checkpoint_version

basically - for conditional edges, we use this to merge the updates from
state with the state object (before the actual update really occurs in
the tick.after)

otherwise - an emphemeral value will actually last through the logic in
the conditional edge of the node after

.github/workflows/_integration_test.yml

@@ -87,3 +87,27 @@ jobs:
         working-directory: libs/cli/js-examples
         run: |
           langgraph build -t langgraph-test-e
+
+      - name: Build JS monorepo service
+        if: steps.changed-files.outputs.all
+        working-directory: libs/cli/js-monorepo-example
+        run: |
+          langgraph build -t langgraph-test-f -c apps/agent/langgraph.json --build-command "yarn run turbo build" --install-command "yarn install"
+
+      - name: Build Python monorepo service
+        if: steps.changed-files.outputs.all
+        working-directory: libs/cli/python-monorepo-example
+        run: |
+          langgraph build -t langgraph-test-g -c apps/agent/langgraph.json
+          cp apps/agent/.env.example apps/agent/.env
+          if [ -n "${{ secrets.LANGSMITH_API_KEY }}" ]; then echo "LANGSMITH_API_KEY=${{ secrets.LANGSMITH_API_KEY }}" >> apps/agent/.env; fi
+          timeout 60 python ../../../.github/scripts/run_langgraph_cli_test.py -t langgraph-test-g -c apps/agent/langgraph.json
+
+      - name: Build and test prerelease reqs service
+        if: steps.changed-files.outputs.all
+        working-directory: libs/cli/examples/graph_prerelease_reqs
+        run: |
+          langgraph build -t langgraph-test-h
+          cp ../.env.example .env
+          if [ -n "${{ secrets.LANGSMITH_API_KEY }}" ]; then echo "LANGSMITH_API_KEY=${{ secrets.LANGSMITH_API_KEY }}" >> .env; fi
+          timeout 60 python ../../../../.github/scripts/run_langgraph_cli_test.py -t langgraph-test-h

docs/docs/cloud/deployment/cloud.md

@@ -99,8 +99,8 @@ Starting from the `LangGraph Platform` view...
 1. In the top-right corner, select the gear icon (`Deployment Settings`).
 1. Update the `Git Branch` to the desired branch.
 1. Check/uncheck checkbox to `Automatically update deployment on push to branch`.
-    1. Branch creation/deletion and tag creation/deletion events will not trigger an update. Only pushes to an existing branch will trigger an update.
-    1. Pushes in quick succession to a branch will not trigger subsequent updates. In the future, this functionality may be changed/improved.
+1. Branch creation/deletion and tag creation/deletion events will not trigger an update. Only pushes to an existing branch will trigger an update.
+1. Pushes in quick succession to a branch will queue subsequent updates. Once a build completes, the most recent commit will begin building and the other queued builds will be skipped.
 
 ## Add or Remove GitHub Repositories
 

docs/docs/cloud/reference/api/openapi.json

@@ -29,6 +29,10 @@
       "name": "Store",
       "description": "Store is an API for managing persistent key-value store (long-term memory) that is available from any thread."
     },
+    {
+      "name": "A2A",
+      "description": "Agent-to-Agent Protocol related endpoints for exposing assistants as A2A-compliant agents."
+    },
     {
       "name": "MCP",
       "description": "Model Context Protocol related endpoints for exposing an agent as an MCP server."
@@ -1550,6 +1554,29 @@
             },
             "name": "Last-Event-ID",
             "in": "header"
+          },
+          {
+            "required": false,
+            "schema": {
+              "anyOf": [
+                {
+                  "type": "string",
+                  "enum": ["lifecycle", "run_modes", "state_update"]
+                },
+                {
+                  "type": "array",
+                  "items": {
+                    "type": "string",
+                    "enum": ["lifecycle", "run_modes", "state_update"]
+                  }
+                }
+              ],
+              "default": ["run_modes"],
+              "title": "Stream Modes",
+              "description": "Stream modes to control which events are returned. 'lifecycle' returns only run start/end events, 'run_modes' returns all run events (default behavior), 'state_update' returns only state update events."
+            },
+            "name": "stream_modes",
+            "in": "query"
           }
         ],
         "responses": {
@@ -3159,6 +3186,195 @@
         }
       }
     },
+    "/a2a/{assistant_id}": {
+      "post": {
+        "operationId": "post_a2a",
+        "summary": "A2A Post",
+        "description": "Communicate with an assistant using the Agent-to-Agent Protocol.\nSends a JSON-RPC 2.0 message to the assistant.\n\n- **Request**: Provide an object with `jsonrpc`, `id`, `method`, and optional `params`.\n- **Response**: Returns a JSON-RPC response with task information or error.\n\n**Supported Methods:**\n- `message/send`: Send a message to the assistant\n- `tasks/get`: Get the status and result of a task\n\n**Notes:**\n- Supports threaded conversations via thread context\n- Messages can contain text and data parts\n- Tasks run asynchronously and return completion status\n",
+        "parameters": [
+          {
+            "name": "assistant_id",
+            "in": "path",
+            "required": true,
+            "schema": {
+              "type": "string",
+              "format": "uuid"
+            },
+            "description": "The ID of the assistant to communicate with"
+          },
+          {
+            "name": "Accept",
+            "in": "header",
+            "required": true,
+            "schema": {
+              "type": "string",
+              "enum": ["application/json"]
+            },
+            "description": "Must be application/json"
+          }
+        ],
+        "requestBody": {
+          "required": true,
+          "content": {
+            "application/json": {
+              "schema": {
+                "type": "object",
+                "properties": {
+                  "jsonrpc": {
+                    "type": "string",
+                    "enum": ["2.0"],
+                    "description": "JSON-RPC version"
+                  },
+                  "id": {
+                    "type": "string",
+                    "description": "Request identifier"
+                  },
+                  "method": {
+                    "type": "string",
+                    "enum": ["message/send", "tasks/get"],
+                    "description": "The method to invoke"
+                  },
+                  "params": {
+                    "type": "object",
+                    "description": "Method parameters",
+                    "oneOf": [
+                      {
+                        "title": "Message Send Parameters",
+                        "properties": {
+                          "message": {
+                            "type": "object",
+                            "properties": {
+                              "role": {
+                                "type": "string",
+                                "enum": ["user", "assistant"],
+                                "description": "Message role"
+                              },
+                              "parts": {
+                                "type": "array",
+                                "items": {
+                                  "oneOf": [
+                                    {
+                                      "title": "Text Part",
+                                      "type": "object",
+                                      "properties": {
+                                        "kind": {
+                                          "type": "string",
+                                          "enum": ["text"]
+                                        },
+                                        "text": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "required": ["kind", "text"]
+                                    },
+                                    {
+                                      "title": "Data Part", 
+                                      "type": "object",
+                                      "properties": {
+                                        "kind": {
+                                          "type": "string",
+                                          "enum": ["data"]
+                                        },
+                                        "data": {
+                                          "type": "object"
+                                        }
+                                      },
+                                      "required": ["kind", "data"]
+                                    }
+                                  ]
+                                },
+                                "description": "Message parts"
+                              },
+                              "messageId": {
+                                "type": "string",
+                                "description": "Unique message identifier"
+                              }
+                            },
+                            "required": ["role", "parts", "messageId"]
+                          },
+                          "thread": {
+                            "type": "object",
+                            "properties": {
+                              "threadId": {
+                                "type": "string",
+                                "description": "Thread identifier for conversation context"
+                              }
+                            },
+                            "description": "Optional thread context"
+                          }
+                        },
+                        "required": ["message"]
+                      },
+                      {
+                        "title": "Task Get Parameters",
+                        "properties": {
+                          "taskId": {
+                            "type": "string",
+                            "description": "Task identifier to retrieve"
+                          }
+                        },
+                        "required": ["taskId"]
+                      }
+                    ]
+                  }
+                },
+                "required": ["jsonrpc", "id", "method"]
+              }
+            }
+          }
+        },
+        "responses": {
+          "200": {
+            "description": "JSON-RPC response",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "type": "object",
+                  "properties": {
+                    "jsonrpc": {
+                      "type": "string",
+                      "enum": ["2.0"]
+                    },
+                    "id": {
+                      "type": "string"
+                    },
+                    "result": {
+                      "type": "object",
+                      "description": "Success result containing task information or task details"
+                    },
+                    "error": {
+                      "type": "object",
+                      "properties": {
+                        "code": {
+                          "type": "integer"
+                        },
+                        "message": {
+                          "type": "string"
+                        }
+                      },
+                      "description": "Error information if request failed"
+                    }
+                  },
+                  "required": ["jsonrpc", "id"]
+                }
+              }
+            }
+          },
+          "400": {
+            "description": "Bad request - invalid JSON-RPC or missing Accept header"
+          },
+          "404": {
+            "description": "Assistant not found"
+          },
+          "500": {
+            "description": "Internal server error"
+          }
+        },
+        "tags": [
+          "A2A"
+        ]
+      }
+    },
     "/mcp/": {
       "post": {
         "operationId": "post_mcp",
@@ -4413,6 +4629,17 @@
             "title": "Checkpoint During",
             "description": "Whether to checkpoint during the run.",
             "default": false
+          },
+          "durability": {
+            "type": "string",
+            "enum": [
+              "sync",
+              "async",
+              "exit"
+            ],
+            "title": "Durability",
+            "description": "Durability level for the run. Must be one of 'sync', 'async', or 'exit'.",
+            "default": "async"
           }
         },
         "type": "object",
@@ -4649,6 +4876,17 @@
             "title": "Checkpoint During",
             "description": "Whether to checkpoint during the run.",
             "default": false
+          },
+          "durability": {
+            "type": "string",
+            "enum": [
+              "sync",
+              "async",
+              "exit"
+            ],
+            "title": "Durability",
+            "description": "Durability level for the run. Must be one of 'sync', 'async', or 'exit'.",
+            "default": "async"
           }
         },
         "type": "object",
@@ -4777,6 +5015,12 @@
       },
       "ThreadSearchRequest": {
         "properties": {
+          "ids": {
+            "type": "array",
+            "items": {"type": "string", "format": "uuid"},
+            "title": "Ids",
+            "description": "List of thread IDs to include. Others are excluded."
+          },
           "metadata": {
             "type": "object",
             "title": "Metadata",
@@ -5017,11 +5261,30 @@
             "type": "object",
             "title": "Metadata",
             "description": "Metadata to merge with existing thread metadata."
+          },
+          "ttl": {
+            "type": "object",
+            "title": "TTL",
+            "description": "The time-to-live for the thread.",
+            "properties": {
+              "strategy": {
+                "type": "string",
+                "enum": [
+                  "delete"
+                ],
+                "description": "The TTL strategy. 'delete' removes the entire thread.",
+                "default": "delete"
+              },
+              "ttl": {
+                "type": "number",
+                "description": "The time-to-live in minutes from now until thread should be swept."
+              }
+            }
           }
         },
         "type": "object",
         "title": "ThreadPatch",
-        "description": "Payload for creating a thread."
+        "description": "Payload for updating a thread."
       },
       "ThreadStateCheckpointRequest": {
         "properties": {

docs/docs/cloud/reference/cli.md

@@ -483,19 +483,19 @@ The LangGraph CLI requires a JSON configuration file that follows this [schema](
 
     RUN PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 pip install --no-cache-dir -c /api/constraints.txt langchain_community langchain_anthropic langchain_openai wikipedia scikit-learn
 
-    ADD ./graphs /deps/__outer_graphs/src
+    ADD ./graphs /deps/outer-graphs/src
     RUN set -ex && \
         for line in '[project]' \
                     'name = "graphs"' \
                     'version = "0.1"' \
                     '[tool.setuptools.package-data]' \
                     '"*" = ["**/*"]'; do \
-            echo "$line" >> /deps/__outer_graphs/pyproject.toml; \
+            echo "$line" >> /deps/outer-graphs/pyproject.toml; \
         done
 
     RUN PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 pip install --no-cache-dir -c /api/constraints.txt -e /deps/*
 
-    ENV LANGSERVE_GRAPHS='{"agent": "/deps/__outer_graphs/src/agent.py:graph", "storm": "/deps/__outer_graphs/src/storm.py:graph"}'
+    ENV LANGSERVE_GRAPHS='{"agent": "/deps/outer-graphs/src/agent.py:graph", "storm": "/deps/outer-graphs/src/storm.py:graph"}'
     ```
 
     ???+ note "Updating your langgraph.json file"

