
@@ -1,16 +1,36 @@
 # LangGraph Prebuilt

-This library defines high-level APIs for creating and executing LangGraph agents and tools.
+[![PyPI - Version](https://img.shields.io/pypi/v/langgraph-prebuilt?label=%20)](https://pypi.org/project/langgraph-prebuilt/#history)
+[![PyPI - License](https://img.shields.io/pypi/l/langgraph-prebuilt)](https://opensource.org/licenses/MIT)
+[![PyPI - Downloads](https://img.shields.io/pepy/dt/langgraph-prebuilt)](https://pypistats.org/packages/langgraph-prebuilt)
+[![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
+```
+
+## 🤔 What is this?
+
+This library defines high-level APIs for creating and executing LangGraph agents and tools. It includes prebuilt components such as `create_react_agent`, `ToolNode`, validation helpers, and Agent Inbox schemas.
+
+## 📖 Documentation
+
+For full documentation, see the [API reference](https://reference.langchain.com/python/langgraph.prebuilt/). For conceptual guides and tutorials, see the [LangGraph Docs](https://docs.langchain.com/oss/python/langgraph/overview).

 > [!IMPORTANT]
-> This library is meant to be bundled with `langgraph`, don't install it directly
+> This library is bundled with `langgraph`; most users should install `langgraph` instead of installing `langgraph-prebuilt` directly.

 ## Agents

-`langgraph-prebuilt` provides an [implementation](https://langchain-ai.github.io/langgraph/reference/prebuilt/#langgraph.prebuilt.chat_agent_executor.create_react_agent) of a tool-calling [ReAct-style](https://langchain-ai.github.io/langgraph/concepts/agentic_concepts/#react-implementation) agent - `create_react_agent`:
+`langgraph-prebuilt` provides an [implementation](https://reference.langchain.com/python/langgraph.prebuilt/chat_agent_executor/create_react_agent) of a tool-calling ReAct-style agent - `create_react_agent`:

 ```bash
-pip install langchain-anthropic
+uv add langchain-anthropic
 ```

 ```python
@@ -39,7 +59,7 @@ app.invoke(

 ### ToolNode

-`langgraph-prebuilt` provides an [implementation](https://langchain-ai.github.io/langgraph/reference/prebuilt/#langgraph.prebuilt.tool_node.ToolNode) of a node that executes tool calls - `ToolNode`:
+`langgraph-prebuilt` provides an [implementation](https://reference.langchain.com/python/langgraph.prebuilt/tool_node/ToolNode) of a node that executes tool calls - `ToolNode`:

 ```python
 from langgraph.prebuilt import ToolNode
@@ -61,7 +81,7 @@ tool_node.invoke({"messages": [ai_message]})

