perf: cache inspect.signature results in RunnableCallable.__init__

Avoids repeated signature introspection for the same function (e.g. 1000 ChannelWrite instances all inspecting the same _write/_awrite methods). Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
perf: cache UntrackedValue isinstance scan in put_writes
2026-08-18 05:35:43 +02:00 · 2026-07-27 17:08:39 +00:00 · 2026-07-27 17:08:11 +00:00 · 2026-07-25 01:00:34 -07:00 · 2026-07-25 01:00:25 -07:00 · 2026-07-25 00:34:37 -07:00
149 changed files with 12574 additions and 5626 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
@@ -50,6 +50,10 @@ jobs:
              - '**/uv.lock'
            sdk_py:
              - 'libs/sdk-py/**'
+              # The integration suite runs the local langgraph core inside the
+              # server (see libs/sdk-py/integration/Dockerfile), so any core
+              # change is now exercised end-to-end and should trigger it.
+              - 'libs/langgraph/**'

  lint:
    needs: changes
@@ -108,9 +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
@@ -126,7 +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 = [
@@ -247,7 +247,7 @@ wheels = [

 [[package]]
 name = "langchain-core"
-version = "1.3.3"
+version = "1.4.8"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "jsonpatch" },
@@ -260,21 +260,21 @@ dependencies = [
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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).
@@ -238,6 +238,12 @@ class BasePostgresStore(Generic[C]):
    conn: C
    _deserializer: Callable[[bytes | orjson.Fragment], dict[str, Any]] | None
    index_config: PostgresIndexConfig | None
+    ttl_config: TTLConfig | None
+
+    @property
+    def _omit_expired(self) -> bool:
+        """Whether expired-but-unswept rows should be filtered from reads."""
+        return bool(self.ttl_config and self.ttl_config.get("omit_expired"))

    def _get_batch_GET_ops_queries(
        self,
@@ -258,12 +264,17 @@ class BasePostgresStore(Generic[C]):
            namespace_groups[op.namespace].append((idx, op.key))
            refresh_ttls[op.namespace].append(op.refresh_ttl)

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

-            query = """
+            query = f"""
                WITH passed_in AS (
                    SELECT unnest(%s::text[]) AS key,
                        unnest(%s::bool[])  AS do_refresh
@@ -276,12 +287,14 @@ class BasePostgresStore(Generic[C]):
                    AND s.key    = p.key
                    AND p.do_refresh = TRUE
                    AND s.ttl_minutes IS NOT NULL
+                    {expiry_clause}
                    RETURNING s.key
                )
                SELECT s.key, s.value, s.created_at, s.updated_at
                FROM store s
                JOIN passed_in p ON s.key = p.key
                WHERE s.prefix = %s
+                {expiry_clause}
            """
            ns_text = _namespace_to_text(namespace)
            params = (
@@ -422,6 +435,13 @@ class BasePostgresStore(Generic[C]):
        - embedding_requests: list of (original_index_in_search_ops, text_query)
        """

+        omit_expired = self._omit_expired
+        search_expiry_clause = (
+            "AND (store.expires_at IS NULL OR store.expires_at > NOW())"
+            if omit_expired
+            else ""
+        )
+
        queries = []
        embedding_requests = []
        for idx, (_, op) in enumerate(search_ops):
@@ -491,7 +511,7 @@ class BasePostgresStore(Generic[C]):
                            {score_operator} AS neg_score
                        FROM store
                        JOIN store_vectors sv ON store.prefix = sv.prefix AND store.key = sv.key
-                        WHERE {ns_condition} {extra_filters}
+                        WHERE {ns_condition} {extra_filters} {search_expiry_clause}
                        ORDER BY {score_operator} ASC
                        LIMIT %s
                    """
@@ -527,7 +547,7 @@ class BasePostgresStore(Generic[C]):
                base_query = f"""
                        SELECT store.prefix, store.key, store.value, store.created_at, store.updated_at, NULL AS score
                        FROM store
-                        WHERE {ns_condition} {extra_filters}
+                        WHERE {ns_condition} {extra_filters} {search_expiry_clause}
                        ORDER BY store.updated_at DESC
                        LIMIT %s
                        OFFSET %s
@@ -591,7 +611,10 @@ class BasePostgresStore(Generic[C]):
            """
            params: list[Any] = [op.max_depth, op.max_depth]

+            omit_expired = self._omit_expired
            conditions = []
+            if omit_expired:
+                conditions.append("(expires_at IS NULL OR expires_at > NOW())")
            if op.match_conditions:
                for condition in op.match_conditions:
                    if condition.match_type == "prefix":
@@ -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
@@ -739,3 +739,135 @@ async def test_store_ttl(store):
    # Now has been (TTL_SECONDS-2)*2 > TTL_SECONDS + TTL_SECONDS/2
    results = await store.asearch(ns, query="bar", refresh_ttl=False)
    assert len(results) == 0
+
+
+async def _aexpire_now(
+    store: AsyncPostgresStore, ns: tuple[str, ...], key: str
+) -> None:
+    """Backdate a row's expires_at into the past without deleting it (unswept)."""
+    async with store._cursor() as cur:
+        await cur.execute(
+            "UPDATE store SET expires_at = NOW() - INTERVAL '1 minute' "
+            "WHERE prefix = %s AND key = %s",
+            (".".join(ns), key),
+        )
+
+
+async def _arow_exists(
+    store: AsyncPostgresStore, ns: tuple[str, ...], key: str
+) -> bool:
+    async with store._cursor() as cur:
+        await cur.execute(
+            "SELECT COUNT(*) AS n FROM store WHERE prefix = %s AND key = %s",
+            (".".join(ns), key),
+        )
+        return (await cur.fetchone())["n"] == 1
+
+
+async def _astored_expires_at(store: AsyncPostgresStore, ns: tuple[str, ...], key: str):
+    async with store._cursor() as cur:
+        await cur.execute(
+            "SELECT expires_at FROM store WHERE prefix = %s AND key = %s",
+            (".".join(ns), key),
+        )
+        return (await cur.fetchone())["expires_at"]
+
+
+async def test_omit_expired_filters_read_paths(store: AsyncPostgresStore) -> None:
+    await store.stop_ttl_sweeper()  # deterministic: no background deletion
+    store.ttl_config["omit_expired"] = True
+
+    expired_ns = ("omit", "expired")
+    control_ns = ("omit", "control")
+    await store.aput(expired_ns, "e", {"data": "gone"}, ttl=TTL_MINUTES)
+    await store.aput(control_ns, "c", {"data": "keep"}, ttl=None)
+    await _aexpire_now(store, expired_ns, "e")
+
+    # The row is expired but physically still present (unswept).
+    assert await _arow_exists(store, expired_ns, "e")
+
+    # aget omits it; the never-expiring control is still returned.
+    assert await store.aget(expired_ns, "e") is None
+    assert await store.aget(control_ns, "c") is not None
+
+    # asearch omits it but returns the control.
+    assert await store.asearch(expired_ns) == []
+    assert [i.key for i in await store.asearch(control_ns)] == ["c"]
+
+    # alist_namespaces drops the expired-only namespace, keeps the control.
+    namespaces = await store.alist_namespaces(prefix=("omit",))
+    assert expired_ns not in namespaces
+    assert control_ns in namespaces
+
+
+@pytest.mark.parametrize("omit", [None, False], ids=["default", "explicit-false"])
+async def test_omit_expired_disabled_preserves_expired_rows(
+    store: AsyncPostgresStore, omit
+) -> None:
+    await store.stop_ttl_sweeper()
+    if omit is not None:
+        store.ttl_config["omit_expired"] = omit
+
+    ns = ("keep",)
+    await store.aput(ns, "k", {"data": "still-here"}, ttl=TTL_MINUTES)
+    await _aexpire_now(store, ns, "k")
+
+    assert await store.aget(ns, "k", refresh_ttl=False) is not None
+    assert [i.key for i in await store.asearch(ns, refresh_ttl=False)] == ["k"]
+    assert ns in await store.alist_namespaces(prefix=("keep",))
+
+
+async def test_omit_expired_refresh_ttl_only_refreshes_live_rows(
+    store: AsyncPostgresStore,
+) -> None:
+    await store.stop_ttl_sweeper()
+    store.ttl_config["omit_expired"] = True
+
+    ns = ("refresh",)
+    await store.aput(ns, "expired", {"n": 0}, ttl=TTL_MINUTES)
+    await store.aput(ns, "live_get", {"n": 1}, ttl=TTL_MINUTES)
+    await store.aput(ns, "live_search", {"n": 2}, ttl=TTL_MINUTES)
+    await _aexpire_now(store, ns, "expired")
+
+    expired_before = await _astored_expires_at(store, ns, "expired")
+    get_before = await _astored_expires_at(store, ns, "live_get")
+    search_before = await _astored_expires_at(store, ns, "live_search")
+
+    # refresh_ttl=True must NOT resurrect the expired row (via aget or asearch)...
+    assert await store.aget(ns, "expired", refresh_ttl=True) is None
+    live_keys = [i.key for i in await store.asearch(ns, refresh_ttl=True)]
+    assert "expired" not in live_keys
+    assert await _astored_expires_at(store, ns, "expired") == expired_before
+
+    # ...but must still extend the live rows that were read.
+    assert await store.aget(ns, "live_get", refresh_ttl=True) is not None
+    assert await _astored_expires_at(store, ns, "live_get") > get_before
+    assert await _astored_expires_at(store, ns, "live_search") > search_before
+
+
+async def test_omit_expired_search_pagination(store: AsyncPostgresStore) -> None:
+    await store.stop_ttl_sweeper()
+    store.ttl_config["omit_expired"] = True
+
+    ns = ("page",)
+    for k in ("a", "b", "c"):
+        await store.aput(ns, k, {"k": k}, ttl=TTL_MINUTES)
+    await store.aput(ns, "expired", {"k": "x"}, ttl=TTL_MINUTES)
+    await _aexpire_now(store, ns, "expired")
+
+    seconds_ago = {"a": 1, "expired": 2, "b": 3, "c": 4}
+    # updated_at DESC orders these a, expired, b, c, so the expired row sits inside
+    # the first limit=2 window. Correct (pre-LIMIT) filtering yields live pages
+    # [a, b] then [c]; post-LIMIT filtering would underfill page 1 to just [a].
+    async with store._cursor() as cur:
+        for key, secs in seconds_ago.items():
+            await cur.execute(
+                "UPDATE store SET updated_at = NOW() - (%s * INTERVAL '1 second') "
+                "WHERE prefix = %s AND key = %s",
+                (secs, ".".join(ns), key),
+            )
+
+    page1 = await store.asearch(ns, limit=2, offset=0)
+    page2 = await store.asearch(ns, limit=2, offset=2)
+    assert [i.key for i in page1] == ["a", "b"]
+    assert [i.key for i in page2] == ["c"]
@@ -863,6 +863,133 @@ def test_store_ttl(store):
    assert len(res) == 0