docs/docs/concepts/low_level.md

@@ -1040,7 +1040,7 @@ def node_a(state: State, runtime: Runtime[ContextSchema]):
     ...
 ```
 
-See [this guide](../how-tos/graph-api.ipynb#add-runtime-configuration) for a full breakdown on configuration.
+See [this guide](../how-tos/graph-api.md#add-runtime-configuration) for a full breakdown on configuration.
 :::
 
 :::js

libs/cli/examples/graph_prerelease_reqs/agent.py

@@ -0,0 +1,95 @@
+from collections.abc import Sequence
+from typing import Annotated, Literal, TypedDict
+
+from langchain.chat_models import init_chat_model
+from langchain_community.tools.tavily_search import TavilySearchResults
+from langchain_core.messages import BaseMessage
+from langchain_openai import ChatOpenAI
+from langgraph.graph import END, StateGraph, add_messages
+from langgraph.prebuilt import ToolNode
+
+tools = [TavilySearchResults(max_results=1)]
+
+model_anth = init_chat_model("claude-3-7-sonnet-20250219", model_provider="anthropic")
+model_oai = ChatOpenAI(temperature=0)
+
+model_anth = model_anth.bind_tools(tools)
+model_oai = model_oai.bind_tools(tools)
+
+
+class AgentState(TypedDict):
+    messages: Annotated[Sequence[BaseMessage], add_messages]
+
+
+# Define the function that determines whether to continue or not
+def should_continue(state):
+    messages = state["messages"]
+    last_message = messages[-1]
+    # If there are no tool calls, then we finish
+    if not last_message.tool_calls:
+        return "end"
+    # Otherwise if there is, we continue
+    else:
+        return "continue"
+
+
+# Define the function that calls the model
+def call_model(state, config):
+    if config["configurable"].get("model", "anthropic") == "anthropic":
+        model = model_anth
+    else:
+        model = model_oai
+    messages = state["messages"]
+    response = model.invoke(messages)
+    # We return a list, because this will get added to the existing list
+    return {"messages": [response]}
+
+
+# Define the function to execute tools
+tool_node = ToolNode(tools)
+
+
+class ContextSchema(TypedDict):
+    model: Literal["anthropic", "openai"]
+
+
+# Define a new graph
+workflow = StateGraph(AgentState, context_schema=ContextSchema)
+
+# Define the two nodes we will cycle between
+workflow.add_node("agent", call_model)
+workflow.add_node("action", tool_node)
+
+# Set the entrypoint as `agent`
+# This means that this node is the first one called
+workflow.set_entry_point("agent")
+
+# We now add a conditional edge
+workflow.add_conditional_edges(
+    # First, we define the start node. We use `agent`.
+    # This means these are the edges taken after the `agent` node is called.
+    "agent",
+    # Next, we pass in the function that will determine which node is called next.
+    should_continue,
+    # Finally we pass in a mapping.
+    # The keys are strings, and the values are other nodes.
+    # END is a special node marking that the graph should finish.
+    # What will happen is we will call `should_continue`, and then the output of that
+    # will be matched against the keys in this mapping.
+    # Based on which one it matches, that node will then be called.
+    {
+        # If `tools`, then we call the tool node.
+        "continue": "action",
+        # Otherwise we finish.
+        "end": END,
+    },
+)
+
+# We now add a normal edge from `tools` to `agent`.
+# This means that after `tools` is called, `agent` node is called next.
+workflow.add_edge("action", "agent")
+
+# Finally, we compile it!
+# This compiles it into a LangChain Runnable,
+# meaning you can use it as you would any other runnable
+graph = workflow.compile()

libs/cli/examples/graph_prerelease_reqs/langgraph.json

@@ -0,0 +1,11 @@
+{
+    "python_version": "3.12",
+    "dependencies": [
+      "."
+    ],
+    "graphs": {
+      "agent": "./agent.py:graph"
+    },
+    "env": "../.env"
+  }
+  

libs/cli/examples/graph_prerelease_reqs/requirements.txt

@@ -0,0 +1,6 @@
+requests
+langchain_anthropic
+langchain_openai
+langchain_community
+langchain
+langgraph==1.0.0a2

libs/cli/js-monorepo-example/.eslintrc.cjs

@@ -0,0 +1,62 @@
+module.exports = {
+  extends: [
+    "eslint:recommended",
+    "prettier",
+    "plugin:@typescript-eslint/recommended",
+  ],
+  parserOptions: {
+    ecmaVersion: 12,
+    parser: "@typescript-eslint/parser",
+    project: "./tsconfig.json",
+    sourceType: "module",
+  },
+  plugins: ["import", "@typescript-eslint", "no-instanceof"],
+  ignorePatterns: [
+    ".eslintrc.cjs",
+    "scripts",
+    "src/utils/lodash/*",
+    "node_modules",
+    "dist",
+    "dist-cjs",
+    "*.js",
+    "*.cjs",
+    "*.d.ts",
+  ],
+  rules: {
+    "no-process-env": 2,
+    "no-instanceof/no-instanceof": 2,
+    "@typescript-eslint/explicit-module-boundary-types": 0,
+    "@typescript-eslint/no-empty-function": 0,
+    "@typescript-eslint/no-shadow": 0,
+    "@typescript-eslint/no-empty-interface": 0,
+    "@typescript-eslint/no-use-before-define": ["error", "nofunc"],
+    "@typescript-eslint/no-unused-vars": ["warn", { args: "none" }],
+    "@typescript-eslint/no-floating-promises": "error",
+    "@typescript-eslint/no-misused-promises": "error",
+    camelcase: 0,
+    "class-methods-use-this": 0,
+    "import/extensions": [2, "ignorePackages"],
+    "import/no-extraneous-dependencies": [
+      "error",
+      { devDependencies: ["**/*.test.ts"] },
+    ],
+    "import/no-unresolved": 0,
+    "import/prefer-default-export": 0,
+    "keyword-spacing": "error",
+    "max-classes-per-file": 0,
+    "max-len": 0,
+    "no-await-in-loop": 0,
+    "no-bitwise": 0,
+    "no-console": 0,
+    "no-restricted-syntax": 0,
+    "no-shadow": 0,
+    "no-continue": 0,
+    "no-underscore-dangle": 0,
+    "no-use-before-define": 0,
+    "no-useless-constructor": 0,
+    "no-return-await": 0,
+    "consistent-return": 0,
+    "no-else-return": 0,
+    "new-cap": ["error", { properties: false, capIsNew: false }],
+  },
+};

libs/cli/js-monorepo-example/apps/agent/langgraph.json

@@ -0,0 +1,7 @@
+{
+  "node_version": "20",
+  "graphs": {
+    "agent": "./src/graph.ts:graph"
+  },
+  "env": "../../.env"
+}

libs/cli/js-monorepo-example/apps/agent/package.json

@@ -0,0 +1,18 @@
+{
+  "name": "@js-monorepo-example/agent",
+  "version": "0.0.1",
+  "type": "module",
+  "main": "src/graph.ts",
+  "scripts": {
+    "build": "tsc",
+    "clean": "rm -rf dist"
+  },
+  "dependencies": {
+    "@js-monorepo-example/shared": "*",
+    "@langchain/core": "^0.3.2",
+    "@langchain/langgraph": "^0.2.5"
+  },
+  "devDependencies": {
+    "typescript": "^5.3.3"
+  }
+}

libs/cli/js-monorepo-example/apps/agent/src/graph.ts

@@ -0,0 +1,47 @@
+/**
+ * Simple LangGraph.js example for monorepo testing
+ */
+import { StateGraph } from "@langchain/langgraph";
+import { RunnableConfig } from "@langchain/core/runnables";
+import { StateAnnotation } from "./state.js";
+import { getGreeting } from "@js-monorepo-example/shared";
+
+/**
+ * Simple node that uses the shared library
+ */
+const callModel = async (
+  state: typeof StateAnnotation.State,
+  _config: RunnableConfig,
+): Promise<typeof StateAnnotation.Update> => {
+  // Use functions from the shared library
+  const greeting = getGreeting();
+
+  return {
+    messages: [
+      {
+        role: "assistant",
+        content: `${greeting}`,
+      },
+    ],
+  };
+};
+
+/**
+ * Simple routing function
+ */
+export const route = (
+  state: typeof StateAnnotation.State,
+): "__end__" | "callModel" => {
+  if (state.messages.length > 0) {
+    return "__end__";
+  }
+  return "callModel";
+};
+
+// Create the graph
+const builder = new StateGraph(StateAnnotation)
+  .addNode("callModel", callModel)
+  .addEdge("__start__", "callModel")
+  .addConditionalEdges("callModel", route);
+
+export const graph = builder.compile();

libs/cli/js-monorepo-example/apps/agent/src/state.ts

@@ -0,0 +1,15 @@
+import { BaseMessage, BaseMessageLike } from "@langchain/core/messages";
+import { Annotation, messagesStateReducer } from "@langchain/langgraph";
+
+/**
+ * Simple state annotation for the agent
+ */
+export const StateAnnotation = Annotation.Root({
+  /**
+   * Messages track the primary execution state of the agent.
+   */
+  messages: Annotation<BaseMessage[], BaseMessageLike[]>({
+    reducer: messagesStateReducer,
+    default: () => [],
+  }),
+});

libs/cli/js-monorepo-example/apps/agent/tsconfig.json

@@ -0,0 +1,9 @@
+{
+  "extends": "../../tsconfig.json",
+  "compilerOptions": {
+    "outDir": "./dist",
+    "rootDir": "./src"
+  },
+  "include": ["src/**/*"],
+  "exclude": ["node_modules", "dist"]
+}

libs/cli/js-monorepo-example/libs/shared/package.json

@@ -0,0 +1,14 @@
+{
+  "name": "@js-monorepo-example/shared",
+  "version": "0.0.1",
+  "type": "module",
+  "main": "dist/index.js",
+  "types": "dist/index.d.ts",
+  "scripts": {
+    "build": "tsc",
+    "clean": "rm -rf dist"
+  },
+  "devDependencies": {
+    "typescript": "^5.3.3"
+  }
+}

libs/cli/js-monorepo-example/libs/shared/src/index.ts

@@ -0,0 +1,6 @@
+/**
+ * Simple utility functions for monorepo testing
+ */
+export function getGreeting(): string {
+  return "Hello from shared library!";
+}

libs/cli/js-monorepo-example/libs/shared/tsconfig.json

@@ -0,0 +1,9 @@
+{
+  "extends": "../../tsconfig.json",
+  "compilerOptions": {
+    "outDir": "./dist",
+    "rootDir": "./src"
+  },
+  "include": ["src/**/*"],
+  "exclude": ["node_modules", "dist"]
+}

libs/cli/js-monorepo-example/package.json

@@ -0,0 +1,34 @@
+{
+  "name": "js-monorepo-example",
+  "version": "0.0.1",
+  "packageManager": "yarn@1.22.22",
+  "description": "A simple monorepo example for LangGraph integration testing.",
+  "private": true,
+  "workspaces": [
+    "libs/*",
+    "apps/*"
+  ],
+  "type": "module",
+  "scripts": {
+    "build": "turbo build",
+    "clean": "turbo clean",
+    "test": "turbo test",
+    "format": "prettier --write .",
+    "lint": "eslint 'apps/**/*.ts' 'libs/**/*.ts'"
+  },
+  "devDependencies": {
+    "turbo": "^2.5.0",
+    "typescript": "^5.3.3",
+    "@tsconfig/recommended": "^1.0.7",
+    "@eslint/eslintrc": "^3.1.0",
+    "@eslint/js": "^9.9.1",
+    "eslint": "^8.41.0",
+    "eslint-config-prettier": "^8.8.0",
+    "eslint-plugin-import": "^2.27.5",
+    "eslint-plugin-no-instanceof": "^1.0.1",
+    "eslint-plugin-prettier": "^4.2.1",
+    "@typescript-eslint/eslint-plugin": "^5.59.8",
+    "@typescript-eslint/parser": "^5.59.8",
+    "prettier": "^3.3.3"
+  }
+}

libs/cli/js-monorepo-example/tsconfig.json

@@ -0,0 +1,16 @@
+{
+  "extends": "@tsconfig/recommended",
+  "compilerOptions": {
+    "target": "ES2022",
+    "module": "ESNext",
+    "moduleResolution": "node",
+    "allowSyntheticDefaultImports": true,
+    "esModuleInterop": true,
+    "skipLibCheck": true,
+    "strict": true,
+    "declaration": true,
+    "outDir": "./dist"
+  },
+  "include": ["apps/**/*", "libs/**/*"],
+  "exclude": ["node_modules", "dist"]
+}

libs/cli/js-monorepo-example/turbo.json

@@ -0,0 +1,15 @@
+{
+  "$schema": "https://turbo.build/schema.json",
+  "tasks": {
+    "build": {
+      "dependsOn": ["^build"],
+      "outputs": ["dist/**"]
+    },
+    "clean": {
+      "dependsOn": ["^clean"]
+    },
+    "test": {
+      "dependsOn": ["^test"]
+    }
+  }
+}

libs/cli/langgraph_cli/__init__.py

@@ -1 +1 @@
-__version__ = "0.3.8"
+__version__ = "0.4.2"

libs/cli/langgraph_cli/cli.py

@@ -303,6 +303,8 @@ def _build(
     pull: bool,
     tag: str,
     passthrough: Sequence[str] = (),
+    install_command: Optional[str] = None,
+    build_command: Optional[str] = None,
 ):
     # pull latest images
     if pull:
@@ -322,22 +324,38 @@ def _build(
         "-t",
         tag,
     ]
+    # determine build context: use current directory for JS projects, config parent for Python
+    is_js_project = config_json.get("node_version") and not config_json.get(
+        "python_version"
+    )
+    # build/install commands only apply to JS projects for now
+    # without install/build command, JS projects will follow the old behavior
+    if is_js_project and (build_command or install_command):
+        build_context = str(pathlib.Path.cwd())
+    else:
+        build_context = str(config.parent)
+
     # apply config
     stdin, additional_contexts = langgraph_cli.config.config_to_docker(
-        config, config_json, base_image, api_version
+        config,
+        config_json,
+        base_image,
+        api_version,
+        install_command,
+        build_command,
+        build_context,
     )
     # add additional_contexts
     if additional_contexts:
         for k, v in additional_contexts.items():
             args.extend(["--build-context", f"{k}={v}"])
-    # run docker build
     runner.run(
         subp_exec(
             "docker",
             "build",
             *args,
             *passthrough,
-            str(config.parent),
+            build_context,
             input=stdin,
             verbose=True,
         )
@@ -366,6 +384,14 @@ def _build(
     "\n    --base-image langchain/langgraph-server:0.2  # Pin to a minor version (Python)",
 )
 @OPT_API_VERSION
+@click.option(
+    "--install-command",
+    help="Custom install command to run from the build context root. If not provided, auto-detects based on package manager files.",
+)
+@click.option(
+    "--build-command",
+    help="Custom build command to run from the langgraph.json directory. If not provided, uses default build process.",
+)
 @click.argument("docker_build_args", nargs=-1, type=click.UNPROCESSED)
 @cli.command(
     help="📦 Build LangGraph API server Docker image.",
@@ -381,6 +407,8 @@ def build(
     api_version: Optional[str],
     pull: bool,
     tag: str,
+    install_command: Optional[str],
+    build_command: Optional[str],
 ):
     with Runner() as runner, Progress(message="Pulling...") as set:
         if shutil.which("docker") is None:
@@ -397,6 +425,8 @@ def build(
             pull,
             tag,
             docker_build_args,
+            install_command,
+            build_command,
         )
 
 

libs/cli/langgraph_cli/config.py

@@ -357,6 +357,8 @@ class HttpConfig(TypedDict, total=False):
 
     You can include or exclude headers as configurable values to condition your
     agent's behavior or permissions on a request's headers."""
+    logging_headers: Optional[ConfigurableHeaderConfig]
+    """Optional. Defines which headers are excluded from logging."""
 
 
 class Config(TypedDict, total=False):
@@ -911,10 +913,10 @@ def _assemble_local_deps(config_path: pathlib.Path, config: Config) -> LocalDeps
                         "Rename the directory to use it as flat-layout package."
                     )
                 check_reserved(resolved.name, local_dep)
-                container_path = f"/deps/__outer_{resolved.name}/{resolved.name}"
+                container_path = f"/deps/outer-{resolved.name}/{resolved.name}"
             else:
                 # src layout
-                container_path = f"/deps/__outer_{resolved.name}/src"
+                container_path = f"/deps/outer-{resolved.name}/src"
                 for file in files:
                     rfile = resolved / file
                     if (
@@ -1254,7 +1256,7 @@ def python_config_to_docker(
         else:
             pip_installer = "pip"
     if pip_installer == "uv":
-        install_cmd = "uv pip install --system"
+        install_cmd = "uv pip install --system --prerelease=allow"
     elif pip_installer == "pip":
         install_cmd = "pip install"
     else:
@@ -1284,7 +1286,7 @@ def python_config_to_docker(
     if local_deps.pip_reqs:
         pip_reqs_str = os.linesep.join(
             (
-                f"COPY --from=__outer_{reqpath.name} requirements.txt {destpath}"
+                f"COPY --from=outer-{reqpath.name} requirements.txt {destpath}"
                 if reqpath.parent in local_deps.additional_contexts
                 else f"ADD {reqpath.relative_to(config_path.parent)} {destpath}"
             )
@@ -1303,7 +1305,7 @@ def python_config_to_docker(
     faux_pkgs_str = f"{os.linesep}{os.linesep}".join(
         (
             f"""# -- Adding non-package dependency {fullpath.name} --
-COPY --from=__outer_{fullpath.name} . {destpath}"""
+COPY --from=outer-{fullpath.name} . {destpath}"""
             if fullpath in local_deps.additional_contexts
             else f"""# -- Adding non-package dependency {fullpath.name} --
 ADD {relpath} {destpath}"""
@@ -1318,7 +1320,7 @@ RUN set -ex && \\
                 '[build-system]' \\
                 'requires = ["setuptools>=61"]' \\
                 'build-backend = "setuptools.build_meta"'; do \\
-        echo "$line" >> /deps/__outer_{fullpath.name}/pyproject.toml; \\
+        echo "$line" >> /deps/outer-{fullpath.name}/pyproject.toml; \\
     done
 # -- End of non-package dependency {fullpath.name} --"""
         for fullpath, (relpath, destpath) in local_deps.faux_pkgs.items()
@@ -1421,7 +1423,7 @@ ADD {relpath} /deps/{name}