 ### ValidationNode

-`langgraph-prebuilt` provides an [implementation](https://langchain-ai.github.io/langgraph/reference/prebuilt/#langgraph.prebuilt.tool_validator.ValidationNode) of a node that validates tool calls against a pydantic schema - `ValidationNode`:
+`langgraph-prebuilt` provides an [implementation](https://reference.langchain.com/python/langgraph.prebuilt/tool_validator/ValidationNode) of a node that validates tool calls against a pydantic schema - `ValidationNode`:

 ```python
 from pydantic import BaseModel, field_validator
@@ -114,4 +134,14 @@ def my_graph_function():
    if response['type'] == "response":
        # Do something with the response
    ...
-```
+```
+
+## 📕 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).
@@ -1237,7 +1237,7 @@ class ToolNode(RunnableCallable):
            isinstance(input, dict) and input.get("__type") == "tool_call_with_context"
        ):
            # Handle ToolCallWithContext from Send API
-            # mypy will not be able to type narrow correctly since the signature
+            # Type checkers cannot narrow correctly since the signature
            # for input contains dict[str, Any]. We'd need to narrow dict[str, Any]
            # before we can apply correct typing.
            input_with_ctx = cast("ToolCallWithContext", input)
@@ -51,7 +51,7 @@ test = [
 lint = [
    "ruff",
    "codespell",
-    "mypy",
+    "ty",
 ]
 dev = [
    {include-group = "test"},
@@ -79,18 +79,21 @@ lint.select = [ "E", "F", "I", "TID251", "UP" ]
 lint.ignore = [ "E501" ]
 target-version = "py310"

+[tool.ty.rules]
+call-non-callable = "ignore"
+deprecated = "ignore"
+invalid-argument-type = "ignore"
+invalid-assignment = "ignore"
+invalid-await = "ignore"
+invalid-return-type = "ignore"
+no-matching-overload = "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 +1,11 @@
-This repository has been moved to [langchain-ai/langgraphjs](https://github.com/langchain-ai/langgraphjs/tree/main/libs/sdk).
+# LangGraph JavaScript SDK
+
+Looking for the JS/TS version? Check out [LangGraph.js](https://github.com/langchain-ai/langgraphjs).
+
+## 🤔 What is this?
+
+This package has moved to [langchain-ai/langgraphjs](https://github.com/langchain-ai/langgraphjs/tree/main/libs/sdk).
+
+## 📖 Documentation
+
+For JavaScript and TypeScript documentation, see the [LangGraph.js docs](https://docs.langchain.com/oss/javascript/langgraph/overview).
@@ -9,7 +9,6 @@ test:

 # 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$$|\.ipynb$$')

@@ -1,17 +1,30 @@
 # LangGraph Python SDK

-This repository contains the Python SDK for interacting with the LangSmith Deployment REST API.
+[![PyPI - Version](https://img.shields.io/pypi/v/langgraph-sdk?label=%20)](https://pypi.org/project/langgraph-sdk/#history)
+[![PyPI - License](https://img.shields.io/pypi/l/langgraph-sdk)](https://opensource.org/licenses/MIT)
+[![PyPI - Downloads](https://img.shields.io/pepy/dt/langgraph-sdk)](https://pypistats.org/packages/langgraph-sdk)
+[![Twitter](https://img.shields.io/twitter/url/https/twitter.com/langchain_oss.svg?style=social&label=Follow%20%40LangChain)](https://x.com/langchain_oss)

-## Quick Start
+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.

-To get started with the Python SDK, [install the package](https://pypi.org/project/langgraph-sdk/)
+## Quick Install

 ```bash
-pip install -U langgraph-sdk
+uv add langgraph-sdk
 ```

-You will need a running LangGraph API server. If you're running a server locally using `langgraph-cli`, SDK will automatically point at `http://localhost:8123`, otherwise
-you would need to specify the server URL when creating a client.
+## 🤔 What is this?
+
+This library provides the Python SDK for interacting with the LangGraph API. Use it to connect to a running LangGraph API server, manage assistants and threads, and stream runs from Python applications.
+
+You will need a running LangGraph API server. If you're running a server locally using `langgraph-cli`, the SDK will automatically point at `http://localhost:8123`; otherwise, specify the server URL when creating a client.
+
+## 📖 Documentation
+
+For full documentation, see the [API reference](https://reference.langchain.com/python/langgraph-sdk/). For conceptual guides and tutorials, see the [LangGraph Docs](https://docs.langchain.com/oss/python/langgraph/overview).
+
+## Quick Start

 ```python
 from langgraph_sdk import get_client
@@ -43,9 +56,7 @@ async for chunk in client.runs.stream(thread['thread_id'], agent['assistant_id']

 ## Thread-Centric Streaming (v3)

-`client.threads.stream()` returns a context manager that owns the SSE session for one
-thread. Typed projections — values snapshots, message streams, tool calls, custom
-events — all share the same underlying connection.
+`client.threads.stream()` returns a context manager that owns the SSE session for one thread. Typed projections — values snapshots, message streams, tool calls, custom events — all share the same underlying connection.

 ```python
 from langgraph_sdk import get_client
@@ -73,3 +84,13 @@ async with client.threads.stream(

    final = await thread.output           # terminal state values
 ```
+
+## 📕 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).
--- a/Show More
+++ b/Show More