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

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+version = "4.14.1"
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 [[package]]
@@ -244,7 +244,7 @@ wheels = [

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-version = "1.3.3"
+version = "1.4.8"
 source = { registry = "https://pypi.org/simple" }
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    { name = "jsonpatch" },
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@@ -293,7 +293,6 @@ 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" },
@@ -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 = [
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    { 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 = [
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    { 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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@@ -409,300 +409,150 @@ dependencies = [
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    { name = "requests-toolbelt" },
    { name = "uuid-utils" },
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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" },
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    { name = "typing-extensions" },
    { name = "uuid-utils" },
 ]
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 [[package]]
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+version = "0.0.18"
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 ]

 [[package]]
@@ -302,7 +302,6 @@ requires-dist = [
 dev = [
    { name = "codespell" },
    { name = "dataclasses-json" },
-    { name = "mypy" },
    { name = "numpy" },
    { name = "pandas" },
    { name = "pandas-stubs", specifier = ">=2.2.2.240807" },
@@ -313,11 +312,12 @@ dev = [
    { name = "pytest-watcher" },
    { name = "redis" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
-    { name = "mypy" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 test = [
    { name = "dataclasses-json" },
@@ -345,18 +345,18 @@ dependencies = [
 dev = [
    { name = "codespell" },
    { name = "langgraph-checkpoint" },
-    { name = "mypy" },
    { name = "pytest" },
    { name = "pytest-asyncio" },
    { name = "pytest-mock" },
    { name = "pytest-retry" },
    { name = "pytest-watcher" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
-    { name = "mypy" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 test = [
    { name = "langgraph-checkpoint" },
@@ -378,18 +378,18 @@ requires-dist = [
 dev = [
    { name = "codespell" },
    { name = "langgraph-checkpoint", editable = "../checkpoint" },
-    { name = "mypy" },
    { name = "pytest" },
    { name = "pytest-asyncio" },
    { name = "pytest-mock" },
    { name = "pytest-retry", specifier = ">=1.7.0" },
    { name = "pytest-watcher" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
-    { name = "mypy" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 test = [
    { name = "langgraph-checkpoint", editable = "../checkpoint" },
@@ -402,7 +402,7 @@ test = [

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+version = "0.8.18"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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@@ -412,164 +412,13 @@ dependencies = [
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    { name = "requests-toolbelt" },
    { name = "uuid-utils" },
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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).
@@ -552,6 +552,14 @@ class TTLConfig(TypedDict, total=False):
    This can be overridden per-operation by explicitly setting `refresh_ttl`.
    Defaults to `True` if not configured.
    """
+    omit_expired: bool
+    """Whether to omit expired items from read operations.
+
+    If `True`, and if the store supports this option, expired items will not be
+    returned by `GET` or `SEARCH`, or included in namespace listings, even before
+    a TTL sweep deletes them.
+    Defaults to `False` if not configured.
+    """
    default_ttl: float | None
    """Default TTL (time-to-live) in minutes for new items.
    
@@ -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" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/d3/ae/8b74458fc3850ec3d150eb9f45e857db129dafa801fb5cf173dfc9f8bbf3/langchain_core-1.3.3.tar.gz", hash = "sha256:fa510a5db8efdc0c6ff41c0939fb5c00a0183c11f6b84233e892e3227ff69182", size = 915041, upload-time = "2026-05-05T19:02:36.612Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/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" },
 ]
-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/d2/59/b5959aea96faa9146e2e49a7a22882b3528c62efafe9a6a95beab30c2305/langchain_protocol-0.0.18.tar.gz", hash = "sha256:ec3e11782f1ed0c9db38e5a9ed01b0e7a0d3fba406faa8aef6594b73c56a63e6", size = 6150, upload-time = "2026-06-18T17:08:26.959Z" }
 wheels = [
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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" },
 ]