         if p in local_deps.real_pkgs:
             name = local_deps.real_pkgs[p][1]
         elif p in local_deps.faux_pkgs:
-            name = f"__outer_{p.name}"
+            name = f"outer-{p.name}"
         else:
             raise RuntimeError(f"Unknown additional context: {p}")
         additional_contexts[name] = str(p)
@@ -1434,9 +1436,28 @@ def node_config_to_docker(
     config: Config,
     base_image: str,
     api_version: Optional[str] = None,
+    install_command: Optional[str] = None,
+    build_command: Optional[str] = None,
+    build_context: Optional[str] = None,
 ) -> tuple[str, dict[str, str]]:
-    faux_path = f"/deps/{config_path.parent.name}"
-    install_cmd = _get_node_pm_install_cmd(config_path, config)
+    # Calculate paths for monorepo support
+    if build_context:
+        relative_workdir = _calculate_relative_workdir(config_path, build_context)
+        container_name = pathlib.Path(build_context).name
+        if relative_workdir:
+            faux_path = f"/deps/{container_name}/{relative_workdir}"
+        else:
+            faux_path = f"/deps/{container_name}"
+    else:
+        # Backward compatibility: use the original behavior
+        faux_path = f"/deps/{config_path.parent.name}"
+
+    # Use custom install command or auto-detect
+    if install_command:
+        install_cmd = install_command
+    else:
+        install_cmd = _get_node_pm_install_cmd(config_path, config)
+
     image_str = docker_tag(config, base_image, api_version)
 
     env_vars: list[str] = []
@@ -1463,20 +1484,35 @@ def node_config_to_docker(
 
     env_vars.append(f"ENV LANGSERVE_GRAPHS='{json.dumps(config['graphs'])}'")
 
+    # For monorepo support, we need to handle install and build commands differently
+    if build_context:
+        # Monorepo case: install from root, build from config directory
+        container_root = f"/deps/{pathlib.Path(build_context).name}"
+        install_step = f"RUN cd {container_root} && {install_cmd}"
+
+        if build_command:
+            build_step = f"RUN cd {faux_path} && {build_command}"
+        else:
+            build_step = 'RUN (test ! -f /api/langgraph_api/js/build.mts && echo "Prebuild script not found, skipping") || tsx /api/langgraph_api/js/build.mts'
+    else:
+        # Original behavior: everything happens in the same directory
+        install_step = f"RUN cd {faux_path} && {install_cmd}"
+        build_step = 'RUN (test ! -f /api/langgraph_api/js/build.mts && echo "Prebuild script not found, skipping") || tsx /api/langgraph_api/js/build.mts'
+
     docker_file_contents = [
         f"FROM {image_str}",
         "",
         os.linesep.join(config["dockerfile_lines"]),
         "",
-        f"ADD . {faux_path}",
+        f"ADD . {faux_path if not build_context else container_root}",
         "",
-        f"RUN cd {faux_path} && {install_cmd}",
+        install_step,
         "",
         os.linesep.join(env_vars),
         "",
         f"WORKDIR {faux_path}",
         "",
-        'RUN (test ! -f /api/langgraph_api/js/build.mts && echo "Prebuild script not found, skipping") || tsx /api/langgraph_api/js/build.mts',
+        build_step,
     ]
 
     return os.linesep.join(docker_file_contents), {}
@@ -1524,16 +1560,42 @@ def docker_tag(
     return f"{base_image}:{full_tag}"
 
 
+def _calculate_relative_workdir(config_path: pathlib.Path, build_context: str) -> str:
+    """Calculate the relative path from build context to langgraph.json directory."""
+    config_dir = config_path.parent.resolve()
+    build_context_path = pathlib.Path(build_context).resolve()
+
+    try:
+        relative_path = config_dir.relative_to(build_context_path)
+        return str(relative_path) if str(relative_path) != "." else ""
+    except ValueError as _:
+        raise ValueError(
+            f"Configuration file {config_path} is not under the build context {build_context}. "
+            f"Please run the command from a directory that contains your langgraph.json file, "
+        ) from None
+
+
 def config_to_docker(
     config_path: pathlib.Path,
     config: Config,
     base_image: Optional[str] = None,
     api_version: Optional[str] = None,
+    install_command: Optional[str] = None,
+    build_command: Optional[str] = None,
+    build_context: Optional[str] = None,
 ) -> tuple[str, dict[str, str]]:
     base_image = base_image or default_base_image(config)
 
     if config.get("node_version") and not config.get("python_version"):
-        return node_config_to_docker(config_path, config, base_image, api_version)
+        return node_config_to_docker(
+            config_path,
+            config,
+            base_image,
+            api_version,
+            install_command,
+            build_command,
+            build_context,
+        )
 
     return python_config_to_docker(config_path, config, base_image, api_version)
 

libs/cli/pyproject.toml

@@ -19,8 +19,8 @@ dependencies = [
 path = "langgraph_cli/__init__.py"
 [project.optional-dependencies]
 inmem = [
-    "langgraph-api>=0.2.120,<0.4.0 ; python_version >= '3.11'",
-    "langgraph-runtime-inmem>=0.6.8 ; python_version >= '3.11'",
+    "langgraph-api>=0.3,<0.5.0 ; python_version >= '3.11'",
+    "langgraph-runtime-inmem>=0.7 ; python_version >= '3.11'",
     "python-dotenv>=0.8.0",
 ]
 

libs/cli/python-monorepo-example/apps/agent/langgraph.json

@@ -0,0 +1,7 @@
+{
+  "dependencies": [".", "../../libs/shared", "../../libs/common"],
+  "graphs": {
+    "agent": "./src/agent/graph.py:graph"
+  },
+  "env": ".env"
+}

libs/cli/python-monorepo-example/apps/agent/pyproject.toml

@@ -0,0 +1,19 @@
+[project]
+name = "agent"
+version = "0.0.1"
+description = "Agent for the Python monorepo"
+authors = [
+    { name = "Developer", email = "dev@example.com" },
+]
+license = { text = "MIT" }
+requires-python = ">=3.11,<4.0"
+
+[build-system]
+requires = ["setuptools>=73.0.0", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[tool.setuptools]
+packages = ["agent"]
+
+[tool.setuptools.package-dir]
+"agent" = "src/agent"

libs/cli/python-monorepo-example/apps/agent/src/agent/__init__.py

@@ -0,0 +1 @@
+"""Agent package."""

libs/cli/python-monorepo-example/apps/agent/src/agent/graph.py

@@ -0,0 +1,40 @@
+"""Simple LangGraph agent for monorepo testing."""
+
+from common import get_common_prefix
+from langchain_core.messages import AIMessage
+from langgraph.graph import END, START, StateGraph
+from shared import get_dummy_message
+
+from agent.state import State
+
+
+def call_model(state: State) -> dict:
+    """Simple node that uses the shared libraries."""
+    # Use functions from both shared packages
+    dummy_message = get_dummy_message()
+    prefix = get_common_prefix()
+
+    message = AIMessage(content=f"{prefix} Agent says: {dummy_message}")
+
+    return {"messages": [message]}
+
+
+def should_continue(state: State):
+    """Conditional edge - end after first message."""
+    messages = state["messages"]
+    if len(messages) > 0:
+        return END
+    return "call_model"
+
+
+# Build the graph
+workflow = StateGraph(State)
+
+# Add the node
+workflow.add_node("call_model", call_model)
+
+# Add edges
+workflow.add_edge(START, "call_model")
+workflow.add_conditional_edges("call_model", should_continue)
+
+graph = workflow.compile()

libs/cli/python-monorepo-example/apps/agent/src/agent/state.py

@@ -0,0 +1,13 @@
+"""State definition for the agent."""
+
+from collections.abc import Sequence
+from typing import Annotated, TypedDict
+
+from langchain_core.messages import BaseMessage
+from langgraph.graph.message import add_messages
+
+
+class State(TypedDict):
+    """The state of the agent."""
+
+    messages: Annotated[Sequence[BaseMessage], add_messages]

libs/cli/python-monorepo-example/libs/common/__init__.py

@@ -0,0 +1,5 @@
+"""Common helper functions package."""
+
+from .helpers import get_common_prefix
+
+__all__ = ["get_common_prefix"]

libs/cli/python-monorepo-example/libs/common/helpers.py

@@ -0,0 +1,6 @@
+"""Common helper functions."""
+
+
+def get_common_prefix() -> str:
+    """Get a common prefix for messages."""
+    return "[COMMON]"

libs/cli/python-monorepo-example/libs/shared/pyproject.toml

@@ -0,0 +1,20 @@
+[project]
+name = "shared"
+version = "0.0.1"
+description = "Shared utilities for the Python monorepo"
+authors = [
+    { name = "Developer", email = "dev@example.com" },
+]
+license = { text = "MIT" }
+requires-python = ">=3.11,<4.0"
+dependencies = []
+
+[build-system]
+requires = ["setuptools>=73.0.0", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[tool.setuptools]
+packages = ["shared"]
+
+[tool.setuptools.package-dir]
+"shared" = "src/shared"

libs/cli/python-monorepo-example/libs/shared/src/shared/__init__.py

@@ -0,0 +1,5 @@
+"""Shared utilities package."""
+
+from .utils import get_dummy_message
+
+__all__ = ["get_dummy_message"]

libs/cli/python-monorepo-example/libs/shared/src/shared/utils.py

@@ -0,0 +1,6 @@
+"""Shared utility functions."""
+
+
+def get_dummy_message() -> str:
+    """Get a dummy message for testing."""
+    return "Hello from shared library!"

libs/cli/python-monorepo-example/pyproject.toml

@@ -0,0 +1,46 @@
+[project]
+name = "python-monorepo-example"
+version = "0.0.1"
+description = "A Python monorepo example with LangGraph agents and shared packages"
+authors = [
+    { name = "Developer", email = "dev@example.com" },
+]
+license = { text = "MIT" }
+requires-python = ">=3.11,<4.0"
+dependencies = [
+    "langgraph>=0.6.0,<0.7.0",
+    "langchain-core>=0.2.14",
+]
+
+[tool.uv.workspace]
+members = ["apps/*", "libs/shared"]
+
+[tool.uv.sources]
+shared = { workspace = true }
+
+[project.optional-dependencies]
+dev = ["mypy>=1.11.1", "ruff>=0.6.1"]
+
+[build-system]
+requires = ["setuptools>=73.0.0", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[tool.ruff]
+lint.select = [
+    "E",    # pycodestyle
+    "F",    # pyflakes
+    "I",    # isort
+    "D",    # pydocstyle
+    "UP",
+]
+lint.ignore = [
+    "D100",  # Missing docstring in public module
+    "D101",  # Missing docstring in public class
+    "D102",  # Missing docstring in public method
+    "D103",  # Missing docstring in public function
+    "D104",  # Missing docstring in public package
+    "D105",  # Missing docstring in magic method
+]
+
+[tool.ruff.lint.pydocstyle]
+convention = "google"

libs/cli/schemas/schema.json

@@ -576,6 +576,17 @@
         "disable_threads": {
           "type": "boolean",
           "description": "Optional. If True, /threads routes are removed.\n\nDefault is False.\n"
+        },
+        "logging_headers": {
+          "anyOf": [
+            {
+              "$ref": "#/$defs/ConfigurableHeaderConfig"
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "description": "Optional. Defines which headers are excluded from logging."
         }
       },
       "required": []

libs/cli/schemas/schema.v0.json

@@ -576,6 +576,17 @@
         "disable_threads": {
           "type": "boolean",
           "description": "Optional. If True, /threads routes are removed.\n\nDefault is False.\n"
+        },
+        "logging_headers": {
+          "anyOf": [
+            {
+              "$ref": "#/$defs/ConfigurableHeaderConfig"
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "description": "Optional. Defines which headers are excluded from logging."
         }
       },
       "required": []

libs/cli/tests/unit_tests/cli/test_cli.py

@@ -15,7 +15,7 @@ from langgraph_cli.docker import DEFAULT_POSTGRES_URI, DockerCapabilities, Versi
 from langgraph_cli.util import clean_empty_lines
 
 FORMATTED_CLEANUP_LINES = _get_pip_cleanup_lines(
-    install_cmd="uv pip install --system",
+    install_cmd="uv pip install --system --prerelease=allow",
     to_uninstall=("pip", "setuptools", "wheel"),
     pip_installer="uv",
 )
@@ -149,7 +149,7 @@ services:
                 COPY --from=cli_1 . /deps/cli_1
                 # -- End of local package ../../.. --
                 # -- Installing all local dependencies --
-                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
                 # -- End of local dependencies install --
                 ENV LANGSERVE_GRAPHS='{{"agent": "agent.py:graph"}}'
 {textwrap.indent(textwrap.dedent(FORMATTED_CLEANUP_LINES), "                ")}
@@ -570,7 +570,7 @@ def test_build_generate_proper_build_context():
                 catch_exceptions=True,
             )
 
-        build_context_pattern = re.compile(r"--build-context\s+(\w+)=([^\s]+)")
+        build_context_pattern = re.compile(r"--build-context\s+([\w-]+)=([^\s]+)")
 
         build_contexts = re.findall(build_context_pattern, result.output)
         assert len(build_contexts) == 2, (

libs/cli/tests/unit_tests/test_config.py

@@ -20,7 +20,7 @@ from langgraph_cli.config import (
 from langgraph_cli.util import clean_empty_lines
 
 FORMATTED_CLEANUP_LINES = _get_pip_cleanup_lines(
-    install_cmd="uv pip install --system",
+    install_cmd="uv pip install --system --prerelease=allow",
     to_uninstall=("pip", "setuptools", "wheel"),
     pip_installer="uv",
 )
@@ -421,14 +421,14 @@ def test_config_to_docker_simple():
     expected_docker_stdin = f"""\
 FROM langchain/langgraph-api:3.11
 # -- Installing local requirements --
-COPY --from=__outer_requirements.txt requirements.txt /deps/__outer_graphs_reqs_a/graphs_reqs_a/requirements.txt
-RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -r /deps/__outer_graphs_reqs_a/graphs_reqs_a/requirements.txt
+COPY --from=outer-requirements.txt requirements.txt /deps/outer-graphs_reqs_a/graphs_reqs_a/requirements.txt
+RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -r /deps/outer-graphs_reqs_a/graphs_reqs_a/requirements.txt
 # -- End of local requirements install --
 # -- Adding local package ../../examples --
 COPY --from=examples . /deps/examples
 # -- End of local package ../../examples --
 # -- Adding non-package dependency unit_tests --
-ADD . /deps/__outer_unit_tests/unit_tests
+ADD . /deps/outer-unit_tests/unit_tests
 RUN set -ex && \\
     for line in '[project]' \\
                 'name = "unit_tests"' \\
@@ -438,11 +438,11 @@ RUN set -ex && \\
                 '[build-system]' \\
                 'requires = ["setuptools>=61"]' \\
                 'build-backend = "setuptools.build_meta"'; do \\
-        echo "$line" >> /deps/__outer_unit_tests/pyproject.toml; \\
+        echo "$line" >> /deps/outer-unit_tests/pyproject.toml; \\
     done
 # -- End of non-package dependency unit_tests --
 # -- Adding non-package dependency graphs_reqs_a --
-COPY --from=__outer_graphs_reqs_a . /deps/__outer_graphs_reqs_a/graphs_reqs_a
+COPY --from=outer-graphs_reqs_a . /deps/outer-graphs_reqs_a/graphs_reqs_a
 RUN set -ex && \\
     for line in '[project]' \\
                 'name = "graphs_reqs_a"' \\
@@ -452,21 +452,21 @@ RUN set -ex && \\
                 '[build-system]' \\
                 'requires = ["setuptools>=61"]' \\
                 'build-backend = "setuptools.build_meta"'; do \\
-        echo "$line" >> /deps/__outer_graphs_reqs_a/pyproject.toml; \\
+        echo "$line" >> /deps/outer-graphs_reqs_a/pyproject.toml; \\
     done
 # -- End of non-package dependency graphs_reqs_a --
 # -- Installing all local dependencies --
-RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
 # -- End of local dependencies install --
 ENV LANGGRAPH_HTTP='{{"app": "/deps/examples/my_app.py:app"}}'
-ENV LANGSERVE_GRAPHS='{{"agent": "/deps/__outer_unit_tests/unit_tests/agent.py:graph"}}'
+ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
 {FORMATTED_CLEANUP_LINES}
-WORKDIR /deps/__outer_unit_tests/unit_tests\
+WORKDIR /deps/outer-unit_tests/unit_tests\
 """
     assert clean_empty_lines(actual_docker_stdin) == expected_docker_stdin
 
     assert additional_contexts == {
-        "__outer_graphs_reqs_a": str(
+        "outer-graphs_reqs_a": str(
             (pathlib.Path(__file__).parent / "../../examples/graphs_reqs_a").resolve()
         ),
         "examples": str((pathlib.Path(__file__).parent / "../../examples").resolve()),
@@ -484,7 +484,7 @@ def test_config_to_docker_outside_path():
         """\
 FROM langchain/langgraph-api:3.11
 # -- Adding non-package dependency unit_tests --
-ADD . /deps/__outer_unit_tests/unit_tests
+ADD . /deps/outer-unit_tests/unit_tests
 RUN set -ex && \\
     for line in '[project]' \\
                 'name = "unit_tests"' \\
@@ -494,11 +494,11 @@ RUN set -ex && \\
                 '[build-system]' \\
                 'requires = ["setuptools>=61"]' \\
                 'build-backend = "setuptools.build_meta"'; do \\
-        echo "$line" >> /deps/__outer_unit_tests/pyproject.toml; \\
+        echo "$line" >> /deps/outer-unit_tests/pyproject.toml; \\
     done
 # -- End of non-package dependency unit_tests --
 # -- Adding non-package dependency tests --
-COPY --from=__outer_tests . /deps/__outer_tests/tests
+COPY --from=outer-tests . /deps/outer-tests/tests