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

 [[package]]
 name = "langsmith"
-version = "0.8.0"
+version = "0.8.18"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "httpx" },
@@ -393,97 +393,13 @@ 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"
@@ -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 "4.3.0"
+  resolved "https://registry.yarnpkg.com/js-yaml/-/js-yaml-4.3.0.tgz#d1900572a7f7cf0b5f540c83673e60bad3436592"
+  integrity sha512-1td788aAnnZ5qs7V2QIRl1owjtYpbKt749Y3xauqQgwIIGF/xXWz1wMTEBx5O3LK3lXLVuqXPdPxj2BoFHaW9Q==
  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__ = "0.4.31"
@@ -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}"
@@ -0,0 +1,141 @@
+"""Detection of tracked Python packages in a local LangGraph project.
+
+Mirrors host-backend's `host.models.dependency_tracking` so that CLI-based
+deploys report the same `tracked_packages` revision metadata that
+GitHub-based deploys do. The host backend strictly validates each entry
+against `<package-name>:<version>` with package-name in `TRACKED_PACKAGES`,
+so the detection rules here must match exactly.
+"""
+
+from __future__ import annotations
+
+import pathlib
+import re
+
+# Single source of truth for which packages the host backend cares about.
+# Keep in sync with host-backend/host/models/tracked_packages.py.
+TRACKED_PACKAGES: tuple[str, ...] = ("google-adk",)
+
+_MAX_READ_BYTES = 5 * 1024 * 1024
+
+_PACKAGES_ALT = "|".join(re.escape(p) for p in TRACKED_PACKAGES)
+
+_DEPS_RE = re.compile(
+    rf"(?<![a-zA-Z0-9_-])({_PACKAGES_ALT})"
+    r"(?:\[[^\]]*\])?"
+    r"\s*((?:(?:==|>=|<=|~=|!=|>|<)\s*[\w.*]+\s*,?\s*)+)"
+)
+
+_UV_LOCK_RE = re.compile(
+    rf'name\s*=\s*"({_PACKAGES_ALT})"\s*\n\s*version\s*=\s*"([^"]+)"'
+)
+
+_BARE_RE = re.compile(rf'(?<![a-zA-Z0-9_-])({_PACKAGES_ALT})(?:\[[^\]]*\])?\s*[,"\'\n]')
+
+_EXTRAS_BRACKET_RE = re.compile(r"\[([a-zA-Z0-9_.\- ,\t]+)\]")
+
+
+def _appears_in_extras(content: str, pkg: str) -> bool:
+    for m in _EXTRAS_BRACKET_RE.finditer(content):
+        for token in m.group(1).split(","):
+            if token.strip() == pkg:
+                return True
+    return False
+
+
+def _read_text(path: pathlib.Path) -> str | None:
+    try:
+        if not path.is_file():
+            return None
+        with open(path, "rb") as f:
+            data = f.read(_MAX_READ_BYTES + 1)
+    except OSError:
+        return None
+    if len(data) > _MAX_READ_BYTES:
+        data = data[:_MAX_READ_BYTES]
+    return data.decode("utf-8", errors="replace")
+
+
+def _find_version_for(
+    pkg: str,
+    lock_content: str | None,
+    pyproject_content: str | None,
+    requirements_content: str | None,
+) -> str | None:
+    if lock_content is not None:
+        for m in _UV_LOCK_RE.finditer(lock_content):
+            if m.group(1) == pkg:
+                return m.group(2)
+    for content in (pyproject_content, requirements_content):
+        if content is None:
+            continue
+        for m in _DEPS_RE.finditer(content):
+            if m.group(1) == pkg:
+                return m.group(2).strip().rstrip(",")
+        for m in _BARE_RE.finditer(content):
+            if m.group(1) == pkg:
+                return "unknown"
+        if _appears_in_extras(content, pkg):
+            return "unknown"
+    return None
+
+
+def _resolved_dep_base(
+    project_root: pathlib.Path, dep_path: str
+) -> pathlib.Path | None:
+    """Return the resolved dep directory if it stays inside the project root."""
+    try:
+        candidate = (project_root / dep_path).resolve()
+    except (OSError, RuntimeError):
+        return None
+    try:
+        candidate.relative_to(project_root)
+    except ValueError:
+        return None
+    return candidate
+
+
+def find_tracked_packages(
+    config: pathlib.Path,
+    config_json: dict,
+) -> list[str]:
+    """Return every tracked package found in deps as `<name>:<version>` entries.
+
+    `config` is the absolute path to `langgraph.json`; dep paths in
+    `config_json["dependencies"]` are resolved relative to its parent.
+    Detection precedence per package: uv.lock resolved > pyproject.toml /
+    requirements.txt specifier > bare reference > extras bracket (last
+    two recorded as "unknown"). Output is ordered by `TRACKED_PACKAGES`.
+    """
+    try:
+        project_root = config.parent.resolve()
+    except (OSError, RuntimeError):
+        return []
+
+    dep_paths = config_json.get("dependencies") or ["."]
+
+    found: dict[str, str] = {}
+
+    for dep_path in dep_paths:
+        if all(pkg in found for pkg in TRACKED_PACKAGES):
+            break
+        if not isinstance(dep_path, str):
+            continue
+        base = _resolved_dep_base(project_root, dep_path)
+        if base is None or not base.is_dir():
+            continue
+
+        lock_content = _read_text(base / "uv.lock")
+        pyproject_content = _read_text(base / "pyproject.toml")
+        requirements_content = _read_text(base / "requirements.txt")
+
+        for pkg in TRACKED_PACKAGES:
+            if pkg in found:
+                continue
+            version = _find_version_for(
+                pkg, lock_content, pyproject_content, requirements_content
+            )
+            if version is not None:
+                found[pkg] = version
+
+    return [f"{pkg}:{found[pkg]}" for pkg in TRACKED_PACKAGES if pkg in found]
@@ -20,6 +20,7 @@ from dotenv import dotenv_values, set_key
 import langgraph_cli.config
 from langgraph_cli.analytics import log_command
 from langgraph_cli.constants import DEFAULT_CONFIG
+from langgraph_cli.dependency_tracking import find_tracked_packages
 from langgraph_cli.docker import build_docker_image, can_build_locally
 from langgraph_cli.exec import Runner, subp_exec
 from langgraph_cli.host_backend import HostBackendClient, HostBackendError
@@ -365,6 +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):
@@ -524,12 +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:
@@ -896,63 +939,71 @@ def _run_local_build(
    api_version: str | None,
    base_image: str | None,
    image_name: str | None,
+    prebuilt_image: str | None,
    name: str | None,
    tag: str,
    install_command: str | None,
    build_command: str | None,
    docker_build_args: Sequence[str],
    secrets: list[dict[str, str]],
+    tracked_packages: list[str] | None,
 ) -> BuildResult:
    """Build locally with Docker, push to registry, update deployment."""
    # Use buildx to cross-compile for amd64 when running on a non-x86_64 host
    # (e.g. Apple Silicon). On amd64 hosts, plain docker build is sufficient.
    needs_buildx = platform.machine() != "x86_64"
    local_tag = f"langgraph-deploy-tmp:{int(time.time())}"
+    image_to_push = prebuilt_image or local_tag

    with Runner() as runner:
-        # -- 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 --
@@ -1021,7 +1072,7 @@ def _run_local_build(
                subp_exec(
                    "docker",
                    "tag",
-                    local_tag,
+                    image_to_push,
                    remote_image,
                    verbose=verbose,
                )
@@ -1060,7 +1111,10 @@ def _run_local_build(
        # -- Step: Update deployment --
        _log_deploy_step(step, f"Updating deployment {deployment_id}")
        updated = client.update_deployment(
-            deployment_id, resolved_image, secrets=secrets
+            deployment_id,
+            resolved_image,
+            secrets=secrets,
+            tracked_packages=tracked_packages,
        )

    return BuildResult(
@@ -1083,6 +1137,7 @@ def _run_remote_build(
    install_command: str | None,
    build_command: str | None,
    secrets: list[dict[str, str]],
+    tracked_packages: list[str] | None,
 ) -> BuildResult:
    """Upload source tarball and trigger a remote build."""
    from langgraph_cli.archive import create_archive
@@ -1113,6 +1168,7 @@ def _run_remote_build(
        secrets=secrets,
        install_command=install_command,
        build_command=build_command,
+        tracked_packages=tracked_packages,
    )

    log_offset: str | None = None
@@ -1416,6 +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",
@@ -1516,6 +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,
@@ -1562,7 +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:
@@ -1597,6 +1666,15 @@ def _deploy_cmd(
    if not deployment_id:
        raise click.ClickException("Failed to determine deployment ID")

+    # Scan local sources for tracked packages so the new revision carries
+    # the same metadata GitHub-backed deploys produce. Failures must never
+    # block a deploy.
+    try:
+        tracked_packages = find_tracked_packages(config, config_json) or None
+    except Exception as exc:
+        em.warn(f"Skipped tracked-package scan: {exc}")
+        tracked_packages = None
+
    # -- 3. Build (divergent path) --
    if use_remote_build:
        build_result = _run_remote_build(
@@ -1609,6 +1687,7 @@ def _deploy_cmd(
            install_command=install_command,
            build_command=build_command,
            secrets=secrets,
+            tracked_packages=tracked_packages,
        )
    else:
        build_result = _run_local_build(
@@ -1622,12 +1701,14 @@ def _deploy_cmd(
            api_version=api_version,
            base_image=base_image,
            image_name=image_name,
+            prebuilt_image=image,
            name=name,
            tag=tag,
            install_command=install_command,
            build_command=build_command,
            docker_build_args=docker_build_args,
            secrets=secrets,
+            tracked_packages=tracked_packages,
        )

    # -- 4. Shared wait + result --
@@ -1705,8 +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
@@ -1750,8 +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
@@ -122,11 +122,14 @@ class HostBackendClient:
        deployment_id: str,
        image_uri: str,
        secrets: list[dict[str, str]] | None = None,
+        tracked_packages: list[str] | None = None,
    ) -> dict[str, Any]:
        payload: dict[str, Any] = {
            "revision_source": "internal_docker",
            "source_revision_config": {"image_uri": image_uri},
        }
+        if tracked_packages:
+            payload["tracked_packages"] = tracked_packages
        if secrets is not None:
            payload["secrets"] = secrets
        return self._request(
@@ -143,6 +146,7 @@ class HostBackendClient:
        secrets: list[dict[str, str]] | None = None,
        install_command: str | None = None,
        build_command: str | None = None,
+        tracked_packages: list[str] | None = None,
    ) -> dict[str, Any]:
        """Trigger a remote build revision with the uploaded tarball."""
        payload: dict[str, Any] = {
@@ -152,6 +156,8 @@ class HostBackendClient:
                "langgraph_config_path": config_path,
            },
        }
+        if tracked_packages:
+            payload["tracked_packages"] = tracked_packages

        source_config: dict[str, Any] = {}
        if install_command is not None:
@@ -23,7 +23,7 @@ dependencies = [
 path = "langgraph_cli/__init__.py"
 [project.optional-dependencies]
 inmem = [
-    "langgraph-api>=0.5.35,<0.10.0 ; python_version >= '3.11'",
+    "langgraph-api>=0.5.35,<1.0.0 ; 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."""

@@ -0,0 +1,134 @@
+import pathlib
+
+import pytest
+
+from langgraph_cli.dependency_tracking import (
+    TRACKED_PACKAGES,
+    find_tracked_packages,
+)
+
+
+def _write_project(
+    tmp_path: pathlib.Path,
+    *,
+    dep_subdir: str = ".",
+    uv_lock: str | None = None,
+    pyproject: str | None = None,
+    requirements: str | None = None,
+    dependencies: list[str] | None = None,
+) -> tuple[pathlib.Path, dict]:
+    project_root = tmp_path
+    dep_dir = (project_root / dep_subdir).resolve()
+    dep_dir.mkdir(parents=True, exist_ok=True)
+    if uv_lock is not None:
+        (dep_dir / "uv.lock").write_text(uv_lock)
+    if pyproject is not None:
+        (dep_dir / "pyproject.toml").write_text(pyproject)
+    if requirements is not None:
+        (dep_dir / "requirements.txt").write_text(requirements)
+    config = project_root / "langgraph.json"
+    config.write_text("{}")
+    config_json = {"dependencies": dependencies or [dep_subdir]}
+    return config, config_json
+
+
+def test_uv_lock_resolved_version_preferred(tmp_path: pathlib.Path) -> None:
+    config, config_json = _write_project(
+        tmp_path,
+        uv_lock='name = "google-adk"\nversion = "1.2.3"\n',
+        pyproject='dependencies = ["google-adk>=0.5"]',
+    )
+    assert find_tracked_packages(config, config_json) == ["google-adk:1.2.3"]
+
+
+def test_pyproject_specifier_used_when_no_lock(tmp_path: pathlib.Path) -> None:
+    config, config_json = _write_project(
+        tmp_path,
+        pyproject='dependencies = ["google-adk>=0.5,<2"]',
+    )
+    assert find_tracked_packages(config, config_json) == ["google-adk:>=0.5,<2"]
+
+
+def test_requirements_txt_specifier(tmp_path: pathlib.Path) -> None:
+    config, config_json = _write_project(
+        tmp_path,
+        requirements="google-adk==1.0.0\n",
+    )
+    assert find_tracked_packages(config, config_json) == ["google-adk:==1.0.0"]
+
+
+def test_bare_reference_records_unknown(tmp_path: pathlib.Path) -> None:
+    config, config_json = _write_project(
+        tmp_path,
+        requirements="google-adk\nother-pkg==1.0\n",
+    )
+    assert find_tracked_packages(config, config_json) == ["google-adk:unknown"]
+
+
+def test_extras_bracket_records_unknown(tmp_path: pathlib.Path) -> None:
+    config, config_json = _write_project(
+        tmp_path,
+        pyproject='dependencies = ["deployments-wrap-sdk[google-adk]>=0.0.1"]',
+    )
+    assert find_tracked_packages(config, config_json) == ["google-adk:unknown"]
+
+
+def test_no_match_returns_empty(tmp_path: pathlib.Path) -> None:
+    config, config_json = _write_project(
+        tmp_path,
+        pyproject='dependencies = ["langgraph>=0.2"]',
+    )
+    assert find_tracked_packages(config, config_json) == []
+
+
+def test_traversal_dep_path_is_skipped(tmp_path: pathlib.Path) -> None:
+    outside = tmp_path.parent / "outside-project"
+    outside.mkdir(exist_ok=True)
+    (outside / "uv.lock").write_text('name = "google-adk"\nversion = "9.9.9"\n')
+    project_root = tmp_path / "project"
+    project_root.mkdir()
+    config = project_root / "langgraph.json"
+    config.write_text("{}")
+    config_json = {"dependencies": ["../outside-project"]}
+    assert find_tracked_packages(config, config_json) == []
+
+
+def test_dep_paths_scanned_in_order(tmp_path: pathlib.Path) -> None:
+    project_root = tmp_path
+    (project_root / "first").mkdir()
+    (project_root / "second").mkdir()
+    (project_root / "second" / "uv.lock").write_text(
+        'name = "google-adk"\nversion = "2.0.0"\n'
+    )
+    config = project_root / "langgraph.json"
+    config.write_text("{}")
+    config_json = {"dependencies": ["first", "second"]}
+    assert find_tracked_packages(config, config_json) == ["google-adk:2.0.0"]
+
+
+def test_non_string_dep_entry_ignored(tmp_path: pathlib.Path) -> None:
+    project_root = tmp_path
+    config = project_root / "langgraph.json"
+    config.write_text("{}")
+    config_json = {"dependencies": [123, None]}
+    assert find_tracked_packages(config, config_json) == []
+
+
+def test_oversized_file_is_truncated_not_raised(tmp_path: pathlib.Path) -> None:
+    project_root = tmp_path
+    config = project_root / "langgraph.json"
+    config.write_text("{}")
+    # 6 MB of irrelevant content followed by the tracked-package marker —
+    # the read cap drops the marker, so nothing should be found.
+    padded = ("x" * (6 * 1024 * 1024)) + '\nname = "google-adk"\nversion = "1.0.0"\n'
+    (project_root / "uv.lock").write_text(padded)
+    assert find_tracked_packages(config, {"dependencies": ["."]}) == []
+
+
+@pytest.mark.parametrize("pkg", TRACKED_PACKAGES)
+def test_every_tracked_package_is_detectable(tmp_path: pathlib.Path, pkg: str) -> None:
+    config, config_json = _write_project(
+        tmp_path,
+        uv_lock=f'name = "{pkg}"\nversion = "1.0.0"\n',
+    )
+    assert find_tracked_packages(config, config_json) == [f"{pkg}:1.0.0"]
@@ -1,3 +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"
@@ -1,3 +1,5 @@
+import json
+
 import httpx
 import pytest

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


+def _capturing_client(captured: dict) -> HostBackendClient:
+    def handler(req: httpx.Request) -> httpx.Response:
+        captured["body"] = req.read()
+        return httpx.Response(200, json={"ok": True})
+
+    c = HostBackendClient("https://api.example.com", "key")
+    c._client = httpx.Client(
+        base_url="https://api.example.com",
+        transport=httpx.MockTransport(handler),
+        headers={"X-Api-Key": "key", "Accept": "application/json"},
+        timeout=30,
+    )
+    return c
+
+
+def test_update_deployment_forwards_tracked_packages():
+    captured: dict = {}
+    c = _capturing_client(captured)
+    c.update_deployment(
+        "dep-123",
+        "image:latest",
+        tracked_packages=["google-adk:1.0.0"],
+    )
+    body = json.loads(captured["body"])
+    assert body["tracked_packages"] == ["google-adk:1.0.0"]
+    assert "tracked_packages" not in body["source_revision_config"]
+
+
+def test_update_deployment_omits_tracked_packages_when_absent():
+    captured: dict = {}
+    c = _capturing_client(captured)
+    c.update_deployment("dep-123", "image:latest")
+    body = json.loads(captured["body"])
+    assert "tracked_packages" not in body
+
+
+def test_update_deployment_internal_source_forwards_tracked_packages():
+    captured: dict = {}
+    c = _capturing_client(captured)
+    c.update_deployment_internal_source(
+        "dep-123",
+        source_tarball_path="path/to/tarball",
+        config_path="langgraph.json",
+        tracked_packages=["google-adk:>=0.5"],
+    )
+    body = json.loads(captured["body"])
+    assert body["tracked_packages"] == ["google-adk:>=0.5"]
+    assert body["source_revision_config"]["source_tarball_path"] == "path/to/tarball"
+    assert "tracked_packages" not in body["source_revision_config"]
+
+
+def test_update_deployment_internal_source_omits_tracked_packages_when_absent():
+    captured: dict = {}
+    c = _capturing_client(captured)
+    c.update_deployment_internal_source(
+        "dep-123",
+        source_tarball_path="path/to/tarball",
+        config_path="langgraph.json",
+    )
+    body = json.loads(captured["body"])
+    assert "tracked_packages" not in body
+
+
 def test_list_revisions(client):
    result = client.list_revisions("dep-123", limit=5)
    assert result == {"ok": True}
@@ -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 +80,70 @@ def patch_checkpoint_map(
        return config