 RUN set -ex && \\
     for line in '[project]' \\
                 'name = "tests"' \\
@@ -508,22 +508,22 @@ RUN set -ex && \\
                 '[build-system]' \\
                 'requires = ["setuptools>=61"]' \\
                 'build-backend = "setuptools.build_meta"'; do \\
-        echo "$line" >> /deps/__outer_tests/pyproject.toml; \\
+        echo "$line" >> /deps/outer-tests/pyproject.toml; \\
     done
 # -- End of non-package dependency tests --
 # -- Installing all local dependencies --
-RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
 # -- End of local dependencies install --
-ENV LANGSERVE_GRAPHS='{"agent": "/deps/__outer_unit_tests/unit_tests/agent.py:graph"}'
+ENV LANGSERVE_GRAPHS='{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}'
 """
         + FORMATTED_CLEANUP_LINES
         + """
-WORKDIR /deps/__outer_unit_tests/unit_tests\
+WORKDIR /deps/outer-unit_tests/unit_tests\
 """
     )
     assert clean_empty_lines(actual_docker_stdin) == expected_docker_stdin
     assert additional_contexts == {
-        "__outer_tests": str(pathlib.Path(__file__).parent.parent.absolute()),
+        "outer-tests": str(pathlib.Path(__file__).parent.parent.absolute()),
     }
 
 
@@ -545,7 +545,7 @@ def test_config_to_docker_pipconfig():
 FROM langchain/langgraph-api:3.11
 ADD pipconfig.txt /pipconfig.txt
 # -- Adding non-package dependency unit_tests --
-ADD . /deps/__outer_unit_tests/unit_tests
+ADD . /deps/outer-unit_tests/unit_tests
 RUN set -ex && \\
     for line in '[project]' \\
                 'name = "unit_tests"' \\
@@ -555,17 +555,17 @@ RUN set -ex && \\
                 '[build-system]' \\
                 'requires = ["setuptools>=61"]' \\
                 'build-backend = "setuptools.build_meta"'; do \\
-        echo "$line" >> /deps/__outer_unit_tests/pyproject.toml; \\
+        echo "$line" >> /deps/outer-unit_tests/pyproject.toml; \\
     done
 # -- End of non-package dependency unit_tests --
 # -- Installing all local dependencies --
-RUN PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+RUN PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
 # -- End of local dependencies install --
-ENV LANGSERVE_GRAPHS='{"agent": "/deps/__outer_unit_tests/unit_tests/agent.py:graph"}'
+ENV LANGSERVE_GRAPHS='{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}'
 """
         + FORMATTED_CLEANUP_LINES
         + """
-WORKDIR /deps/__outer_unit_tests/unit_tests\
+WORKDIR /deps/outer-unit_tests/unit_tests\
 """
     )
     assert clean_empty_lines(actual_docker_stdin) == expected_docker_stdin
@@ -607,7 +607,7 @@ def test_config_to_docker_local_deps():
     expected_docker_stdin = f"""\
 FROM langchain/langgraph-api-custom:3.11
 # -- Adding non-package dependency graphs --
-ADD ./graphs /deps/__outer_graphs/src
+ADD ./graphs /deps/outer-graphs/src
 RUN set -ex && \\
     for line in '[project]' \\
                 'name = "graphs"' \\
@@ -617,13 +617,13 @@ RUN set -ex && \\
                 '[build-system]' \\
                 'requires = ["setuptools>=61"]' \\
                 'build-backend = "setuptools.build_meta"'; do \\
-        echo "$line" >> /deps/__outer_graphs/pyproject.toml; \\
+        echo "$line" >> /deps/outer-graphs/pyproject.toml; \\
     done
 # -- End of non-package dependency graphs --
 # -- Installing all local dependencies --
-RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
 # -- End of local dependencies install --
-ENV LANGSERVE_GRAPHS='{{"agent": "/deps/__outer_graphs/src/agent.py:graph"}}'
+ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-graphs/src/agent.py:graph"}}'
 {FORMATTED_CLEANUP_LINES}\
 """
     assert clean_empty_lines(actual_docker_stdin) == expected_docker_stdin
@@ -657,7 +657,7 @@ dependencies = ["langchain"]"""
 ADD . /deps/unit_tests
 # -- End of local package . --
 # -- Installing all local dependencies --
-RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
 # -- End of local dependencies install --
 ENV LANGSERVE_GRAPHS='{"agent": "/deps/unit_tests/graphs/agent.py:graph"}'
 """
@@ -689,9 +689,9 @@ def test_config_to_docker_end_to_end():
 ARG meow
 ARG foo
 ADD pipconfig.txt /pipconfig.txt
-RUN PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt langchain langchain_openai
+RUN PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt langchain langchain_openai
 # -- Adding non-package dependency graphs --
-ADD ./graphs/ /deps/__outer_graphs/src
+ADD ./graphs/ /deps/outer-graphs/src
 RUN set -ex && \\
     for line in '[project]' \\
                 'name = "graphs"' \\
@@ -701,13 +701,13 @@ RUN set -ex && \\
                 '[build-system]' \\
                 'requires = ["setuptools>=61"]' \\
                 'build-backend = "setuptools.build_meta"'; do \\
-        echo "$line" >> /deps/__outer_graphs/pyproject.toml; \\
+        echo "$line" >> /deps/outer-graphs/pyproject.toml; \\
     done
 # -- End of non-package dependency graphs --
 # -- Installing all local dependencies --
-RUN PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+RUN PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
 # -- End of local dependencies install --
-ENV LANGSERVE_GRAPHS='{{"agent": "/deps/__outer_graphs/src/agent.py:graph"}}'
+ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-graphs/src/agent.py:graph"}}'
 {FORMATTED_CLEANUP_LINES}"""
     assert clean_empty_lines(actual_docker_stdin) == expected_docker_stdin
     assert additional_contexts == {}
@@ -797,7 +797,7 @@ def test_config_to_docker_gen_ui_python():
     expected_docker_stdin = f"""FROM langchain/langgraph-api:3.11
 RUN /storage/install-node.sh
 # -- Adding non-package dependency unit_tests --
-ADD . /deps/__outer_unit_tests/unit_tests
+ADD . /deps/outer-unit_tests/unit_tests
 RUN set -ex && \\
     for line in '[project]' \\
                 'name = "unit_tests"' \\
@@ -807,21 +807,21 @@ RUN set -ex && \\
                 '[build-system]' \\
                 'requires = ["setuptools>=61"]' \\
                 'build-backend = "setuptools.build_meta"'; do \\
-        echo "$line" >> /deps/__outer_unit_tests/pyproject.toml; \\
+        echo "$line" >> /deps/outer-unit_tests/pyproject.toml; \\
     done
 # -- End of non-package dependency unit_tests --
 # -- Installing all local dependencies --
-RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
 # -- End of local dependencies install --
 ENV LANGGRAPH_UI='{{"agent": "./graphs/agent.ui.jsx"}}'
 ENV LANGGRAPH_UI_CONFIG='{{"shared": ["nuqs"]}}'
-ENV LANGSERVE_GRAPHS='{{"agent": "/deps/__outer_unit_tests/unit_tests/agent.py:graph"}}'
+ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
 # -- Installing JS dependencies --
 ENV NODE_VERSION=20
-RUN cd /deps/__outer_unit_tests/unit_tests && npm i && tsx /api/langgraph_api/js/build.mts
+RUN cd /deps/outer-unit_tests/unit_tests && npm i && tsx /api/langgraph_api/js/build.mts
 # -- End of JS dependencies install --
 {FORMATTED_CLEANUP_LINES}
-WORKDIR /deps/__outer_unit_tests/unit_tests"""
+WORKDIR /deps/outer-unit_tests/unit_tests"""
 
     assert clean_empty_lines(actual_docker_stdin) == expected_docker_stdin
     assert additional_contexts == {}
@@ -843,7 +843,7 @@ def test_config_to_docker_multiplatform():
     expected_docker_stdin = f"""FROM langchain/langgraph-api:3.11
 RUN /storage/install-node.sh
 # -- Adding non-package dependency unit_tests --
-ADD . /deps/__outer_unit_tests/unit_tests
+ADD . /deps/outer-unit_tests/unit_tests
 RUN set -ex && \\
     for line in '[project]' \\
                 'name = "unit_tests"' \\
@@ -853,19 +853,19 @@ RUN set -ex && \\
                 '[build-system]' \\
                 'requires = ["setuptools>=61"]' \\
                 'build-backend = "setuptools.build_meta"'; do \\
-        echo "$line" >> /deps/__outer_unit_tests/pyproject.toml; \\
+        echo "$line" >> /deps/outer-unit_tests/pyproject.toml; \\
     done
 # -- End of non-package dependency unit_tests --
 # -- Installing all local dependencies --
-RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
 # -- End of local dependencies install --
-ENV LANGSERVE_GRAPHS='{{"python": "/deps/__outer_unit_tests/unit_tests/multiplatform/python.py:graph", "js": "/deps/__outer_unit_tests/unit_tests/multiplatform/js.mts:graph"}}'
+ENV LANGSERVE_GRAPHS='{{"python": "/deps/outer-unit_tests/unit_tests/multiplatform/python.py:graph", "js": "/deps/outer-unit_tests/unit_tests/multiplatform/js.mts:graph"}}'
 # -- Installing JS dependencies --
 ENV NODE_VERSION=22
-RUN cd /deps/__outer_unit_tests/unit_tests && npm i && tsx /api/langgraph_api/js/build.mts
+RUN cd /deps/outer-unit_tests/unit_tests && npm i && tsx /api/langgraph_api/js/build.mts
 # -- End of JS dependencies install --
 {FORMATTED_CLEANUP_LINES}
-WORKDIR /deps/__outer_unit_tests/unit_tests"""
+WORKDIR /deps/outer-unit_tests/unit_tests"""
 
     assert clean_empty_lines(actual_docker_stdin) == expected_docker_stdin
     assert additional_contexts == {}
@@ -887,7 +887,7 @@ def test_config_to_docker_pip_installer():
     docker_auto, _ = config_to_docker(
         PATH_TO_CONFIG, config_auto, "langchain/langgraph-api:0.2.47"
     )
-    assert "uv pip install --system" in docker_auto
+    assert "uv pip install --system --prerelease=allow" in docker_auto
     assert "rm /usr/bin/uv /usr/bin/uvx" in docker_auto
 
     # Test explicit pip setting
@@ -895,7 +895,7 @@ def test_config_to_docker_pip_installer():
     docker_pip, _ = config_to_docker(
         PATH_TO_CONFIG, config_pip, "langchain/langgraph-api:0.2.47"
     )
-    assert "uv pip install --system" not in docker_pip
+    assert "uv pip install --system --prerelease=allow" not in docker_pip
     assert "pip install" in docker_pip
     assert "rm /usr/bin/uv" not in docker_pip
 
@@ -904,7 +904,7 @@ def test_config_to_docker_pip_installer():
     docker_uv, _ = config_to_docker(
         PATH_TO_CONFIG, config_uv, "langchain/langgraph-api:0.2.47"
     )
-    assert "uv pip install --system" in docker_uv
+    assert "uv pip install --system --prerelease=allow" in docker_uv
     assert "rm /usr/bin/uv /usr/bin/uvx" in docker_uv
 
     # Test auto behavior with older image (should use pip)
@@ -914,7 +914,7 @@ def test_config_to_docker_pip_installer():
     docker_auto_old, _ = config_to_docker(
         PATH_TO_CONFIG, config_auto_old, "langchain/langgraph-api:0.2.46"
     )
-    assert "uv pip install --system" not in docker_auto_old
+    assert "uv pip install --system --prerelease=allow" not in docker_auto_old
     assert "pip install" in docker_auto_old
     assert "rm /usr/bin/uv" not in docker_auto_old
 
@@ -923,7 +923,7 @@ def test_config_to_docker_pip_installer():
     docker_default, _ = config_to_docker(
         PATH_TO_CONFIG, config_default, "langchain/langgraph-api:0.2.47"
     )
-    assert "uv pip install --system" in docker_default
+    assert "uv pip install --system --prerelease=allow" in docker_default
 
 
 def test_config_retain_build_tools():
@@ -984,7 +984,7 @@ def test_config_to_compose_simple_config():
             dockerfile_inline: |
                 FROM langchain/langgraph-api:3.11
                 # -- Adding non-package dependency unit_tests --
-                ADD . /deps/__outer_unit_tests/unit_tests
+                ADD . /deps/outer-unit_tests/unit_tests
                 RUN set -ex && \\
                     for line in '[project]' \\
                                 'name = "unit_tests"' \\
@@ -994,15 +994,15 @@ def test_config_to_compose_simple_config():
                                 '[build-system]' \\
                                 'requires = ["setuptools>=61"]' \\
                                 'build-backend = "setuptools.build_meta"'; do \\
-                        echo "$line" >> /deps/__outer_unit_tests/pyproject.toml; \\
+                        echo "$line" >> /deps/outer-unit_tests/pyproject.toml; \\
                     done
                 # -- End of non-package dependency unit_tests --
                 # -- Installing all local dependencies --
-                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
                 # -- End of local dependencies install --
-                ENV LANGSERVE_GRAPHS='{{"agent": "/deps/__outer_unit_tests/unit_tests/agent.py:graph"}}'
+                ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
 {textwrap.indent(textwrap.dedent(FORMATTED_CLEANUP_LINES), "                ")}
-                WORKDIR /deps/__outer_unit_tests/unit_tests
+                WORKDIR /deps/outer-unit_tests/unit_tests
         """
     actual_compose_stdin = config_to_compose(
         PATH_TO_CONFIG,
@@ -1025,7 +1025,7 @@ def test_config_to_compose_env_vars():
             dockerfile_inline: |
                 FROM langchain/langgraph-api-custom:3.11
                 # -- Adding non-package dependency unit_tests --
-                ADD . /deps/__outer_unit_tests/unit_tests
+                ADD . /deps/outer-unit_tests/unit_tests
                 RUN set -ex && \\
                     for line in '[project]' \\
                                 'name = "unit_tests"' \\
@@ -1035,15 +1035,15 @@ def test_config_to_compose_env_vars():
                                 '[build-system]' \\
                                 'requires = ["setuptools>=61"]' \\
                                 'build-backend = "setuptools.build_meta"'; do \\
-                        echo "$line" >> /deps/__outer_unit_tests/pyproject.toml; \\
+                        echo "$line" >> /deps/outer-unit_tests/pyproject.toml; \\
                     done
                 # -- End of non-package dependency unit_tests --
                 # -- Installing all local dependencies --
-                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
                 # -- End of local dependencies install --
-                ENV LANGSERVE_GRAPHS='{{"agent": "/deps/__outer_unit_tests/unit_tests/agent.py:graph"}}'
+                ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
 {textwrap.indent(textwrap.dedent(FORMATTED_CLEANUP_LINES), "                ")}
-                WORKDIR /deps/__outer_unit_tests/unit_tests
+                WORKDIR /deps/outer-unit_tests/unit_tests
         """
     openai_api_key = "key"
     actual_compose_stdin = config_to_compose(
@@ -1070,7 +1070,7 @@ def test_config_to_compose_env_file():
             dockerfile_inline: |
                 FROM langchain/langgraph-api:3.11
                 # -- Adding non-package dependency unit_tests --
-                ADD . /deps/__outer_unit_tests/unit_tests
+                ADD . /deps/outer-unit_tests/unit_tests
                 RUN set -ex && \\
                     for line in '[project]' \\
                                 'name = "unit_tests"' \\
@@ -1080,15 +1080,15 @@ def test_config_to_compose_env_file():
                                 '[build-system]' \\
                                 'requires = ["setuptools>=61"]' \\
                                 'build-backend = "setuptools.build_meta"'; do \\
-                        echo "$line" >> /deps/__outer_unit_tests/pyproject.toml; \\
+                        echo "$line" >> /deps/outer-unit_tests/pyproject.toml; \\
                     done
                 # -- End of non-package dependency unit_tests --
                 # -- Installing all local dependencies --
-                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
                 # -- End of local dependencies install --
-                ENV LANGSERVE_GRAPHS='{{"agent": "/deps/__outer_unit_tests/unit_tests/agent.py:graph"}}'
+                ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
 {textwrap.indent(textwrap.dedent(FORMATTED_CLEANUP_LINES), "                ")}
-                WORKDIR /deps/__outer_unit_tests/unit_tests
+                WORKDIR /deps/outer-unit_tests/unit_tests
         """
     actual_compose_stdin = config_to_compose(
         PATH_TO_CONFIG,
@@ -1108,7 +1108,7 @@ def test_config_to_compose_watch():
             dockerfile_inline: |
                 FROM langchain/langgraph-api:3.11
                 # -- Adding non-package dependency unit_tests --
-                ADD . /deps/__outer_unit_tests/unit_tests
+                ADD . /deps/outer-unit_tests/unit_tests
                 RUN set -ex && \\
                     for line in '[project]' \\
                                 'name = "unit_tests"' \\
@@ -1118,15 +1118,15 @@ def test_config_to_compose_watch():
                                 '[build-system]' \\
                                 'requires = ["setuptools>=61"]' \\
                                 'build-backend = "setuptools.build_meta"'; do \\
-                        echo "$line" >> /deps/__outer_unit_tests/pyproject.toml; \\
+                        echo "$line" >> /deps/outer-unit_tests/pyproject.toml; \\
                     done
                 # -- End of non-package dependency unit_tests --
                 # -- Installing all local dependencies --
-                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