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

@@ -98,10 +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
@@ -113,34 +178,9 @@ def merge_configs(*configs: RunnableConfig | None) -> RunnableConfig:
                else:
                    base[key] = value
            elif key == "callbacks":
-                base_callbacks = base.get("callbacks")
-                # callbacks can be either None, list[handler] or manager
-                # so merging two callbacks values has 6 cases
-                if isinstance(value, list):
-                    if base_callbacks is None:
-                        base["callbacks"] = value.copy()
-                    elif isinstance(base_callbacks, list):
-                        base["callbacks"] = base_callbacks + value
-                    else:
-                        # base_callbacks is a manager
-                        mngr = base_callbacks.copy()
-                        for callback in value:
-                            mngr.add_handler(callback, inherit=True)
-                        base["callbacks"] = mngr
-                elif isinstance(value, BaseCallbackManager):
-                    # value is a manager
-                    if base_callbacks is None:
-                        base["callbacks"] = value.copy()
-                    elif isinstance(base_callbacks, list):
-                        mngr = value.copy()
-                        for callback in base_callbacks:
-                            mngr.add_handler(callback, inherit=True)
-                        base["callbacks"] = mngr
-                    else:
-                        # base_callbacks is also a manager
-                        base["callbacks"] = base_callbacks.merge(value)
-                else:
-                    raise NotImplementedError
+                base["callbacks"] = _merge_callbacks(
+                    base.get("callbacks"), cast(Callbacks, value)
+                )
            elif key == "recursion_limit":
                if config["recursion_limit"] != DEFAULT_RECURSION_LIMIT:
                    base["recursion_limit"] = config["recursion_limit"]
@@ -303,13 +343,65 @@ def ensure_config(*configs: RunnableConfig | None) -> RunnableConfig:
                if _is_not_empty(v)
            },
        )
+    # An explicit config that supplies its own checkpoint coordinate (a
+    # thread_id, or any checkpoint_ns/checkpoint_id/checkpoint_map) is addressing
+    # its own checkpoint lineage, so drop the inherited ambient configurable
+    # rather than merging over it: a child graph invoked inside a parent node
+    # would otherwise write its checkpoints under the parent's namespace and
+    # never find them again. An explicit thread_id resets even when it equals the
+    # ambient one, since a child reusing the parent's thread id still addresses
+    # its own root namespace, not the parent task's. Configs that only refine
+    # other keys keep the ambient and shallow-merge over it below.
+    if empty.get(CONF):
+        for config in configs:
+            if config is None:
+                continue
+            explicit_configurable = config.get(CONF)
+            if not explicit_configurable:
+                continue
+            if any(
+                _is_not_empty(explicit_configurable.get(k))
+                for k in _CHECKPOINT_COORDINATE_KEYS
+            ):
+                empty[CONF] = {}
+                break
    for config in configs:
        if config is None:
            continue
        for k, v in config.items():
            if _is_not_empty(v) and k in CONFIG_KEYS:
                if k == CONF:
-                    empty[k] = cast(dict, v).copy()
+                    # Shallow-merge configurable dicts across configs so values
+                    # bound via with_config(...) (e.g. ls_agent_type) are
+                    # preserved when later configs (e.g. invoke-time) only
+                    # specify a subset of keys like thread_id.
+                    existing = empty.get(k)
+                    empty[k] = (
+                        {**cast(dict, existing), **cast(dict, v)}
+                        if existing
+                        else cast(dict, v).copy()
+                    )
+                elif k == "callbacks":
+                    empty["callbacks"] = _merge_callbacks(
+                        empty.get("callbacks"), cast(Callbacks, v)
+                    )
+                elif k == "metadata":
+                    # Matches merge_configs: top-level metadata keys merge, and
+                    # only `lc_versions` merges one level deeper.
+                    empty["metadata"] = _merge_metadata(
+                        cast(Mapping[str, Any] | None, empty.get("metadata")),
+                        cast(Mapping[str, Any], v),
+                    )
+                elif k == "tags":
+                    # Concatenate tags across configs so values bound via
+                    # with_config(...) are preserved when later configs
+                    # supply additional tags. Matches merge_configs.
+                    existing_tags: list[str] | None = empty.get("tags")
+                    empty["tags"] = (
+                        [*existing_tags, *cast(list, v)]
+                        if existing_tags
+                        else list(cast(list, v))
+                    )
                else:
                    empty[k] = v  # type: ignore[literal-required]
        for k, v in config.items():
@@ -366,3 +458,17 @@ _PROPAGATE_TO_METADATA = frozenset(
        "graph_id",
    )
 )
+
+
+def filter_to_user_tags(tags: Sequence[str] | None) -> list[str] | None:
+    """Drop langgraph's internal `seq:step:*` bookkeeping tags.
+
+    `seq:step:N` tags are added internally to mark sequence steps; everything
+    else (user-supplied tags and any other framework tags) is kept. Returns the
+    surviving tags, or `None` if none remain. Shared by the `messages` and
+    `tasks` stream handlers so both surface the same tag set on their metadata.
+    """
+    if not tags:
+        return None
+    filtered = [t for t in tags if not t.startswith("seq:step")]
+    return filtered or None
@@ -95,6 +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")

@@ -142,6 +142,9 @@ ANY_TYPE = object()

 ASYNCIO_ACCEPTS_CONTEXT = sys.version_info >= (3, 11)

+# Cache for inspect.signature results, keyed by function object
+_SIGNATURE_CACHE: dict[Callable, inspect.Signature] = {}
+
 # List of keyword arguments that can be injected into nodes / tasks / tools at runtime.
 # A named argument may appear multiple times if it appears with distinct types.
 KWARGS_CONFIG_KEYS: tuple[tuple[str, tuple[Any, ...], str, Any], ...] = (
@@ -315,7 +318,16 @@ class RunnableCallable(Runnable):
            raise ValueError("At least one of func or afunc must be provided.")

        self.func_accepts: dict[str, tuple[str, Any]] = {}
-        params = inspect.signature(cast(Callable, func or afunc)).parameters
+        target = cast(Callable, func or afunc)
+        try:
+            sig = _SIGNATURE_CACHE[target]
+        except (KeyError, TypeError):
+            sig = inspect.signature(target)
+            try:
+                _SIGNATURE_CACHE[target] = sig
+            except TypeError:
+                pass  # unhashable function, skip caching
+        params = sig.parameters

        for kw, typ, runtime_key, default in KWARGS_CONFIG_KEYS:
            p = params.get(kw)
@@ -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))
@@ -21,6 +21,7 @@ __all__ = (
    "InvalidUpdateError",
    "GraphBubbleUp",
    "GraphInterrupt",
+    "NodeCancelledError",
    "NodeError",
    "NodeInterrupt",
    "NodeTimeoutError",
@@ -164,6 +165,28 @@ class NodeError:
    """Exception raised by the failed node."""


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

@@ -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,
@@ -196,6 +198,7 @@ class PregelLoop:
    _migrate_checkpoint: Callable[[Checkpoint], None] | None
    submit: Submit
    channels: Mapping[str, BaseChannel]
+    _has_untracked_channels: bool
    # Futures from `checkpointer.put_writes` calls that produced delta-channel
    # writes. `_checkpointer_put_after_previous` drains this list (swap to a
    # local `futs` then reset to `[]` and wait/gather) before putting the
@@ -220,6 +223,11 @@ 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`
@@ -430,9 +438,7 @@ class PregelLoop:
            writes_to_save = writes

        # check if any writes are to an UntrackedValue channel
-        if any(
-            isinstance(channel, UntrackedValue) for channel in self.channels.values()
-        ):
+        if self._has_untracked_channels:
            # we do not persist untracked values in checkpoints
            writes_to_save = [
                # sanitize UntrackedValues that are nested within Send packets
@@ -676,6 +682,11 @@ 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 +990,11 @@ 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 +1135,7 @@ 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()
        )
@@ -1135,15 +1152,15 @@ 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
        elif "counters_since_delta_snapshot" in self.checkpoint_metadata:
            del self.checkpoint_metadata["counters_since_delta_snapshot"]
        # sanitize TASK channel in the checkpoint before saving (durability=="exit")
-        if TASKS in self.checkpoint["channel_values"] and any(
-            isinstance(channel, UntrackedValue) for channel in self.channels.values()
-        ):
+        if TASKS in self.checkpoint["channel_values"] and self._has_untracked_channels:
            sanitized_tasks = [
                sanitize_untracked_values_in_send(value, self.channels)
                if isinstance(value, Send)
@@ -1217,7 +1234,10 @@ 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 +1292,7 @@ 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 +1681,7 @@ 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
        )
@@ -1671,6 +1692,9 @@ class SyncPregelLoop(PregelLoop, AbstractContextManager):
            saver=self.checkpointer,
            config=self.checkpoint_config,
        )
+        self._has_untracked_channels = any(
+            isinstance(ch, UntrackedValue) for ch in self.channels.values()
+        )
        self.stack.push(self._suppress_interrupt)
        self.status = "input"
        self.step = self.checkpoint_metadata["step"] + 1
@@ -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
        )
@@ -1930,6 +1955,9 @@ class AsyncPregelLoop(PregelLoop, AbstractAsyncContextManager):
            saver=self.checkpointer,
            config=self.checkpoint_config,
        )
+        self._has_untracked_channels = any(
+            isinstance(ch, UntrackedValue) for ch in self.channels.values()
+        )
        self.stack.push(self._suppress_interrupt)
        self.status = "input"
        self.step = self.checkpoint_metadata["step"] + 1
@@ -15,6 +15,7 @@ from langchain_core.messages.utils import convert_to_messages
 from langchain_core.outputs import ChatGeneration, ChatGenerationChunk, LLMResult
 from pydantic import BaseModel

+from langgraph._internal._config import filter_to_user_tags
 from langgraph._internal._constants import NS_SEP
 from langgraph.constants import TAG_HIDDEN, TAG_NOSTREAM
 from langgraph.pregel.protocol import StreamChunk
@@ -143,9 +144,8 @@ class StreamMessagesHandler(BaseCallbackHandler, _StreamingCallbackHandler):
            ]
            if not self.subgraphs and len(ns) > 0 and ns != self.parent_ns:
                return
-            if tags:
-                if filtered_tags := [t for t in tags if not t.startswith("seq:step")]:
-                    metadata["tags"] = filtered_tags
+            if (filtered_tags := filter_to_user_tags(tags)) is not None:
+                metadata["tags"] = filtered_tags
            self.metadata[run_id] = (ns, metadata)

    def on_llm_new_token(
@@ -0,0 +1,374 @@
+# libs/langgraph/langgraph/pregel/_remote_run_stream.py
+from __future__ import annotations
+
+import logging
+import sys
+from collections.abc import AsyncIterator, Iterator, Mapping
+from types import TracebackType
+from typing import Any, cast
+
+from langchain_core.runnables import RunnableConfig
+from langgraph_sdk._async.stream import AsyncThreadStream
+from langgraph_sdk._sync.stream import SyncThreadStream
+from langgraph_sdk.client import LangGraphClient, SyncLangGraphClient
+from langgraph_sdk.stream.decoders import DataDecoder
+
+from langgraph.types import Command
+
+logger = logging.getLogger(__name__)
+
+
+def _translate_command_input(input: Any) -> Any:
+    """Translate a local `Command` into the v3 wire `input`, else passthrough.
+
+    The v3 server decides start-vs-resume from thread state (an interrupted
+    run or pending interrupts) and, on resume, wraps the whole `input` as
+    `{"resume": input}` itself. So a resume `Command` must surface its raw
+    `resume` value as the wire `input` (not the serialized dataclass, which
+    the server would double-wrap). The v3 `run.start` path has no `goto` /
+    `update` channel, so those are rejected.
+
+    `langgraph_sdk` is upstream of `langgraph`, so this `Command`-aware
+    marshalling lives here on the adapter (langgraph) side of the boundary.
+    """
+    if isinstance(input, Command):
+        if input.goto or input.update:
+            raise NotImplementedError(
+                "RemoteGraph v3 streaming supports `Command(resume=...)` only; "
+                "`goto` / `update` are not supported by the v3 `run.start` path."
+            )
+        return input.resume
+    return input
+
+
+class _ChannelProjection:
+    """Decoded projection for a wire channel the SDK doesn't type natively.
+
+    Subscribes to `channel` and decodes each event's `params["data"]` through the
+    SDK's `DataDecoder` — the same decoder the SDK's own plain-payload projections
+    (`values` / `updates` / `checkpoints` / `tasks`) use, which yields the item
+    shape that local's `UpdatesTransformer` / `CheckpointsTransformer` /
+    `TasksTransformer` / `CustomTransformer` push, so iterating this matches the
+    corresponding local projection. Iterate with `for` against a sync stream and
+    `async for` against an async stream (matching the underlying SDK). Opening
+    the subscription requires the stream to be entered (`with` / `async with`).
+    """
+
+    def __init__(self, sdk: AsyncThreadStream | SyncThreadStream, channel: str) -> None:
+        self._sdk = sdk
+        self._channel = channel
+
+    def __iter__(self) -> Iterator[Any]:
+        # Sync lane: the sync adapter's SDK returns a sync iterator here.
+        decoder = DataDecoder(self._channel)
+        events = cast(Iterator[Any], self._sdk.subscribe([self._channel]))
+        for event in events:
+            yield from decoder.feed(event)
+
+    def __aiter__(self) -> AsyncIterator[Any]:
+        return self._aiter()
+
+    async def _aiter(self) -> AsyncIterator[Any]:
+        # Async lane: the async adapter's SDK returns an async iterator here.
+        decoder = DataDecoder(self._channel)
+        events = cast(AsyncIterator[Any], self._sdk.subscribe([self._channel]))
+        async for event in events:
+            for item in decoder.feed(event):
+                yield item
+
+
+class _ProjectionRegistry(Mapping[str, Any]):
+    """Read-only name -> projection registry mirroring local `GraphRunStream.extensions`.
+
+    Resolution follows the langchain-protocol wire channels, and every entry
+    yields the same decoded item shape local does (`params.data`):
+
+    - `values` / `messages` / `tool_calls` / `subgraphs` resolve to the SDK's
+      decoded typed projections. `tool_calls` is the `tools` channel — tool
+      *execution* events, distinct from the tool-call *inputs* inside `messages`.
+    - `updates` / `checkpoints` / `tasks` / `custom` have no typed SDK
+      projection, so they resolve to a `_ChannelProjection` that subscribes to
+      the channel and yields `params.data` — matching the local transformer
+      output for those channels.
+    - any other name is a specific custom-extension channel
+      (`thread.extensions[name]`, i.e. `custom:<name>`).
+
+    `lifecycle` is intentionally absent: local derives a status payload from it
+    rather than yielding `params.data`, and the SDK consumes it as control-plane
+    (driving `output` / `interrupted`), so its shape can't be matched — it
+    remains reachable via the raw `events` iterator. `debug` is absent too: it
+    is not a v3 wire channel.
+    """
+
+    # Channels the SDK decodes into typed projections.
+    _TYPED = ("values", "messages", "tool_calls", "subgraphs")
+    # Wire channels with no typed SDK projection — decoded here to match local.
+    _DECODED = ("updates", "checkpoints", "tasks", "custom")
+    _NATIVE = _TYPED + _DECODED
+
+    def __init__(self, sdk: AsyncThreadStream | SyncThreadStream) -> None:
+        self._sdk = sdk
+
+    def __getitem__(self, name: str) -> Any:
+        if name in self._TYPED:
+            return getattr(self._sdk, name)
+        if name in self._DECODED:
+            return _ChannelProjection(self._sdk, name)
+        return self._sdk.extensions[name]
+
+    def __iter__(self) -> Iterator[str]:
+        return iter(self._NATIVE)
+
+    def __len__(self) -> int:
+        return len(self._NATIVE)
+
+
+class _RemoteGraphRunStream:
+    """Sync adapter: SyncThreadStream -> GraphRunStream surface."""
+
+    def __init__(
+        self,
+        *,
+        sync_client: SyncLangGraphClient,
+        sdk_thread: SyncThreadStream,
+        input: Any,
+        config: RunnableConfig | None,
+        metadata: dict[str, Any] | None,
+    ) -> None:
+        self._client = sync_client
+        self._sdk = sdk_thread
+        self._start_kwargs: dict[str, Any] = {
+            "input": _translate_command_input(input),
+            "config": config,
+            "metadata": metadata,
+        }
+        self._run_id: str | None = None
+        self._closed = False
+        self._events_iter: Iterator[Any] | None = None
+
+    def __enter__(self) -> _RemoteGraphRunStream:
+        if self._closed:
+            raise RuntimeError("_RemoteGraphRunStream already closed")
+        self._sdk.__enter__()
+        try:
+            result = self._sdk.run.start(**self._start_kwargs)
+        except BaseException:
+            self._sdk.__exit__(*sys.exc_info())
+            raise
+        self._run_id = result["run_id"]
+        return self
+
+    def __exit__(
+        self,
+        exc_type: type[BaseException] | None,
+        exc: BaseException | None,
+        tb: TracebackType | None,
+    ) -> None:
+        if self._closed:
+            return
+        self._closed = True
+        self._sdk.__exit__(exc_type, exc, tb)
+
+    @property
+    def output(self) -> Any:
+        return self._sdk.output
+
+    @property
+    def interrupted(self) -> bool:
+        """Whether the remote run is currently paused at an interrupt.
+
+        Reads the SDK's current value without blocking. This differs from
+        local `GraphRunStream.interrupted`, which drives the run to terminal
+        before returning the flag. Sync callers needing a wait-for-interrupt
+        pattern should switch to the async API and drain a projection.
+        """
+        return self._sdk.interrupted
+
+    @property
+    def interrupts(self) -> list[Any]:
+        """Current outstanding interrupt payloads (non-blocking snapshot)."""
+        return list(self._sdk.interrupts)
+
+    @property
+    def values(self) -> Any:
+        """Live state-snapshot projection (mirrors local `run.values`)."""
+        return self._sdk.values
+
+    @property
+    def messages(self) -> Any:
+        """Live message-stream projection (mirrors local `run.messages`)."""
+        return self._sdk.messages
+
+    @property
+    def subgraphs(self) -> Any:
+        """Subgraph-handle projection (mirrors local `run.subgraphs`)."""
+        return self._sdk.subgraphs
+
+    @property
+    def tool_calls(self) -> Any:
+        """Tool-execution projection (the `tools` channel).
+
+        These are tool *execution* events (started / output / finished),
+        distinct from the tool-call *inputs* carried inside `messages`.
+        """
+        return self._sdk.tool_calls
+
+    @property
+    def extensions(self) -> Mapping[str, Any]:
+        """Name -> projection registry (mirrors local `run.extensions`)."""
+        return _ProjectionRegistry(self._sdk)
+
+    def abort(self) -> None:
+        if self._closed:
+            return
+        self._closed = True
+        if self._run_id is not None:
+            try:
+                self._client.runs.cancel(self._sdk.thread_id, self._run_id, wait=False)
+            except Exception:
+                logger.debug("abort: runs.cancel failed", exc_info=True)
+        try:
+            self._sdk.close()
+        except Exception:
+            logger.debug("abort: sdk.close failed", exc_info=True)
+
+    def __iter__(self) -> Iterator[Any]:
+        if self._events_iter is None:
+            self._events_iter = iter(self._sdk.events)
+        return self._events_iter
+
+    def interleave(self, *names: str) -> Iterator[tuple[str, Any]]:
+        yield from self._sdk.interleave_projections(list(names))
+
+
+class _AsyncRemoteGraphRunStream:
+    """Async adapter: AsyncThreadStream -> AsyncGraphRunStream surface."""
+
+    def __init__(
+        self,
+        *,
+        client: LangGraphClient,
+        sdk_thread: AsyncThreadStream,
+        input: Any,
+        config: RunnableConfig | None,
+        metadata: dict[str, Any] | None,
+    ) -> None:
+        self._client = client
+        self._sdk = sdk_thread
+        self._start_kwargs: dict[str, Any] = {
+            "input": _translate_command_input(input),
+            "config": config,
+            "metadata": metadata,
+        }
+        self._run_id: str | None = None
+        self._closed = False
+        self._events_aiter: AsyncIterator[Any] | None = None
+
+    async def __aenter__(self) -> _AsyncRemoteGraphRunStream:
+        if self._closed:
+            raise RuntimeError("_AsyncRemoteGraphRunStream already closed")
+        await self._sdk.__aenter__()
+        try:
+            result = await self._sdk.run.start(**self._start_kwargs)
+        except BaseException:
+            await self._sdk.__aexit__(*sys.exc_info())
+            raise
+        self._run_id = result["run_id"]
+        return self
+
+    async def __aexit__(
+        self,
+        exc_type: type[BaseException] | None,
+        exc: BaseException | None,
+        tb: TracebackType | None,
+    ) -> None:
+        if self._closed:
+            return
+        self._closed = True
+        await self._sdk.__aexit__(exc_type, exc, tb)
+
+    async def output(self) -> Any:
+        """Drive the remote run to completion and return the final state.
+
+        Awaits the SDK's terminal-state awaitable, matching local
+        `AsyncGraphRunStream.output()` (a method, not a property, so
+        `run.output` without `await` fails at type-check time rather than
+        silently yielding a coroutine).
+        """
+        return await self._sdk.output
+
+    async def interrupted(self) -> bool:
+        """Whether the remote run is currently paused at an interrupt.
+
+        Reads the SDK's current value without blocking. This differs from
+        local `AsyncGraphRunStream.interrupted()`, which drives the run to
+        terminal before returning the flag. Callers that need a
+        wait-for-interrupt pattern should drain a projection (e.g.,
+        `async for snap in stream._sdk.values`) until the SDK's paused
+        sentinel fires, then call this method.
+        """
+        return self._sdk.interrupted
+
+    async def interrupts(self) -> list[Any]:
+        """Current outstanding interrupt payloads.
+
+        Non-blocking; reads the SDK's current snapshot. See `interrupted`
+        for the divergence from local v3 semantics.
+        """
+        return list(self._sdk.interrupts)
+
+    @property
+    def values(self) -> Any:
+        """Live state-snapshot projection (mirrors local `run.values`)."""
+        return self._sdk.values
+
+    @property
+    def messages(self) -> Any:
+        """Live message-stream projection (mirrors local `run.messages`)."""
+        return self._sdk.messages
+
+    @property
+    def subgraphs(self) -> Any:
+        """Subgraph-handle projection (mirrors local `run.subgraphs`)."""
+        return self._sdk.subgraphs
+
+    @property
+    def tool_calls(self) -> Any:
+        """Tool-execution projection (the `tools` channel).
+
+        These are tool *execution* events (started / output / finished),
+        distinct from the tool-call *inputs* carried inside `messages`.
+        """
+        return self._sdk.tool_calls
+
+    @property
+    def extensions(self) -> Mapping[str, Any]:
+        """Name -> projection registry (mirrors local `run.extensions`)."""
+        return _ProjectionRegistry(self._sdk)
+
+    async def abort(self) -> None:
+        if self._closed:
+            return
+        self._closed = True
+        if self._run_id is not None:
+            try:
+                await self._client.runs.cancel(
+                    self._sdk.thread_id, self._run_id, wait=False
+                )
+            except Exception:
+                logger.debug("abort: runs.cancel failed", exc_info=True)
+        try:
+            await self._sdk.close()
+        except Exception:
+            logger.debug("abort: sdk.close failed", exc_info=True)
+
+    def __aiter__(self) -> AsyncIterator[Any]:
+        if self._events_aiter is None:
+            self._events_aiter = self._sdk.events.__aiter__()
+        return self._events_aiter
+
+    # Note: deliberately no `interleave()` on the async adapter. Local
+    # `AsyncGraphRunStream` doesn't have one either (async callers compose
+    # with `asyncio.gather` / `asyncio.as_completed`). The sync adapter
+    # provides `interleave()` because sync callers have no comparable
+    # primitive for iterating multiple iterators concurrently.
@@ -37,13 +37,23 @@ from langgraph._internal._constants import (
 )
 from langgraph._internal._runnable import create_task_in_config_context
 from langgraph._internal._timeout import sync_timeout_unsupported
-from langgraph.errors import GraphBubbleUp, NodeTimeoutError, ParentCommand
+from langgraph.errors import (
+    GraphBubbleUp,
+    NodeCancelledError,
+    NodeTimeoutError,
+    ParentCommand,
+)
 from langgraph.pregel.protocol import StreamProtocol
 from langgraph.runtime import ExecutionInfo, Runtime
 from langgraph.types import Command, PregelExecutableTask, RetryPolicy, TimeoutPolicy