                 # -- End of local dependencies install --
-                ENV LANGSERVE_GRAPHS='{{"agent": "/deps/__outer_unit_tests/unit_tests/agent.py:graph"}}'
+                ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
 {textwrap.indent(textwrap.dedent(FORMATTED_CLEANUP_LINES), "                ")}
-                WORKDIR /deps/__outer_unit_tests/unit_tests
+                WORKDIR /deps/outer-unit_tests/unit_tests
         
         develop:
             watch:
@@ -1155,7 +1155,7 @@ def test_config_to_compose_end_to_end():
             dockerfile_inline: |
                 FROM langchain/langgraph-api:3.11
                 # -- Adding non-package dependency unit_tests --
-                ADD . /deps/__outer_unit_tests/unit_tests
+                ADD . /deps/outer-unit_tests/unit_tests
                 RUN set -ex && \\
                     for line in '[project]' \\
                                 'name = "unit_tests"' \\
@@ -1165,15 +1165,15 @@ def test_config_to_compose_end_to_end():
                                 '[build-system]' \\
                                 'requires = ["setuptools>=61"]' \\
                                 'build-backend = "setuptools.build_meta"'; do \\
-                        echo "$line" >> /deps/__outer_unit_tests/pyproject.toml; \\
+                        echo "$line" >> /deps/outer-unit_tests/pyproject.toml; \\
                     done
                 # -- End of non-package dependency unit_tests --
                 # -- Installing all local dependencies --
-                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
                 # -- End of local dependencies install --
-                ENV LANGSERVE_GRAPHS='{{"agent": "/deps/__outer_unit_tests/unit_tests/agent.py:graph"}}'
+                ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
 {textwrap.indent(textwrap.dedent(FORMATTED_CLEANUP_LINES), "                ")}
-                WORKDIR /deps/__outer_unit_tests/unit_tests
+                WORKDIR /deps/outer-unit_tests/unit_tests
         
         develop:
             watch:

libs/cli/uv.lock

@@ -489,7 +489,7 @@ wheels = [
 
 [[package]]
 name = "langgraph-api"
-version = "0.3.0"
+version = "0.4.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "cloudpickle", marker = "python_full_version >= '3.11'" },
@@ -512,9 +512,9 @@ dependencies = [
     { name = "uvicorn", marker = "python_full_version >= '3.11'" },
     { name = "watchfiles", marker = "python_full_version >= '3.11'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/74/7c/37bd3f791dc00698b405288dc764e078ed143c7ecd65e2e72cc0e386d3f1/langgraph_api-0.3.0.tar.gz", hash = "sha256:b908c34ebb9c42c2f4fb17f3f3a71e39ee0dfb283b7028d73d4bc1f4681914e7", size = 255812, upload-time = "2025-08-21T00:49:28.347Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/81/c5/1bcaf07f3f973a4a540bd341f20dfc60f0fc3cac8e7c2dc606680cb1d11e/langgraph_api-0.4.1.tar.gz", hash = "sha256:6f12b8be914ad9a9f11e3b73278fc90aeb7b4988b0418afbdf686c6fd5577c74", size = 1579764, upload-time = "2025-08-26T12:23:48.172Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/06/34/cdbb0b5abf603fd01c91a63c9436fbe733f56cae448f42c7a1c7e3f4508e/langgraph_api-0.3.0-py3-none-any.whl", hash = "sha256:b76a7ced3bb559560b42a8d8f3cc7cff638c2022d0881d476caa1d511fb36a2e", size = 206012, upload-time = "2025-08-21T00:49:26.917Z" },
+    { url = "https://files.pythonhosted.org/packages/4e/5e/b36e6035b52e06a9c0bd04030255a03b2444c9d2cad347b96193674cf4f5/langgraph_api-0.4.1-py3-none-any.whl", hash = "sha256:1f5f8d33bca30200e954e81416f4de26bce173a7f2e623b1e509d1b8a44b49a3", size = 1536988, upload-time = "2025-08-26T12:23:45.834Z" },
 ]
 
 [[package]]
@@ -561,8 +561,8 @@ dev = [
 [package.metadata]
 requires-dist = [
     { name = "click", specifier = ">=8.1.7" },
-    { name = "langgraph-api", marker = "python_full_version >= '3.11' and extra == 'inmem'", specifier = ">=0.2.120,<0.4.0" },
-    { name = "langgraph-runtime-inmem", marker = "python_full_version >= '3.11' and extra == 'inmem'", specifier = ">=0.6.8" },
+    { name = "langgraph-api", marker = "python_full_version >= '3.11' and extra == 'inmem'", specifier = ">=0.3,<0.5.0" },
+    { name = "langgraph-runtime-inmem", marker = "python_full_version >= '3.11' and extra == 'inmem'", specifier = ">=0.7" },
     { name = "langgraph-sdk", marker = "python_full_version >= '3.11'", specifier = ">=0.1.0" },
     { name = "python-dotenv", marker = "extra == 'inmem'", specifier = ">=0.8.0" },
 ]
@@ -595,7 +595,7 @@ wheels = [
 
 [[package]]
 name = "langgraph-runtime-inmem"
-version = "0.8.0"
+version = "0.9.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "blockbuster", marker = "python_full_version >= '3.11'" },
@@ -605,27 +605,27 @@ dependencies = [
     { name = "starlette", marker = "python_full_version >= '3.11'" },
     { name = "structlog", marker = "python_full_version >= '3.11'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/8c/94/02b58b1c137cfca6507f6c495e5794fd542b1f5269ef89fb662799be4b8c/langgraph_runtime_inmem-0.8.0.tar.gz", hash = "sha256:3082273f65650665b4a3875241721087fd51e675eb0227b18dc271839ce99594", size = 79510, upload-time = "2025-08-18T09:00:09.162Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/2d/88/e5a0a776b2db76c114e3dc67eaa79135f008cc23c1af0802069acd9272d6/langgraph_runtime_inmem-0.9.0.tar.gz", hash = "sha256:7c5adfc98a5cce77c9d8413f606ce6edce315d15e4617a1191e066a0afe38802", size = 81401, upload-time = "2025-08-26T01:02:10.709Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/7a/0e/b09c1aff0bcfdb1357be212b4a5d55f5b98644eae7fab6b115aa463e99fa/langgraph_runtime_inmem-0.8.0-py3-none-any.whl", hash = "sha256:85398321fc186618b0957c4d8629cc059fce2e7f57a4756ef83a75575791da1b", size = 31626, upload-time = "2025-08-18T09:00:08.256Z" },
+    { url = "https://files.pythonhosted.org/packages/a1/e5/8da2e1cc9a97750a346b21b81fc52d2d4127c226775a3071436d6c67e97b/langgraph_runtime_inmem-0.9.0-py3-none-any.whl", hash = "sha256:541e3666d37038f15fa6c2fe34667ae649fd79913de50720241f4017f8b7b946", size = 33479, upload-time = "2025-08-26T01:02:09.522Z" },
 ]
 
 [[package]]
 name = "langgraph-sdk"
-version = "0.2.2"
+version = "0.2.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "httpx", marker = "python_full_version >= '3.11'" },
     { name = "orjson", marker = "python_full_version >= '3.11'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/4d/3a/ea929b5b3827615802f020abdaa6d4a6f9d59ab764f65559fa6f87a6dda6/langgraph_sdk-0.2.2.tar.gz", hash = "sha256:9484e8071953df75d7aaf9845d82db3595e485af7d5dcc235c9b32c52362e1fc", size = 77981, upload-time = "2025-08-18T19:25:42.596Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/4e/50/1f5e4d129e3969973674db01bf5dcb85e2233e5e4fdffa53eefff1399902/langgraph_sdk-0.2.3.tar.gz", hash = "sha256:17398aeae0f937cae1c8eb9027ada2969abdb50fe8ed3246c78f543b679cf959", size = 78468, upload-time = "2025-08-21T23:01:06.674Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/01/0d/dfa633c6b85e973e7d4383e9b92603b7e910e89768411daeb7777bfbae04/langgraph_sdk-0.2.2-py3-none-any.whl", hash = "sha256:1afbec01ade166f8b6ce18782875415422eb70dcb82852aeaa373e6152db4b82", size = 52017, upload-time = "2025-08-18T19:25:40.567Z" },
+    { url = "https://files.pythonhosted.org/packages/06/51/e6e3eb6b3cbad394d00cad128155781bc01e672ff01c5fc1c8a627b35a92/langgraph_sdk-0.2.3-py3-none-any.whl", hash = "sha256:059edfe2f62708c2e54239e170f5a33f796d456dbdbde64276c16cac8b97ba99", size = 52603, upload-time = "2025-08-21T23:01:05.379Z" },
 ]
 
 [[package]]
 name = "langsmith"
-version = "0.4.15"
+version = "0.4.17"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "httpx", marker = "python_full_version >= '3.11'" },
@@ -636,9 +636,9 @@ dependencies = [
     { name = "requests-toolbelt", marker = "python_full_version >= '3.11'" },
     { name = "zstandard", marker = "python_full_version >= '3.11'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/66/7a/a17f61670bec8fea8194fb0fef79812d02fc7d2b9660eb2c9d2d514f265f/langsmith-0.4.15.tar.gz", hash = "sha256:c9a4ec4b7b0f5f70e7be204ee9c5b17db872cc3015cd04851e2703a0966b9ff1", size = 930330, upload-time = "2025-08-20T17:48:32.552Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/04/6e/6a76eed14cbf43db79030f8e348de2fdad904334967df34d1c162641679c/langsmith-0.4.17.tar.gz", hash = "sha256:c91e218cd96ee9a310f4685ea7f2b958a54aec919f0f368e694f42431e32c422", size = 931257, upload-time = "2025-08-26T01:42:47.394Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/07/05/fcd7ee91990399fb7e1042da4b196bc99174f5282c6cb266607770abe935/langsmith-0.4.15-py3-none-any.whl", hash = "sha256:633719f9fdafe4297459b0ab442f536d6c0734b36c186ded67343d335e5ea0b3", size = 375733, upload-time = "2025-08-20T17:48:30.254Z" },
+    { url = "https://files.pythonhosted.org/packages/d3/4c/6f9106237cbeb193e3138393f7134310a38e0db9e6acfc1f43567dfa0559/langsmith-0.4.17-py3-none-any.whl", hash = "sha256:b824ef6a3a0669faf2bc61799e22af0b05a3a53d12cb9a448f611f861a69e991", size = 376351, upload-time = "2025-08-26T01:42:45.101Z" },
 ]
 
 [[package]]
@@ -1207,28 +1207,28 @@ wheels = [
 
 [[package]]
 name = "ruff"
-version = "0.12.9"
+version = "0.12.10"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/4a/45/2e403fa7007816b5fbb324cb4f8ed3c7402a927a0a0cb2b6279879a8bfdc/ruff-0.12.9.tar.gz", hash = "sha256:fbd94b2e3c623f659962934e52c2bea6fc6da11f667a427a368adaf3af2c866a", size = 5254702, upload-time = "2025-08-14T16:08:55.2Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/3b/eb/8c073deb376e46ae767f4961390d17545e8535921d2f65101720ed8bd434/ruff-0.12.10.tar.gz", hash = "sha256:189ab65149d11ea69a2d775343adf5f49bb2426fc4780f65ee33b423ad2e47f9", size = 5310076, upload-time = "2025-08-21T18:23:22.595Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/ad/20/53bf098537adb7b6a97d98fcdebf6e916fcd11b2e21d15f8c171507909cc/ruff-0.12.9-py3-none-linux_armv6l.whl", hash = "sha256:fcebc6c79fcae3f220d05585229463621f5dbf24d79fdc4936d9302e177cfa3e", size = 11759705, upload-time = "2025-08-14T16:08:12.968Z" },
-    { url = "https://files.pythonhosted.org/packages/20/4d/c764ee423002aac1ec66b9d541285dd29d2c0640a8086c87de59ebbe80d5/ruff-0.12.9-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:aed9d15f8c5755c0e74467731a007fcad41f19bcce41cd75f768bbd687f8535f", size = 12527042, upload-time = "2025-08-14T16:08:16.54Z" },
-    { url = "https://files.pythonhosted.org/packages/8b/45/cfcdf6d3eb5fc78a5b419e7e616d6ccba0013dc5b180522920af2897e1be/ruff-0.12.9-py3-none-macosx_11_0_arm64.whl", hash = "sha256:5b15ea354c6ff0d7423814ba6d44be2807644d0c05e9ed60caca87e963e93f70", size = 11724457, upload-time = "2025-08-14T16:08:18.686Z" },
-    { url = "https://files.pythonhosted.org/packages/72/e6/44615c754b55662200c48bebb02196dbb14111b6e266ab071b7e7297b4ec/ruff-0.12.9-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d596c2d0393c2502eaabfef723bd74ca35348a8dac4267d18a94910087807c53", size = 11949446, upload-time = "2025-08-14T16:08:21.059Z" },
-    { url = "https://files.pythonhosted.org/packages/fd/d1/9b7d46625d617c7df520d40d5ac6cdcdf20cbccb88fad4b5ecd476a6bb8d/ruff-0.12.9-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:1b15599931a1a7a03c388b9c5df1bfa62be7ede6eb7ef753b272381f39c3d0ff", size = 11566350, upload-time = "2025-08-14T16:08:23.433Z" },
-    { url = "https://files.pythonhosted.org/packages/59/20/b73132f66f2856bc29d2d263c6ca457f8476b0bbbe064dac3ac3337a270f/ruff-0.12.9-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3d02faa2977fb6f3f32ddb7828e212b7dd499c59eb896ae6c03ea5c303575756", size = 13270430, upload-time = "2025-08-14T16:08:25.837Z" },
-    { url = "https://files.pythonhosted.org/packages/a2/21/eaf3806f0a3d4c6be0a69d435646fba775b65f3f2097d54898b0fd4bb12e/ruff-0.12.9-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:17d5b6b0b3a25259b69ebcba87908496e6830e03acfb929ef9fd4c58675fa2ea", size = 14264717, upload-time = "2025-08-14T16:08:27.907Z" },
-    { url = "https://files.pythonhosted.org/packages/d2/82/1d0c53bd37dcb582b2c521d352fbf4876b1e28bc0d8894344198f6c9950d/ruff-0.12.9-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:72db7521860e246adbb43f6ef464dd2a532ef2ef1f5dd0d470455b8d9f1773e0", size = 13684331, upload-time = "2025-08-14T16:08:30.352Z" },
-    { url = "https://files.pythonhosted.org/packages/3b/2f/1c5cf6d8f656306d42a686f1e207f71d7cebdcbe7b2aa18e4e8a0cb74da3/ruff-0.12.9-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a03242c1522b4e0885af63320ad754d53983c9599157ee33e77d748363c561ce", size = 12739151, upload-time = "2025-08-14T16:08:32.55Z" },
-    { url = "https://files.pythonhosted.org/packages/47/09/25033198bff89b24d734e6479e39b1968e4c992e82262d61cdccaf11afb9/ruff-0.12.9-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9fc83e4e9751e6c13b5046d7162f205d0a7bac5840183c5beebf824b08a27340", size = 12954992, upload-time = "2025-08-14T16:08:34.816Z" },
-    { url = "https://files.pythonhosted.org/packages/52/8e/d0dbf2f9dca66c2d7131feefc386523404014968cd6d22f057763935ab32/ruff-0.12.9-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:881465ed56ba4dd26a691954650de6ad389a2d1fdb130fe51ff18a25639fe4bb", size = 12899569, upload-time = "2025-08-14T16:08:36.852Z" },
-    { url = "https://files.pythonhosted.org/packages/a0/bd/b614d7c08515b1428ed4d3f1d4e3d687deffb2479703b90237682586fa66/ruff-0.12.9-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:43f07a3ccfc62cdb4d3a3348bf0588358a66da756aa113e071b8ca8c3b9826af", size = 11751983, upload-time = "2025-08-14T16:08:39.314Z" },
-    { url = "https://files.pythonhosted.org/packages/58/d6/383e9f818a2441b1a0ed898d7875f11273f10882f997388b2b51cb2ae8b5/ruff-0.12.9-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:07adb221c54b6bba24387911e5734357f042e5669fa5718920ee728aba3cbadc", size = 11538635, upload-time = "2025-08-14T16:08:41.297Z" },
-    { url = "https://files.pythonhosted.org/packages/20/9c/56f869d314edaa9fc1f491706d1d8a47747b9d714130368fbd69ce9024e9/ruff-0.12.9-py3-none-musllinux_1_2_i686.whl", hash = "sha256:f5cd34fabfdea3933ab85d72359f118035882a01bff15bd1d2b15261d85d5f66", size = 12534346, upload-time = "2025-08-14T16:08:43.39Z" },
-    { url = "https://files.pythonhosted.org/packages/bd/4b/d8b95c6795a6c93b439bc913ee7a94fda42bb30a79285d47b80074003ee7/ruff-0.12.9-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:f6be1d2ca0686c54564da8e7ee9e25f93bdd6868263805f8c0b8fc6a449db6d7", size = 13017021, upload-time = "2025-08-14T16:08:45.889Z" },
-    { url = "https://files.pythonhosted.org/packages/c7/c1/5f9a839a697ce1acd7af44836f7c2181cdae5accd17a5cb85fcbd694075e/ruff-0.12.9-py3-none-win32.whl", hash = "sha256:cc7a37bd2509974379d0115cc5608a1a4a6c4bff1b452ea69db83c8855d53f93", size = 11734785, upload-time = "2025-08-14T16:08:48.062Z" },
-    { url = "https://files.pythonhosted.org/packages/fa/66/cdddc2d1d9a9f677520b7cfc490d234336f523d4b429c1298de359a3be08/ruff-0.12.9-py3-none-win_amd64.whl", hash = "sha256:6fb15b1977309741d7d098c8a3cb7a30bc112760a00fb6efb7abc85f00ba5908", size = 12840654, upload-time = "2025-08-14T16:08:50.158Z" },
-    { url = "https://files.pythonhosted.org/packages/ac/fd/669816bc6b5b93b9586f3c1d87cd6bc05028470b3ecfebb5938252c47a35/ruff-0.12.9-py3-none-win_arm64.whl", hash = "sha256:63c8c819739d86b96d500cce885956a1a48ab056bbcbc61b747ad494b2485089", size = 11949623, upload-time = "2025-08-14T16:08:52.233Z" },
+    { url = "https://files.pythonhosted.org/packages/24/e7/560d049d15585d6c201f9eeacd2fd130def3741323e5ccf123786e0e3c95/ruff-0.12.10-py3-none-linux_armv6l.whl", hash = "sha256:8b593cb0fb55cc8692dac7b06deb29afda78c721c7ccfed22db941201b7b8f7b", size = 11935161, upload-time = "2025-08-21T18:22:26.965Z" },
+    { url = "https://files.pythonhosted.org/packages/d1/b0/ad2464922a1113c365d12b8f80ed70fcfb39764288ac77c995156080488d/ruff-0.12.10-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:ebb7333a45d56efc7c110a46a69a1b32365d5c5161e7244aaf3aa20ce62399c1", size = 12660884, upload-time = "2025-08-21T18:22:30.925Z" },
+    { url = "https://files.pythonhosted.org/packages/d7/f1/97f509b4108d7bae16c48389f54f005b62ce86712120fd8b2d8e88a7cb49/ruff-0.12.10-py3-none-macosx_11_0_arm64.whl", hash = "sha256:d59e58586829f8e4a9920788f6efba97a13d1fa320b047814e8afede381c6839", size = 11872754, upload-time = "2025-08-21T18:22:34.035Z" },
+    { url = "https://files.pythonhosted.org/packages/12/ad/44f606d243f744a75adc432275217296095101f83f966842063d78eee2d3/ruff-0.12.10-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:822d9677b560f1fdeab69b89d1f444bf5459da4aa04e06e766cf0121771ab844", size = 12092276, upload-time = "2025-08-21T18:22:36.764Z" },
+    { url = "https://files.pythonhosted.org/packages/06/1f/ed6c265e199568010197909b25c896d66e4ef2c5e1c3808caf461f6f3579/ruff-0.12.10-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:37b4a64f4062a50c75019c61c7017ff598cb444984b638511f48539d3a1c98db", size = 11734700, upload-time = "2025-08-21T18:22:39.822Z" },