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


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


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

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

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

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


 def is_multiple_channel_write(value: Any) -> bool:
@@ -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(
@@ -3479,7 +3512,7 @@ class Pregel(
        control: RunControl | None = None,
        transformers: Sequence[Callable[[tuple[str, ...]], Any]] | None = None,
        **kwargs: Any,
-    ) -> Any:
+    ) -> GraphRunStream:
        """Internal v3 sync streaming implementation. Public entry: stream_events(version='v3').

        Extra keyword arguments are forwarded to the underlying ``stream(...)``
@@ -3535,7 +3568,7 @@ class Pregel(
        control: RunControl | None = None,
        transformers: Sequence[Callable[[tuple[str, ...]], Any]] | None = None,
        **kwargs: Any,
-    ) -> Any:
+    ) -> AsyncGraphRunStream:
        """Internal v3 async streaming implementation. Public entry: astream_events(version='v3').

        Extra keyword arguments are forwarded to the underlying ``astream(...)``
@@ -3600,7 +3633,7 @@ class Pregel(
        control: RunControl | None = None,
        transformers: Sequence[Callable[[tuple[str, ...]], Any]] | None = None,
        **kwargs: Any,
-    ) -> Any: ...
+    ) -> GraphRunStream: ...

    def stream_events(
        self,
@@ -3705,7 +3738,7 @@ class Pregel(
        control: RunControl | None = None,
        transformers: Sequence[Callable[[tuple[str, ...]], Any]] | None = None,
        **kwargs: Any,
-    ) -> Awaitable[Any]: ...
+    ) -> Awaitable[AsyncGraphRunStream]: ...

    def astream_events(
        self,
@@ -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:
@@ -55,6 +55,10 @@ from langgraph._internal._constants import (
    NS_SEP,
 )
 from langgraph.errors import GraphInterrupt, ParentCommand
+from langgraph.pregel._remote_run_stream import (
+    _AsyncRemoteGraphRunStream,
+    _RemoteGraphRunStream,
+)
 from langgraph.pregel.protocol import PregelProtocol, StreamProtocol
 from langgraph.types import (
    All,
@@ -80,6 +84,8 @@ _CONF_DROPLIST = frozenset(
    ),
 )

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

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

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

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

    @overload
    def invoke(
@@ -35,7 +35,7 @@ class ProtocolEvent(TypedDict):
    """

    type: Literal["event"]
-    eventId: NotRequired[str]
+    event_id: NotRequired[str]  # snake_case to match the langchain-protocol wire field
    seq: NotRequired[int]
    method: str  # StreamMode value: "values", "messages", "custom", etc.
    params: _ProtocolEventParams
@@ -12,7 +12,13 @@ from langgraph.stream._mux import StreamMux
 from langgraph.stream._types import ProtocolEvent

 if TYPE_CHECKING:
-    from langgraph.stream.transformers import SubgraphStatus
+    from langchain_core.language_models.chat_model_stream import (
+        AsyncChatModelStream,
+        ChatModelStream,
+    )
+
+    from langgraph.stream.stream_channel import StreamChannel
+    from langgraph.stream.transformers import LifecyclePayload, SubgraphStatus


 def _drive_until_done(pump: Callable[[], bool]) -> None:
@@ -48,6 +54,16 @@ class GraphRunStream:
        experimental and may change.
    """

+    # Native projections always registered by `stream_events(version="v3")`.
+    # Attached dynamically by the `setattr` loop in `__init__`; declared here
+    # so type checkers see them. Opt-in native projections (`updates`,
+    # `custom`, `checkpoints`, `debug`, `tasks`) are only present when their
+    # transformer is registered, so they are reached via `extensions[...]`.
+    values: StreamChannel[dict[str, Any]]
+    messages: StreamChannel[ChatModelStream]
+    lifecycle: StreamChannel[LifecyclePayload]
+    subgraphs: StreamChannel[SubgraphRunStream]
+
    def __init__(
        self,
        graph_iter: Iterator[Any] | None,
@@ -132,13 +148,23 @@ 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:
@@ -319,6 +345,16 @@ class AsyncGraphRunStream:
        experimental and may change.
    """

+    # Native projections always registered by `astream_events(version="v3")`.
+    # Attached dynamically by the `setattr` loop in `__init__`; declared here
+    # so type checkers see them. Opt-in native projections (`updates`,
+    # `custom`, `checkpoints`, `debug`, `tasks`) are only present when their
+    # transformer is registered, so they are reached via `extensions[...]`.
+    values: StreamChannel[dict[str, Any]]
+    messages: StreamChannel[AsyncChatModelStream]
+    lifecycle: StreamChannel[LifecyclePayload]
+    subgraphs: StreamChannel[AsyncSubgraphRunStream]
+
    def __init__(
        self,
        graph_aiter: AsyncIterator[Any] | None,
@@ -348,6 +384,8 @@ 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 +445,25 @@ 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 +484,40 @@ 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:
@@ -9,7 +9,7 @@ from langchain_core.language_models.chat_model_stream import (
    ChatModelStream,
 )
 from langchain_core.messages import AIMessageChunk, BaseMessage, ToolMessage
-from langchain_protocol.protocol import MessagesData
+from langchain_protocol.protocol import LifecycleCause, MessagesData
 from typing_extensions import NotRequired, TypedDict

 from langgraph.errors import GraphDrained, GraphInterrupt
@@ -366,6 +366,7 @@ class LifecyclePayload(TypedDict, total=False):
    namespace: list[str]
    graph_name: NotRequired[str]
    trigger_call_id: NotRequired[str]
+    cause: NotRequired[LifecycleCause]
    error: NotRequired[str]


@@ -406,6 +407,23 @@ class _TasksLifecycleBase(StreamTransformer):
        # Maps tracked namespace -> task_id of the parent task whose
        # `TaskResultPayload` will close it.
        self._open: dict[tuple[str, ...], str] = {}
+        # lc_agent_name observed at each namespace (first task event wins).
+        # Not read by the base discriminator (which only checks whether the
+        # current task carries an lc_agent_name); maintained as extension state
+        # for subclasses that project named subagents — e.g. a `run.subagents`
+        # transformer reads this to filter to nested runs that have a name.
+        self._lc_by_ns: dict[tuple[str, ...], str | None] = {}
+        # Pregel task_id -> triggering LLM tool_call_id, harvested from a task
+        # whose `input` is a `tool_call_with_context` dict (current shape) or a
+        # list of tool-call dicts (legacy shape). The child subgraph's segment
+        # `node:<task_id>` shares this task_id, so a subagent recovers the tool
+        # call that spawned it (cross-payload).
+        self._pending_tool_calls: dict[str, str] = {}
+        # `cause` for the current `_on_started` dispatch, set immediately before
+        # the call and read by overrides that surface it. Keeping `cause` off the
+        # `_on_started` signature means overrides predating it (e.g. deepagents'
+        # `SubagentTransformer`) don't break.
+        self._pending_cause: LifecycleCause | None = None

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

@@ -419,7 +437,10 @@ class _TasksLifecycleBase(StreamTransformer):
        graph_name: str | None,
        trigger_call_id: str | 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(
@@ -443,18 +464,84 @@ class _TasksLifecycleBase(StreamTransformer):
        if "result" in data:
            self._handle_task_result(ns, data)
        else:
-            self._handle_task_start(ns)
+            self._record_identity(ns, data)
+            self._record_pending_tool_calls(data)
+            self._handle_task_start(ns, data)
        # Tasks events are folded into the synthesized projections;
        # suppress from the main event log so iterators don't double-see
        # the same information in two shapes.
        return False

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

@@ -563,6 +650,9 @@ 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)

    def _on_terminal(
@@ -633,6 +723,9 @@ class SubgraphTransformer(_TasksLifecycleBase):
        except RuntimeError:
            return
        handle_cls = AsyncSubgraphRunStream if child_mux.is_async else SubgraphRunStream
+        # The triggering `cause` (on `self._pending_cause`) is a wire/lifecycle
+        # concern carried on `LifecyclePayload`; the in-process subgraph
+        # navigation handle does not expose it.
        handle = handle_cls(
            mux=child_mux,
            path=ns,
@@ -737,7 +830,12 @@ class SubgraphTransformer(_TasksLifecycleBase):
                for child_ns, status, error in self._pop_terminal_transitions(ns, data):
                    await self._aon_terminal(child_ns, status, error)
            else:
-                self._handle_task_start(ns)
+                # Mirror the sync `process` bookkeeping so the async lane
+                # observes parent identity / tool calls before discriminating
+                # a subagent boundary.
+                self._record_identity(ns, data)
+                self._record_pending_tool_calls(data)
+                self._handle_task_start(ns, data)
            keep = False
        else:
            keep = True
@@ -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")
@@ -150,6 +150,16 @@ class TaskPayload(TypedDict):
    """Input data passed to the task."""
    triggers: list[str]
    """List of triggers that caused this task to be executed (e.g. channel writes)."""
+    metadata: NotRequired[dict[str, Any]]
+    """Framework-resolved metadata associated with the task.
+
+    Generic dict carrier following the messages-stream pattern. Populated by
+    `map_debug_tasks` from `task.config["metadata"]` when non-empty, so the
+    same keys `stream_mode="messages"` consumers see (e.g. `lc_agent_name`,
+    `langgraph_node`, `langgraph_step`) are available to stream transformers.
+
+    Consumers should ignore unrecognized keys.
+    """


 class TaskResultPayload(TypedDict):
@@ -966,3 +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 = "1.2.2"
+version = "1.2.9"
 description = "Building stateful, multi-actor applications with LLMs"
 authors = []
 requires-python = ">=3.10"
@@ -24,9 +24,9 @@ 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>=0.3.0,<0.4.0",
+    "langgraph-sdk>=0.4.2,<0.5.0",
    "langgraph-prebuilt>=1.1.0,<1.2.0",
    "xxhash>=3.5.0",
    "pydantic>=2.7.4",
@@ -69,8 +69,8 @@ test = [
    "redis",
 ]
 lint = [
-    "mypy",
    "ruff",
+    "ty",
    "types-requests",
 ]
 dev = [
@@ -99,15 +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
 # ---------------------------------------------------------------------------
@@ -1,7 +1,8 @@
 import pytest
-from langchain_core.callbacks import AsyncCallbackManager
+from langchain_core.callbacks import AsyncCallbackManager, BaseCallbackHandler

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

 pytestmark = pytest.mark.anyio

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