+    { url = "https://files.pythonhosted.org/packages/63/c5/b21cde720f54a1d1db71538c0bc9b73dee4b563a7dd7d2e404914904d7f5/ruff-0.12.10-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:2c6f4064c69d2542029b2a61d39920c85240c39837599d7f2e32e80d36401d6e", size = 13468783, upload-time = "2025-08-21T18:22:42.559Z" },
+    { url = "https://files.pythonhosted.org/packages/02/9e/39369e6ac7f2a1848f22fb0b00b690492f20811a1ac5c1fd1d2798329263/ruff-0.12.10-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:059e863ea3a9ade41407ad71c1de2badfbe01539117f38f763ba42a1206f7559", size = 14436642, upload-time = "2025-08-21T18:22:45.612Z" },
+    { url = "https://files.pythonhosted.org/packages/e3/03/5da8cad4b0d5242a936eb203b58318016db44f5c5d351b07e3f5e211bb89/ruff-0.12.10-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1bef6161e297c68908b7218fa6e0e93e99a286e5ed9653d4be71e687dff101cf", size = 13859107, upload-time = "2025-08-21T18:22:48.886Z" },
+    { url = "https://files.pythonhosted.org/packages/19/19/dd7273b69bf7f93a070c9cec9494a94048325ad18fdcf50114f07e6bf417/ruff-0.12.10-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:4f1345fbf8fb0531cd722285b5f15af49b2932742fc96b633e883da8d841896b", size = 12886521, upload-time = "2025-08-21T18:22:51.567Z" },
+    { url = "https://files.pythonhosted.org/packages/c0/1d/b4207ec35e7babaee62c462769e77457e26eb853fbdc877af29417033333/ruff-0.12.10-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1f68433c4fbc63efbfa3ba5db31727db229fa4e61000f452c540474b03de52a9", size = 13097528, upload-time = "2025-08-21T18:22:54.609Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/00/58f7b873b21114456e880b75176af3490d7a2836033779ca42f50de3b47a/ruff-0.12.10-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:141ce3d88803c625257b8a6debf4a0473eb6eed9643a6189b68838b43e78165a", size = 13080443, upload-time = "2025-08-21T18:22:57.413Z" },
+    { url = "https://files.pythonhosted.org/packages/12/8c/9e6660007fb10189ccb78a02b41691288038e51e4788bf49b0a60f740604/ruff-0.12.10-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:f3fc21178cd44c98142ae7590f42ddcb587b8e09a3b849cbc84edb62ee95de60", size = 11896759, upload-time = "2025-08-21T18:23:00.473Z" },
+    { url = "https://files.pythonhosted.org/packages/67/4c/6d092bb99ea9ea6ebda817a0e7ad886f42a58b4501a7e27cd97371d0ba54/ruff-0.12.10-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:7d1a4e0bdfafcd2e3e235ecf50bf0176f74dd37902f241588ae1f6c827a36c56", size = 11701463, upload-time = "2025-08-21T18:23:03.211Z" },
+    { url = "https://files.pythonhosted.org/packages/59/80/d982c55e91df981f3ab62559371380616c57ffd0172d96850280c2b04fa8/ruff-0.12.10-py3-none-musllinux_1_2_i686.whl", hash = "sha256:e67d96827854f50b9e3e8327b031647e7bcc090dbe7bb11101a81a3a2cbf1cc9", size = 12691603, upload-time = "2025-08-21T18:23:06.935Z" },
+    { url = "https://files.pythonhosted.org/packages/ad/37/63a9c788bbe0b0850611669ec6b8589838faf2f4f959647f2d3e320383ae/ruff-0.12.10-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:ae479e1a18b439c59138f066ae79cc0f3ee250712a873d00dbafadaad9481e5b", size = 13164356, upload-time = "2025-08-21T18:23:10.225Z" },
+    { url = "https://files.pythonhosted.org/packages/47/d4/1aaa7fb201a74181989970ebccd12f88c0fc074777027e2a21de5a90657e/ruff-0.12.10-py3-none-win32.whl", hash = "sha256:9de785e95dc2f09846c5e6e1d3a3d32ecd0b283a979898ad427a9be7be22b266", size = 11896089, upload-time = "2025-08-21T18:23:14.232Z" },
+    { url = "https://files.pythonhosted.org/packages/ad/14/2ad38fd4037daab9e023456a4a40ed0154e9971f8d6aed41bdea390aabd9/ruff-0.12.10-py3-none-win_amd64.whl", hash = "sha256:7837eca8787f076f67aba2ca559cefd9c5cbc3a9852fd66186f4201b87c1563e", size = 13004616, upload-time = "2025-08-21T18:23:17.422Z" },
+    { url = "https://files.pythonhosted.org/packages/24/3c/21cf283d67af33a8e6ed242396863af195a8a6134ec581524fd22b9811b6/ruff-0.12.10-py3-none-win_arm64.whl", hash = "sha256:cc138cc06ed9d4bfa9d667a65af7172b47840e1a98b02ce7011c391e54635ffc", size = 12074225, upload-time = "2025-08-21T18:23:20.137Z" },
 ]
 
 [[package]]
@@ -1256,15 +1256,15 @@ wheels = [
 
 [[package]]
 name = "starlette"
-version = "0.47.2"
+version = "0.47.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "anyio", marker = "python_full_version >= '3.11'" },
     { name = "typing-extensions", marker = "python_full_version >= '3.11' and python_full_version < '3.13'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/04/57/d062573f391d062710d4088fa1369428c38d51460ab6fedff920efef932e/starlette-0.47.2.tar.gz", hash = "sha256:6ae9aa5db235e4846decc1e7b79c4f346adf41e9777aebeb49dfd09bbd7023d8", size = 2583948, upload-time = "2025-07-20T17:31:58.522Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/15/b9/cc3017f9a9c9b6e27c5106cc10cc7904653c3eec0729793aec10479dd669/starlette-0.47.3.tar.gz", hash = "sha256:6bc94f839cc176c4858894f1f8908f0ab79dfec1a6b8402f6da9be26ebea52e9", size = 2584144, upload-time = "2025-08-24T13:36:42.122Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/f7/1f/b876b1f83aef204198a42dc101613fefccb32258e5428b5f9259677864b4/starlette-0.47.2-py3-none-any.whl", hash = "sha256:c5847e96134e5c5371ee9fac6fdf1a67336d5815e09eb2a01fdb57a351ef915b", size = 72984, upload-time = "2025-07-20T17:31:56.738Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/fd/901cfa59aaa5b30a99e16876f11abe38b59a1a2c51ffb3d7142bb6089069/starlette-0.47.3-py3-none-any.whl", hash = "sha256:89c0778ca62a76b826101e7c709e70680a1699ca7da6b44d38eb0a7e61fe4b51", size = 72991, upload-time = "2025-08-24T13:36:40.887Z" },
 ]
 
 [[package]]
@@ -1335,11 +1335,11 @@ wheels = [
 
 [[package]]
 name = "typing-extensions"
-version = "4.14.1"
+version = "4.15.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/98/5a/da40306b885cc8c09109dc2e1abd358d5684b1425678151cdaed4731c822/typing_extensions-4.14.1.tar.gz", hash = "sha256:38b39f4aeeab64884ce9f74c94263ef78f3c22467c8724005483154c26648d36", size = 107673, upload-time = "2025-07-04T13:28:34.16Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/72/94/1a15dd82efb362ac84269196e94cf00f187f7ed21c242792a923cdb1c61f/typing_extensions-4.15.0.tar.gz", hash = "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466", size = 109391, upload-time = "2025-08-25T13:49:26.313Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/b5/00/d631e67a838026495268c2f6884f3711a15a9a2a96cd244fdaea53b823fb/typing_extensions-4.14.1-py3-none-any.whl", hash = "sha256:d1e1e3b58374dc93031d6eda2420a48ea44a36c2b4766a4fdeb3710755731d76", size = 43906, upload-time = "2025-07-04T13:28:32.743Z" },
+    { url = "https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl", hash = "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548", size = 44614, upload-time = "2025-08-25T13:49:24.86Z" },
 ]
 
 [[package]]

libs/langgraph/.claude/settings.local.json

@@ -5,7 +5,9 @@
       "Bash(python:*)",
       "Bash(grep:*)",
       "Bash(sed:*)",
-      "Bash(awk:*)"
+      "Bash(awk:*)",
+      "Bash(uv run mypy:*)",
+      "Bash(uv run:*)"
     ],
     "deny": []
   }

libs/langgraph/channel_versions_explained.md

@@ -0,0 +1,279 @@
+# Understanding `channel_versions` for State Channels in LangGraph
+
+## Overview
+
+While `versions_seen` only tracks trigger channels, `channel_versions` tracks **ALL channels** including state channels like `fieldA` and `fieldB`. This document explains why state channel versions matter.
+
+## The Two Version Tracking Mechanisms
+
+| Mechanism | What it tracks | Purpose |
+|-----------|---------------|---------|
+| `channel_versions` | **All channels** (state + triggers) | Storage, recovery, change tracking |
+| `versions_seen` | **Only triggers** | Scheduling, prevent duplicate execution |
+
+---
+
+## Why Track State Channel Versions?
+
+### Purpose 1: Incremental Storage
+
+When saving a checkpoint, LangGraph only serializes channels that have **changed** since the last checkpoint.
+
+```python
+# In checkpointer.put()
+def put(self, config, checkpoint, metadata, new_versions):
+    for k, v in new_versions.items():  # Only changed channels!
+        self.blobs[(thread_id, ns, k, v)] = serialize(values[k])
+```
+
+The `new_versions` parameter is computed by comparing current versions with previous versions:
+
+```python
+def get_new_channel_versions(previous_versions, current_versions):
+    """Get subset of current_versions that are newer than previous_versions."""
+    return {
+        k: v
+        for k, v in current_versions.items()
+        if v > previous_versions.get(k, null_version)
+    }
+```
+
+**Benefit**: If `fieldA` didn't change in a step, it won't be re-serialized!
+
+### Purpose 2: Version-Keyed Storage
+
+Channel values are stored with their version as part of the key:
+
+```python
+# Storage structure in InMemorySaver
+blobs = {
+    (thread_id, ns, "fieldA", v02): b"Hello",         # Step 0
+    (thread_id, ns, "fieldA", v03): b"Hello->A",      # Step 1  
+    (thread_id, ns, "fieldA", v04): b"Hello->A->B",   # Step 2
+    (thread_id, ns, "fieldB", v02): b"World",         # Step 0
+    (thread_id, ns, "fieldB", v03): b"World->A",      # Step 1
+    ...
+}
+```
+
+**Benefit**: Can restore to ANY historical checkpoint - each version's value is stored independently.
+
+### Purpose 3: Precise Recovery
+
+When restoring a checkpoint, use `channel_versions` to load the correct value:
+
+```python
+# Restoring Step 1's checkpoint
+checkpoint["channel_versions"] = {"fieldA": v03, "fieldB": v03}
+
+# Load correct version of each value
+fieldA = blobs[(thread_id, ns, "fieldA", v03)]  # "Hello->A"
+fieldB = blobs[(thread_id, ns, "fieldB", v03)]  # "World->A"
+```
+
+---
+
+## Example: Step-by-Step Channel Version Changes
+
+Using the same graph:
+
+```
+        ┌──────────┐
+        │  nodeA   │  (reads fieldA + fieldB)
+        └────┬─────┘
+             │
+      ┌──────┴──────┐
+      ▼             ▼
+┌──────────┐  ┌──────────┐
+│  nodeB   │  │  nodeC   │  (nodeB reads fieldA, nodeC reads fieldB)
+└────┬─────┘  └────┬─────┘
+      │             │
+      └──────┬──────┘
+             ▼
+        ┌──────────┐
+        │  nodeD   │  (reads fieldA + fieldB)
+        └──────────┘
+```
+
+### Step -1: Input
+
+```
+channel_versions:
+    __start__: v01
+
+channel_values:
+    __start__: {'fieldA': 'Hello', 'fieldB': 'World'}
+
+new_versions (to save): {__start__: v01}
+  → Only __start__ is saved
+```
+
+### Step 0: `__start__` executes
+
+```
+channel_versions:
+    __start__:        v02
+    branch:to:nodeA:  v02
+    fieldA:           v02  ← NEW!
+    fieldB:           v02  ← NEW!
+
+channel_values:
+    branch:to:nodeA: None
+    fieldA: Hello
+    fieldB: World
+
+new_versions (to save): {__start__: v02, branch:to:nodeA: v02, fieldA: v02, fieldB: v02}
+  → All changed channels are saved
+```
+
+### Step 1: nodeA executes
+
+```
+channel_versions:
+    __start__:        v02  ← unchanged
+    branch:to:nodeA:  v03  ← updated (consumed)
+    branch:to:nodeB:  v03  ← NEW!
+    branch:to:nodeC:  v03  ← NEW!
+    fieldA:           v03  ← updated!
+    fieldB:           v03  ← updated!
+
+channel_values:
+    branch:to:nodeB: None
+    branch:to:nodeC: None
+    fieldA: Hello->A
+    fieldB: World->A
+
+new_versions (to save): {branch:to:nodeA: v03, branch:to:nodeB: v03, branch:to:nodeC: v03, fieldA: v03, fieldB: v03}
+  → __start__ NOT saved (unchanged at v02)
+```
+
+### Step 2: nodeB and nodeC execute (parallel)
+
+```
+channel_versions:
+    __start__:              v02  ← unchanged
+    branch:to:nodeA:        v03  ← unchanged
+    branch:to:nodeB:        v04  ← updated (consumed)
+    branch:to:nodeC:        v04  ← updated (consumed)
+    fieldA:                 v04  ← updated by nodeB!
+    fieldB:                 v04  ← updated by nodeC!
+    join:nodeB+nodeC:nodeD: v04  ← NEW!
+
+channel_values:
+    fieldA: Hello->A->B
+    fieldB: World->A->C
+    join:nodeB+nodeC:nodeD: {'nodeB', 'nodeC'}
+
+new_versions (to save): {branch:to:nodeB: v04, branch:to:nodeC: v04, fieldA: v04, fieldB: v04, join:...: v04}
+  → Only changed channels saved
+```
+
+### Step 3: nodeD executes
+
+```
+channel_versions:
+    __start__:              v02  ← unchanged since Step 0!
+    branch:to:nodeA:        v03  ← unchanged since Step 1
+    branch:to:nodeB:        v04  ← unchanged
+    branch:to:nodeC:        v04  ← unchanged
+    fieldA:                 v05  ← updated by nodeD!
+    fieldB:                 v05  ← updated by nodeD!
+    join:nodeB+nodeC:nodeD: v05  ← updated (consumed)
+
+channel_values:
+    fieldA: Hello->A->B->D
+    fieldB: World->A->C->D
+    join:nodeB+nodeC:nodeD: set()
+
+new_versions (to save): {fieldA: v05, fieldB: v05, join:...: v05}
+  → Only 3 channels saved, not all 7!
+```
+
+---
+
+## Storage Efficiency Visualization
+
+```
+Step 0:  Save [__start__, branch:to:nodeA, fieldA, fieldB]     = 4 channels
+Step 1:  Save [branch:to:nodeA, branch:to:nodeB, branch:to:nodeC, fieldA, fieldB] = 5 channels
+Step 2:  Save [branch:to:nodeB, branch:to:nodeC, fieldA, fieldB, join:...] = 5 channels
+Step 3:  Save [fieldA, fieldB, join:...]                       = 3 channels
+
+Without incremental storage: 7 channels × 4 steps = 28 serializations
+With incremental storage:    4 + 5 + 5 + 3        = 17 serializations
+                                                    = 39% savings!
+```
+
+---
+
+## Time Travel: Restoring Any Checkpoint
+
+Because each version is stored separately, you can restore to any point:
+
+```
+Want to restore Step 1?
+  → checkpoint["channel_versions"] = {fieldA: v03, fieldB: v03, ...}
+  → Load blobs[(thread_id, ns, "fieldA", v03)] = "Hello->A"
+  → Load blobs[(thread_id, ns, "fieldB", v03)] = "World->A"
+
+Want to restore Step 2?
+  → checkpoint["channel_versions"] = {fieldA: v04, fieldB: v04, ...}
+  → Load blobs[(thread_id, ns, "fieldA", v04)] = "Hello->A->B"
+  → Load blobs[(thread_id, ns, "fieldB", v04)] = "World->A->C"
+```
+
+---
+
+## Summary: State Channel Versions vs Trigger Channel Versions
+
+| Aspect | State Channels (fieldA, fieldB) | Trigger Channels (branch:to:*) |
+|--------|--------------------------------|-------------------------------|
+| In `channel_versions`? | ✅ Yes | ✅ Yes |
+| In `versions_seen`? | ❌ No | ✅ Yes |
+| Version increases when? | Value is updated | Written to OR consumed |
+| Used for scheduling? | ❌ No | ✅ Yes |
+| Used for storage? | ✅ Yes (incremental save) | ✅ Yes |
+| Used for recovery? | ✅ Yes (load correct version) | ✅ Yes |
+
+---
+
+## Code Reference
+
+### Where `channel_versions` is updated
+
+```python
+# In apply_writes() - libs/langgraph/langgraph/pregel/_algo.py
+for chan, vals in pending_writes_by_channel.items():
+    if channels[chan].update(vals) and next_version is not None:
+        checkpoint["channel_versions"][chan] = next_version  # ← Update version
+        updated_channels.add(chan)
+```
+
+### Where incremental storage happens
+
+```python
+# In InMemorySaver.put() - libs/checkpoint/langgraph/checkpoint/memory/__init__.py
+def put(self, config, checkpoint, metadata, new_versions):
+    values = checkpoint.pop("channel_values")
+    for k, v in new_versions.items():  # ← Only save changed channels
+        self.blobs[(thread_id, checkpoint_ns, k, v)] = (
+            self.serde.dumps_typed(values[k]) if k in values else ("empty", b"")
+        )
+```
+
+---
+
+## Running the Test
+
+To see channel versions in action:
+
+```bash
+cd libs/langgraph
+uv run python test_versions_seen.py
+```
+
+The output shows `channel_versions` for each step, where you can observe:
+1. All channels (state + triggers) are tracked
+2. Versions increment when values change
+3. Some channels stay at the same version across multiple steps (unchanged)
+

libs/langgraph/langgraph/graph/state.py

@@ -25,7 +25,7 @@ from typing import (
 
 from langchain_core.runnables import Runnable, RunnableConfig
 from pydantic import BaseModel, TypeAdapter
-from typing_extensions import Self, Unpack, is_typeddict
+from typing_extensions import NotRequired, Required, Self, Unpack, is_typeddict
 
 from langgraph._internal._constants import (
     INTERRUPT,
@@ -1334,6 +1334,12 @@ def _get_channel(
 def _get_channel(
     name: str, annotation: Any, *, allow_managed: bool = True
 ) -> BaseChannel | ManagedValueSpec:
+    # Strip out Required and NotRequired wrappers
+    if hasattr(annotation, "__origin__") and annotation.__origin__ in (
+        Required,
+        NotRequired,
+    ):
+        annotation = annotation.__args__[0]
     if manager := _is_field_managed_value(name, annotation):
         if allow_managed:
             return manager

libs/langgraph/langgraph/pregel/_algo.py

@@ -194,15 +194,12 @@ def local_read(
         for c, v in task.writes:
             if c in select:
                 updated[c].append(v)
-    if fresh and updated:
+    if fresh:
         # apply writes
         local_channels: dict[str, BaseChannel] = {}
         for k in channels:
-            if k in updated:
-                cc = channels[k].copy()
-                cc.update(updated[k])
-            else:
-                cc = channels[k]
+            cc = channels[k].copy()
+            cc.update(updated[k])
             local_channels[k] = cc
         # read fresh values
         values = read_channels(local_channels, select)

libs/langgraph/pyproject.toml

@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
 
 [project]
 name = "langgraph"
-version = "0.6.6"
+version = "0.6.7"
 description = "Building stateful, multi-actor applications with LLMs"
 authors = []
 requires-python = ">=3.9"

libs/langgraph/test_versions_seen.py

@@ -0,0 +1,169 @@
+"""
+Test script to demonstrate versions_seen in StateGraph
+
+Graph structure:
+    nodeA -> nodeB + nodeC -> nodeD
+
+State:
+    fieldA: str
+    fieldB: str
+"""
+
+from typing import TypedDict
+from langgraph.graph import StateGraph, START, END
+from langgraph.checkpoint.memory import InMemorySaver
+from pprint import pprint
+import json
+
+
+class State(TypedDict):
+    fieldA: str
+    fieldB: str
+
+
+class StateOnlyA(TypedDict):
+    """Input schema for nodeB - only reads fieldA"""
+    fieldA: str
+
+
+class StateOnlyB(TypedDict):
+    """Input schema for nodeC - only reads fieldB"""
+    fieldB: str
+
+
+def nodeA(state: State) -> dict:
+    """Reads fieldA + fieldB"""
+    print(f"  [nodeA] Reading: fieldA='{state['fieldA']}', fieldB='{state['fieldB']}'")
+    return {"fieldA": state["fieldA"] + "->A", "fieldB": state["fieldB"] + "->A"}
+
+
+def nodeB(state: StateOnlyA) -> dict:
+    """Reads only fieldA"""
+    print(f"  [nodeB] Reading: fieldA='{state['fieldA']}'")
+    return {"fieldA": state["fieldA"] + "->B"}
+
+
+def nodeC(state: StateOnlyB) -> dict:
+    """Reads only fieldB"""
+    print(f"  [nodeC] Reading: fieldB='{state['fieldB']}'")
+    return {"fieldB": state["fieldB"] + "->C"}
+
+
+def nodeD(state: State) -> dict:
+    """Reads fieldA + fieldB"""
+    print(f"  [nodeD] Reading: fieldA='{state['fieldA']}', fieldB='{state['fieldB']}'")
+    return {"fieldA": state["fieldA"] + "->D", "fieldB": state["fieldB"] + "->D"}
+
+
+# Build the graph
+graph = StateGraph(State)
+
+graph.add_node("nodeA", nodeA)  # reads fieldA + fieldB (default: full state)
+graph.add_node("nodeB", nodeB, input_schema=StateOnlyA)  # reads only fieldA
+graph.add_node("nodeC", nodeC, input_schema=StateOnlyB)  # reads only fieldB
+graph.add_node("nodeD", nodeD)  # reads fieldA + fieldB (default: full state)
+
+graph.add_edge(START, "nodeA")
+graph.add_edge("nodeA", "nodeB")
+graph.add_edge("nodeA", "nodeC")
+graph.add_edge(["nodeB", "nodeC"], "nodeD")
+graph.add_edge("nodeD", END)
+
+# Compile with checkpointer
+checkpointer = InMemorySaver()
+app = graph.compile(checkpointer=checkpointer)
+
+# Print compiled graph info
+print("=" * 60)
+print("COMPILED GRAPH INFO")
+print("=" * 60)
+print("\nChannels created:")
+for name, channel in app.channels.items():
+    print(f"  - {name}: {type(channel).__name__}")
+
+print("\nNodes with their triggers and channels:")
+for name, node in app.nodes.items():
+    print(f"  - {name}:")
+    print(f"      triggers: {node.triggers}")
+    print(f"      channels: {node.channels}")
+
+# Run the graph
+print("\n" + "=" * 60)
+print("EXECUTION")
+print("=" * 60)
+
+config = {"configurable": {"thread_id": "test-1"}}
+input_state = {"fieldA": "Hello", "fieldB": "World"}
+
+print(f"\nInput: {input_state}\n")
+
+# Run the graph to completion
+result = app.invoke(input_state, config)
+print(f"Final result: {result}\n")
+
+# Now use get_state_history to get all checkpoints in order
+print("=" * 60)
+print("CHECKPOINT HISTORY (using get_state_history)")
+print("=" * 60)
+
+# get_state_history returns checkpoints in reverse order (newest first)
+history = list(app.get_state_history(config))
+history.reverse()  # Reverse to get oldest first
+
+for idx, state_snapshot in enumerate(history):
+    metadata = state_snapshot.metadata
+    
+    print(f"\n{'='*60}")
+    print(f"Step {metadata.get('step', '?')} - Source: {metadata.get('source', '?')}")
+    print(f"{'='*60}")
+    
+    # Show which node(s) wrote this checkpoint
+    if "writes" in metadata and metadata["writes"]:
+        print(f"Writes by: {list(metadata['writes'].keys())}")
+    
+    print(f"\nState values: {state_snapshot.values}")
+    
+    # Access the actual checkpoint data
+    checkpoint_tuple = checkpointer.get_tuple(state_snapshot.config)
+    if checkpoint_tuple:
+        cp = checkpoint_tuple.checkpoint
+        
+        # Helper to simplify version string
+        def simplify_version(ver):
+            return str(ver).split(".")[0][-2:] if "." in str(ver) else str(ver)
+        
+        # Pretty print checkpoint with simplified versions
+        print("\nCheckpoint (raw):")
+        print(f"  v: {cp['v']}")
+        print(f"  id: {cp['id'][:20]}...")
+        print(f"  ts: {cp['ts']}")
+        print(f"  updated_channels: {cp.get('updated_channels')}")
+        
+        print(f"\n  channel_values:")
+        for ch, val in sorted(cp["channel_values"].items()):
+            val_str = str(val)[:50] + "..." if len(str(val)) > 50 else str(val)
+            print(f"    {ch}: {val_str}")
+        
+        print(f"\n  channel_versions:")
+        for ch, ver in sorted(cp["channel_versions"].items()):
+            print(f"    {ch}: v{simplify_version(ver)}")
+        
+        print(f"\n  versions_seen:")
+        for node_name, seen in sorted(cp["versions_seen"].items()):
+            if seen:
+                print(f"    {node_name}:")
+                for ch, ver in sorted(seen.items()):
+                    print(f"        {ch}: v{simplify_version(ver)}")
+            else:
+                print(f"    {node_name}: {{}}")
+
+print("\n" + "=" * 60)
+print("SUMMARY")
+print("=" * 60)
+print("""
+Key observations:
+1. versions_seen only records TRIGGER channels (branch:to:*, join:*)
+2. State channels (fieldA, fieldB) are NEVER in versions_seen
+3. Each node only records the trigger channel that activated it
+""")
+

libs/langgraph/tests/test_pregel.py

@@ -79,9 +79,151 @@ from tests.messages import (
 
 pytestmark = pytest.mark.anyio
 
+
+def pregel_pretty(data):
+    """Pretty print pregel nodes, channels, or graph with nice formatting."""
+    if not data:
+        return "Empty"
+    
+    # Check if this is a graph object
+    if hasattr(data, 'nodes') and hasattr(data, 'channels'):
+        # This is a graph object, show comprehensive info
+        result = []
+        
+        # Show nodes
+        result.append("="*50)
+        result.append("🔗 GRAPH NODES")
+        result.append("="*50)
+        for name, node in data.nodes.items():
+            node_type = type(node).__name__
+            result.append(f"  📍 {name:<12} → {node_type}")
+        
+        # Show channels
+        result.append("\n" + "="*50)
+        result.append("📡 GRAPH CHANNELS")
+        result.append("="*50)
+        for name, channel in data.channels.items():
+            channel_type = type(channel).__name__
+            if name in ['hello', 'messages']:
+                result.append(f"  🎯 {name:<20} → {channel_type} (user defined)")
+            elif name.startswith('branch:'):
+                result.append(f"  🌿 {name:<20} → {channel_type} (branch)")
+            else:
+                result.append(f"  ⚙️  {name:<20} → {channel_type} (system)")
+        
+        # Show graph structure
+        result.append("\n" + "="*50)
+        result.append("🏗️  GRAPH STRUCTURE")
+        result.append("="*50)
+        try:
+            graph_info = data.get_graph()
+            result.append(f"  Nodes: {len(graph_info.nodes)}")
+            result.append(f"  Edges: {len(graph_info.edges)}")
+            result.append("\n  📊 Execution Flow:")
+            for edge in graph_info.edges:
+                arrow = "  ├─" if edge != graph_info.edges[-1] else "  └─"
+                result.append(f"{arrow} {edge.source} → {edge.target}")
+        except Exception as e:
+            result.append(f"  Could not get graph structure: {e}")
+        
+        result.append("="*50)
+        return "\n".join(result)
+    
+    # Check if this is nodes or channels dict
+    first_key, first_value = next(iter(data.items()))
+    
+    # Detect if this is nodes or channels
+    is_nodes = hasattr(first_value, '__class__') and 'Node' in first_value.__class__.__name__
+    is_channels = hasattr(first_value, '__class__') and ('Channel' in first_value.__class__.__name__ or 
+                                                         'Value' in first_value.__class__.__name__ or
+                                                         'Topic' in first_value.__class__.__name__ or
+                                                         'Aggregate' in first_value.__class__.__name__)
+    
+    result = []
+    
+    if is_nodes:
+        result.append("="*50)
+        result.append("🔗 GRAPH NODES")
+        result.append("="*50)
+        for name, node in data.items():
+            node_type = type(node).__name__
+            result.append(f"  📍 {name:<12} → {node_type}")
+    
+    elif is_channels:
+        result.append("="*50)
+        result.append("📡 GRAPH CHANNELS")
+        result.append("="*50)
+        for name, channel in data.items():
+            channel_type = type(channel).__name__
+            if name in ['hello', 'messages']:
+                result.append(f"  🎯 {name:<20} → {channel_type} (user defined)")
+            elif name.startswith('branch:'):
+                result.append(f"  🌿 {name:<20} → {channel_type} (branch)")
+            else:
+                result.append(f"  ⚙️  {name:<20} → {channel_type} (system)")
+    
+    else:
+        # Fallback for unknown data types
+        result.append("="*50)
+        result.append("🔍 UNKNOWN DATA TYPE")
+        result.append("="*50)
+        for name, item in data.items():
+            item_type = type(item).__name__
+            result.append(f"  ❓ {name:<20} → {item_type}")
+    
+    result.append("="*50)
+    return "\n".join(result)
+
 logger = logging.getLogger(__name__)
 
 
+def test_parallel_nodes() -> None:
+    class State(TypedDict):
+        hello: str
+        messages: Annotated[list[str], add_messages]
+
+    def node_a(state: State) -> State:
+        return {"hello": "world-a", "messages": [_AnyIdHumanMessage(content="hello-a")]}
+
+    def node_b(state: State) -> State:
+        return {"messages": [_AnyIdHumanMessage(content="hello-b")]}
+
+    def node_c(state: State) -> State:
+        return {"messages": [_AnyIdHumanMessage(content="hello-c")]}    
+
+    def node_d(state: State) -> State:
+        return {"hello": "world-d", "messages": [_AnyIdHumanMessage(content="hello-d")]}    
+
+    builder = StateGraph(State)
+    builder.add_node("a", node_a)
+    builder.add_node("b", node_b)
+    builder.add_node("c", node_c)
+    builder.add_node("d", node_d)
+
+    builder.set_entry_point("a")
+    builder.add_edge("a", "b")
+    builder.add_edge("a", "c")
+    builder.add_edge("b", "d")
+    builder.add_edge("c", "d")
+    builder.add_edge("d", END)
+    graph = builder.compile()
+
+    print("\n======COMPLETE GRAPH======\n", pregel_pretty(graph))
+    
+    print(f"\n🔍 CHANNEL CONFIGURATION:")
+    print(f"  📤 output_channels: {graph.output_channels}")
+    print(f"  📡 stream_channels: {graph.stream_channels}")
+    print(f"  📥 input_channels: {graph.input_channels}")
+    print(f"  🌊 stream_channels_asis: {graph.stream_channels_asis}")
+    print(f"  📋 stream_channels_list: {graph.stream_channels_list}")
+
+    result = graph.invoke({"hello": "there"})
+    assert result["hello"] == "world-d"
+    # Only the final message from node_d should be in the result
+    # because each node overwrites the messages field completely
+    assert len(result["messages"]) == 1
+    assert result["messages"][0].content == "hello-d"
+
 def test_graph_validation() -> None:
     class State(TypedDict):
         hello: str

libs/langgraph/tests/test_state.py

@@ -10,6 +10,7 @@ from langchain_core.runnables import RunnableConfig
 from pydantic import BaseModel
 from typing_extensions import NotRequired, Required, TypedDict
 
+from langgraph.channels.binop import BinaryOperatorAggregate
 from langgraph.graph.state import StateGraph, _get_node_name, _warn_invalid_state_schema
 
 
@@ -137,7 +138,7 @@ def test_state_schema_optional_values(total_: bool):
     class InputState(SomeParentState, total=total_):  # type: ignore
         val1: str
         val2: Optional[str]
-        val3: Required[str]
+        val3: Required[Annotated[dict, operator.or_]]
         val4: NotRequired[dict]
         val5: Annotated[Required[str], "foo"]
         val6: Annotated[NotRequired[str], "bar"]
@@ -159,6 +160,8 @@ def test_state_schema_optional_values(total_: bool):
     graph = builder.compile()
     json_schema = graph.get_input_jsonschema()
 
+    assert isinstance(graph.channels["val3"], BinaryOperatorAggregate)
+
     if total_ is False:
         expected_required = set()
         expected_optional = {"val2", "val1"}

libs/langgraph/uv.lock

@@ -194,15 +194,15 @@ wheels = [
 
 [[package]]
 name = "beautifulsoup4"
-version = "4.13.4"
+version = "4.13.5"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "soupsieve" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/d8/e4/0c4c39e18fd76d6a628d4dd8da40543d136ce2d1752bd6eeeab0791f4d6b/beautifulsoup4-4.13.4.tar.gz", hash = "sha256:dbb3c4e1ceae6aefebdaf2423247260cd062430a410e38c66f2baa50a8437195", size = 621067, upload-time = "2025-04-15T17:05:13.836Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/85/2e/3e5079847e653b1f6dc647aa24549d68c6addb4c595cc0d902d1b19308ad/beautifulsoup4-4.13.5.tar.gz", hash = "sha256:5e70131382930e7c3de33450a2f54a63d5e4b19386eab43a5b34d594268f3695", size = 622954, upload-time = "2025-08-24T14:06:13.168Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/50/cd/30110dc0ffcf3b131156077b90e9f60ed75711223f306da4db08eff8403b/beautifulsoup4-4.13.4-py3-none-any.whl", hash = "sha256:9bbbb14bfde9d79f38b8cd5f8c7c85f4b8f2523190ebed90e950a8dea4cb1c4b", size = 187285, upload-time = "2025-04-15T17:05:12.221Z" },
+    { url = "https://files.pythonhosted.org/packages/04/eb/f4151e0c7377a6e08a38108609ba5cede57986802757848688aeedd1b9e8/beautifulsoup4-4.13.5-py3-none-any.whl", hash = "sha256:642085eaa22233aceadff9c69651bc51e8bf3f874fb6d7104ece2beb24b47c4a", size = 105113, upload-time = "2025-08-24T14:06:14.884Z" },
 ]
 
 [[package]]
@@ -448,97 +448,97 @@ wheels = [
 
 [[package]]
 name = "coverage"
-version = "7.10.4"
+version = "7.10.5"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/d6/4e/08b493f1f1d8a5182df0044acc970799b58a8d289608e0d891a03e9d269a/coverage-7.10.4.tar.gz", hash = "sha256:25f5130af6c8e7297fd14634955ba9e1697f47143f289e2a23284177c0061d27", size = 823798, upload-time = "2025-08-17T00:26:43.314Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/61/83/153f54356c7c200013a752ce1ed5448573dca546ce125801afca9e1ac1a4/coverage-7.10.5.tar.gz", hash = "sha256:f2e57716a78bc3ae80b2207be0709a3b2b63b9f2dcf9740ee6ac03588a2015b6", size = 821662, upload-time = "2025-08-23T14:42:44.78Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/9c/f4/350759710db50362685f922259c140592dba15eb4e2325656a98413864d9/coverage-7.10.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d92d6edb0ccafd20c6fbf9891ca720b39c2a6a4b4a6f9cf323ca2c986f33e475", size = 216403, upload-time = "2025-08-17T00:24:19.083Z" },
-    { url = "https://files.pythonhosted.org/packages/29/7e/e467c2bb4d5ecfd166bfd22c405cce4c50de2763ba1d78e2729c59539a42/coverage-7.10.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:7202da14dc0236884fcc45665ffb2d79d4991a53fbdf152ab22f69f70923cc22", size = 216802, upload-time = "2025-08-17T00:24:21.824Z" },
-    { url = "https://files.pythonhosted.org/packages/62/ab/2accdd1ccfe63b890e5eb39118f63c155202df287798364868a2884a50af/coverage-7.10.4-cp310-cp310-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:ada418633ae24ec8d0fcad5efe6fc7aa3c62497c6ed86589e57844ad04365674", size = 243558, upload-time = "2025-08-17T00:24:23.569Z" },
-    { url = "https://files.pythonhosted.org/packages/43/04/c14c33d0cfc0f4db6b3504d01a47f4c798563d932a836fd5f2dbc0521d3d/coverage-7.10.4-cp310-cp310-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:b828e33eca6c3322adda3b5884456f98c435182a44917ded05005adfa1415500", size = 245370, upload-time = "2025-08-17T00:24:24.858Z" },
-    { url = "https://files.pythonhosted.org/packages/99/71/147053061f1f51c1d3b3d040c3cb26876964a3a0dca0765d2441411ca568/coverage-7.10.4-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:802793ba397afcfdbe9f91f89d65ae88b958d95edc8caf948e1f47d8b6b2b606", size = 247228, upload-time = "2025-08-17T00:24:26.167Z" },
-    { url = "https://files.pythonhosted.org/packages/cc/92/7ef882205d4d4eb502e6154ee7122c1a1b1ce3f29d0166921e0fb550a5d3/coverage-7.10.4-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:d0b23512338c54101d3bf7a1ab107d9d75abda1d5f69bc0887fd079253e4c27e", size = 245270, upload-time = "2025-08-17T00:24:27.424Z" },
-    { url = "https://files.pythonhosted.org/packages/ab/3d/297a20603abcc6c7d89d801286eb477b0b861f3c5a4222730f1c9837be3e/coverage-7.10.4-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:f36b7dcf72d06a8c5e2dd3aca02be2b1b5db5f86404627dff834396efce958f2", size = 243287, upload-time = "2025-08-17T00:24:28.697Z" },
-    { url = "https://files.pythonhosted.org/packages/65/f9/b04111438f41f1ddd5dc88706d5f8064ae5bb962203c49fe417fa23a362d/coverage-7.10.4-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:fce316c367a1dc2c411821365592eeb335ff1781956d87a0410eae248188ba51", size = 244164, upload-time = "2025-08-17T00:24:30.393Z" },
-    { url = "https://files.pythonhosted.org/packages/1e/e5/c7d9eb7a9ea66cf92d069077719fb2b07782dcd7050b01a9b88766b52154/coverage-7.10.4-cp310-cp310-win32.whl", hash = "sha256:8c5dab29fc8070b3766b5fc85f8d89b19634584429a2da6d42da5edfadaf32ae", size = 218917, upload-time = "2025-08-17T00:24:31.67Z" },
-    { url = "https://files.pythonhosted.org/packages/66/30/4d9d3b81f5a836b31a7428b8a25e6d490d4dca5ff2952492af130153c35c/coverage-7.10.4-cp310-cp310-win_amd64.whl", hash = "sha256:4b0d114616f0fccb529a1817457d5fb52a10e106f86c5fb3b0bd0d45d0d69b93", size = 219822, upload-time = "2025-08-17T00:24:32.89Z" },
-    { url = "https://files.pythonhosted.org/packages/ec/ba/2c9817e62018e7d480d14f684c160b3038df9ff69c5af7d80e97d143e4d1/coverage-7.10.4-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:05d5f98ec893d4a2abc8bc5f046f2f4367404e7e5d5d18b83de8fde1093ebc4f", size = 216514, upload-time = "2025-08-17T00:24:34.188Z" },
-    { url = "https://files.pythonhosted.org/packages/e3/5a/093412a959a6b6261446221ba9fb23bb63f661a5de70b5d130763c87f916/coverage-7.10.4-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:9267efd28f8994b750d171e58e481e3bbd69e44baed540e4c789f8e368b24b88", size = 216914, upload-time = "2025-08-17T00:24:35.881Z" },
-    { url = "https://files.pythonhosted.org/packages/2c/1f/2fdf4a71cfe93b07eae845ebf763267539a7d8b7e16b062f959d56d7e433/coverage-7.10.4-cp311-cp311-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:4456a039fdc1a89ea60823d0330f1ac6f97b0dbe9e2b6fb4873e889584b085fb", size = 247308, upload-time = "2025-08-17T00:24:37.61Z" },
-    { url = "https://files.pythonhosted.org/packages/ba/16/33f6cded458e84f008b9f6bc379609a6a1eda7bffe349153b9960803fc11/coverage-7.10.4-cp311-cp311-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:c2bfbd2a9f7e68a21c5bd191be94bfdb2691ac40d325bac9ef3ae45ff5c753d9", size = 249241, upload-time = "2025-08-17T00:24:38.919Z" },
-    { url = "https://files.pythonhosted.org/packages/84/98/9c18e47c889be58339ff2157c63b91a219272503ee32b49d926eea2337f2/coverage-7.10.4-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0ab7765f10ae1df7e7fe37de9e64b5a269b812ee22e2da3f84f97b1c7732a0d8", size = 251346, upload-time = "2025-08-17T00:24:40.507Z" },
-    { url = "https://files.pythonhosted.org/packages/6d/07/00a6c0d53e9a22d36d8e95ddd049b860eef8f4b9fd299f7ce34d8e323356/coverage-7.10.4-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:0a09b13695166236e171ec1627ff8434b9a9bae47528d0ba9d944c912d33b3d2", size = 249037, upload-time = "2025-08-17T00:24:41.904Z" },
-    { url = "https://files.pythonhosted.org/packages/3e/0e/1e1b944d6a6483d07bab5ef6ce063fcf3d0cc555a16a8c05ebaab11f5607/coverage-7.10.4-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:5c9e75dfdc0167d5675e9804f04a56b2cf47fb83a524654297000b578b8adcb7", size = 247090, upload-time = "2025-08-17T00:24:43.193Z" },
-    { url = "https://files.pythonhosted.org/packages/62/43/2ce5ab8a728b8e25ced077111581290ffaef9efaf860a28e25435ab925cf/coverage-7.10.4-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:c751261bfe6481caba15ec005a194cb60aad06f29235a74c24f18546d8377df0", size = 247732, upload-time = "2025-08-17T00:24:44.906Z" },
-    { url = "https://files.pythonhosted.org/packages/a4/f3/706c4a24f42c1c5f3a2ca56637ab1270f84d9e75355160dc34d5e39bb5b7/coverage-7.10.4-cp311-cp311-win32.whl", hash = "sha256:051c7c9e765f003c2ff6e8c81ccea28a70fb5b0142671e4e3ede7cebd45c80af", size = 218961, upload-time = "2025-08-17T00:24:46.241Z" },
-    { url = "https://files.pythonhosted.org/packages/e8/aa/6b9ea06e0290bf1cf2a2765bba89d561c5c563b4e9db8298bf83699c8b67/coverage-7.10.4-cp311-cp311-win_amd64.whl", hash = "sha256:1a647b152f10be08fb771ae4a1421dbff66141e3d8ab27d543b5eb9ea5af8e52", size = 219851, upload-time = "2025-08-17T00:24:48.795Z" },
-    { url = "https://files.pythonhosted.org/packages/8b/be/f0dc9ad50ee183369e643cd7ed8f2ef5c491bc20b4c3387cbed97dd6e0d1/coverage-7.10.4-cp311-cp311-win_arm64.whl", hash = "sha256:b09b9e4e1de0d406ca9f19a371c2beefe3193b542f64a6dd40cfcf435b7d6aa0", size = 218530, upload-time = "2025-08-17T00:24:50.164Z" },
-    { url = "https://files.pythonhosted.org/packages/9e/4a/781c9e4dd57cabda2a28e2ce5b00b6be416015265851060945a5ed4bd85e/coverage-7.10.4-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:a1f0264abcabd4853d4cb9b3d164adbf1565da7dab1da1669e93f3ea60162d79", size = 216706, upload-time = "2025-08-17T00:24:51.528Z" },
-    { url = "https://files.pythonhosted.org/packages/6a/8c/51255202ca03d2e7b664770289f80db6f47b05138e06cce112b3957d5dfd/coverage-7.10.4-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:536cbe6b118a4df231b11af3e0f974a72a095182ff8ec5f4868c931e8043ef3e", size = 216939, upload-time = "2025-08-17T00:24:53.171Z" },
-    { url = "https://files.pythonhosted.org/packages/06/7f/df11131483698660f94d3c847dc76461369782d7a7644fcd72ac90da8fd0/coverage-7.10.4-cp312-cp312-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:9a4c0d84134797b7bf3f080599d0cd501471f6c98b715405166860d79cfaa97e", size = 248429, upload-time = "2025-08-17T00:24:54.934Z" },
-    { url = "https://files.pythonhosted.org/packages/eb/fa/13ac5eda7300e160bf98f082e75f5c5b4189bf3a883dd1ee42dbedfdc617/coverage-7.10.4-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:7c155fc0f9cee8c9803ea0ad153ab6a3b956baa5d4cd993405dc0b45b2a0b9e0", size = 251178, upload-time = "2025-08-17T00:24:56.353Z" },
-    { url = "https://files.pythonhosted.org/packages/9a/bc/f63b56a58ad0bec68a840e7be6b7ed9d6f6288d790760647bb88f5fea41e/coverage-7.10.4-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0a5f2ab6e451d4b07855d8bcf063adf11e199bff421a4ba57f5bb95b7444ca62", size = 252313, upload-time = "2025-08-17T00:24:57.692Z" },
-    { url = "https://files.pythonhosted.org/packages/2b/b6/79338f1ea27b01266f845afb4485976211264ab92407d1c307babe3592a7/coverage-7.10.4-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:685b67d99b945b0c221be0780c336b303a7753b3e0ec0d618c795aada25d5e7a", size = 250230, upload-time = "2025-08-17T00:24:59.293Z" },
-    { url = "https://files.pythonhosted.org/packages/bc/93/3b24f1da3e0286a4dc5832427e1d448d5296f8287464b1ff4a222abeeeb5/coverage-7.10.4-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:0c079027e50c2ae44da51c2e294596cbc9dbb58f7ca45b30651c7e411060fc23", size = 248351, upload-time = "2025-08-17T00:25:00.676Z" },
-    { url = "https://files.pythonhosted.org/packages/de/5f/d59412f869e49dcc5b89398ef3146c8bfaec870b179cc344d27932e0554b/coverage-7.10.4-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:3749aa72b93ce516f77cf5034d8e3c0dfd45c6e8a163a602ede2dc5f9a0bb927", size = 249788, upload-time = "2025-08-17T00:25:02.354Z" },
-    { url = "https://files.pythonhosted.org/packages/cc/52/04a3b733f40a0cc7c4a5b9b010844111dbf906df3e868b13e1ce7b39ac31/coverage-7.10.4-cp312-cp312-win32.whl", hash = "sha256:fecb97b3a52fa9bcd5a7375e72fae209088faf671d39fae67261f37772d5559a", size = 219131, upload-time = "2025-08-17T00:25:03.79Z" },
-    { url = "https://files.pythonhosted.org/packages/83/dd/12909fc0b83888197b3ec43a4ac7753589591c08d00d9deda4158df2734e/coverage-7.10.4-cp312-cp312-win_amd64.whl", hash = "sha256:26de58f355626628a21fe6a70e1e1fad95702dafebfb0685280962ae1449f17b", size = 219939, upload-time = "2025-08-17T00:25:05.494Z" },
-    { url = "https://files.pythonhosted.org/packages/83/c7/058bb3220fdd6821bada9685eadac2940429ab3c97025ce53549ff423cc1/coverage-7.10.4-cp312-cp312-win_arm64.whl", hash = "sha256:67e8885408f8325198862bc487038a4980c9277d753cb8812510927f2176437a", size = 218572, upload-time = "2025-08-17T00:25:06.897Z" },
-    { url = "https://files.pythonhosted.org/packages/46/b0/4a3662de81f2ed792a4e425d59c4ae50d8dd1d844de252838c200beed65a/coverage-7.10.4-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:2b8e1d2015d5dfdbf964ecef12944c0c8c55b885bb5c0467ae8ef55e0e151233", size = 216735, upload-time = "2025-08-17T00:25:08.617Z" },
-    { url = "https://files.pythonhosted.org/packages/c5/e8/e2dcffea01921bfffc6170fb4406cffb763a3b43a047bbd7923566708193/coverage-7.10.4-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:25735c299439018d66eb2dccf54f625aceb78645687a05f9f848f6e6c751e169", size = 216982, upload-time = "2025-08-17T00:25:10.384Z" },
-    { url = "https://files.pythonhosted.org/packages/9d/59/cc89bb6ac869704d2781c2f5f7957d07097c77da0e8fdd4fd50dbf2ac9c0/coverage-7.10.4-cp313-cp313-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:715c06cb5eceac4d9b7cdf783ce04aa495f6aff657543fea75c30215b28ddb74", size = 247981, upload-time = "2025-08-17T00:25:11.854Z" },
-    { url = "https://files.pythonhosted.org/packages/aa/23/3da089aa177ceaf0d3f96754ebc1318597822e6387560914cc480086e730/coverage-7.10.4-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:e017ac69fac9aacd7df6dc464c05833e834dc5b00c914d7af9a5249fcccf07ef", size = 250584, upload-time = "2025-08-17T00:25:13.483Z" },
-    { url = "https://files.pythonhosted.org/packages/ad/82/e8693c368535b4e5fad05252a366a1794d481c79ae0333ed943472fd778d/coverage-7.10.4-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:bad180cc40b3fccb0f0e8c702d781492654ac2580d468e3ffc8065e38c6c2408", size = 251856, upload-time = "2025-08-17T00:25:15.27Z" },
-    { url = "https://files.pythonhosted.org/packages/56/19/8b9cb13292e602fa4135b10a26ac4ce169a7fc7c285ff08bedd42ff6acca/coverage-7.10.4-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:becbdcd14f685fada010a5f792bf0895675ecf7481304fe159f0cd3f289550bd", size = 250015, upload-time = "2025-08-17T00:25:16.759Z" },
-    { url = "https://files.pythonhosted.org/packages/10/e7/e5903990ce089527cf1c4f88b702985bd65c61ac245923f1ff1257dbcc02/coverage-7.10.4-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:0b485ca21e16a76f68060911f97ebbe3e0d891da1dbbce6af7ca1ab3f98b9097", size = 247908, upload-time = "2025-08-17T00:25:18.232Z" },
-    { url = "https://files.pythonhosted.org/packages/dd/c9/7d464f116df1df7fe340669af1ddbe1a371fc60f3082ff3dc837c4f1f2ab/coverage-7.10.4-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:6c1d098ccfe8e1e0a1ed9a0249138899948afd2978cbf48eb1cc3fcd38469690", size = 249525, upload-time = "2025-08-17T00:25:20.141Z" },
-    { url = "https://files.pythonhosted.org/packages/ce/42/722e0cdbf6c19e7235c2020837d4e00f3b07820fd012201a983238cc3a30/coverage-7.10.4-cp313-cp313-win32.whl", hash = "sha256:8630f8af2ca84b5c367c3df907b1706621abe06d6929f5045fd628968d421e6e", size = 219173, upload-time = "2025-08-17T00:25:21.56Z" },
-    { url = "https://files.pythonhosted.org/packages/97/7e/aa70366f8275955cd51fa1ed52a521c7fcebcc0fc279f53c8c1ee6006dfe/coverage-7.10.4-cp313-cp313-win_amd64.whl", hash = "sha256:f68835d31c421736be367d32f179e14ca932978293fe1b4c7a6a49b555dff5b2", size = 219969, upload-time = "2025-08-17T00:25:23.501Z" },
-    { url = "https://files.pythonhosted.org/packages/ac/96/c39d92d5aad8fec28d4606556bfc92b6fee0ab51e4a548d9b49fb15a777c/coverage-7.10.4-cp313-cp313-win_arm64.whl", hash = "sha256:6eaa61ff6724ca7ebc5326d1fae062d85e19b38dd922d50903702e6078370ae7", size = 218601, upload-time = "2025-08-17T00:25:25.295Z" },
-    { url = "https://files.pythonhosted.org/packages/79/13/34d549a6177bd80fa5db758cb6fd3057b7ad9296d8707d4ab7f480b0135f/coverage-7.10.4-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:702978108876bfb3d997604930b05fe769462cc3000150b0e607b7b444f2fd84", size = 217445, upload-time = "2025-08-17T00:25:27.129Z" },
-    { url = "https://files.pythonhosted.org/packages/6a/c0/433da866359bf39bf595f46d134ff2d6b4293aeea7f3328b6898733b0633/coverage-7.10.4-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:e8f978e8c5521d9c8f2086ac60d931d583fab0a16f382f6eb89453fe998e2484", size = 217676, upload-time = "2025-08-17T00:25:28.641Z" },
-    { url = "https://files.pythonhosted.org/packages/7e/d7/2b99aa8737f7801fd95222c79a4ebc8c5dd4460d4bed7ef26b17a60c8d74/coverage-7.10.4-cp313-cp313t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:df0ac2ccfd19351411c45e43ab60932b74472e4648b0a9edf6a3b58846e246a9", size = 259002, upload-time = "2025-08-17T00:25:30.065Z" },
-    { url = "https://files.pythonhosted.org/packages/08/cf/86432b69d57debaef5abf19aae661ba8f4fcd2882fa762e14added4bd334/coverage-7.10.4-cp313-cp313t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:73a0d1aaaa3796179f336448e1576a3de6fc95ff4f07c2d7251d4caf5d18cf8d", size = 261178, upload-time = "2025-08-17T00:25:31.517Z" },
-    { url = "https://files.pythonhosted.org/packages/23/78/85176593f4aa6e869cbed7a8098da3448a50e3fac5cb2ecba57729a5220d/coverage-7.10.4-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:873da6d0ed6b3ffc0bc01f2c7e3ad7e2023751c0d8d86c26fe7322c314b031dc", size = 263402, upload-time = "2025-08-17T00:25:33.339Z" },
-    { url = "https://files.pythonhosted.org/packages/88/1d/57a27b6789b79abcac0cc5805b31320d7a97fa20f728a6a7c562db9a3733/coverage-7.10.4-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:c6446c75b0e7dda5daa876a1c87b480b2b52affb972fedd6c22edf1aaf2e00ec", size = 260957, upload-time = "2025-08-17T00:25:34.795Z" },
-    { url = "https://files.pythonhosted.org/packages/fa/e5/3e5ddfd42835c6def6cd5b2bdb3348da2e34c08d9c1211e91a49e9fd709d/coverage-7.10.4-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:6e73933e296634e520390c44758d553d3b573b321608118363e52113790633b9", size = 258718, upload-time = "2025-08-17T00:25:36.259Z" },
-    { url = "https://files.pythonhosted.org/packages/1a/0b/d364f0f7ef111615dc4e05a6ed02cac7b6f2ac169884aa57faeae9eb5fa0/coverage-7.10.4-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:52073d4b08d2cb571234c8a71eb32af3c6923149cf644a51d5957ac128cf6aa4", size = 259848, upload-time = "2025-08-17T00:25:37.754Z" },
-    { url = "https://files.pythonhosted.org/packages/10/c6/bbea60a3b309621162e53faf7fac740daaf083048ea22077418e1ecaba3f/coverage-7.10.4-cp313-cp313t-win32.whl", hash = "sha256:e24afb178f21f9ceb1aefbc73eb524769aa9b504a42b26857243f881af56880c", size = 219833, upload-time = "2025-08-17T00:25:39.252Z" },
-    { url = "https://files.pythonhosted.org/packages/44/a5/f9f080d49cfb117ddffe672f21eab41bd23a46179a907820743afac7c021/coverage-7.10.4-cp313-cp313t-win_amd64.whl", hash = "sha256:be04507ff1ad206f4be3d156a674e3fb84bbb751ea1b23b142979ac9eebaa15f", size = 220897, upload-time = "2025-08-17T00:25:40.772Z" },
-    { url = "https://files.pythonhosted.org/packages/46/89/49a3fc784fa73d707f603e586d84a18c2e7796707044e9d73d13260930b7/coverage-7.10.4-cp313-cp313t-win_arm64.whl", hash = "sha256:f3e3ff3f69d02b5dad67a6eac68cc9c71ae343b6328aae96e914f9f2f23a22e2", size = 219160, upload-time = "2025-08-17T00:25:42.229Z" },
-    { url = "https://files.pythonhosted.org/packages/b5/22/525f84b4cbcff66024d29f6909d7ecde97223f998116d3677cfba0d115b5/coverage-7.10.4-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:a59fe0af7dd7211ba595cf7e2867458381f7e5d7b4cffe46274e0b2f5b9f4eb4", size = 216717, upload-time = "2025-08-17T00:25:43.875Z" },
-    { url = "https://files.pythonhosted.org/packages/a6/58/213577f77efe44333a416d4bcb251471e7f64b19b5886bb515561b5ce389/coverage-7.10.4-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:3a6c35c5b70f569ee38dc3350cd14fdd0347a8b389a18bb37538cc43e6f730e6", size = 216994, upload-time = "2025-08-17T00:25:45.405Z" },
-    { url = "https://files.pythonhosted.org/packages/17/85/34ac02d0985a09472f41b609a1d7babc32df87c726c7612dc93d30679b5a/coverage-7.10.4-cp314-cp314-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:acb7baf49f513554c4af6ef8e2bd6e8ac74e6ea0c7386df8b3eb586d82ccccc4", size = 248038, upload-time = "2025-08-17T00:25:46.981Z" },
-    { url = "https://files.pythonhosted.org/packages/47/4f/2140305ec93642fdaf988f139813629cbb6d8efa661b30a04b6f7c67c31e/coverage-7.10.4-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:a89afecec1ed12ac13ed203238b560cbfad3522bae37d91c102e690b8b1dc46c", size = 250575, upload-time = "2025-08-17T00:25:48.613Z" },
-    { url = "https://files.pythonhosted.org/packages/f2/b5/41b5784180b82a083c76aeba8f2c72ea1cb789e5382157b7dc852832aea2/coverage-7.10.4-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:480442727f464407d8ade6e677b7f21f3b96a9838ab541b9a28ce9e44123c14e", size = 251927, upload-time = "2025-08-17T00:25:50.881Z" },
-    { url = "https://files.pythonhosted.org/packages/78/ca/c1dd063e50b71f5aea2ebb27a1c404e7b5ecf5714c8b5301f20e4e8831ac/coverage-7.10.4-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:a89bf193707f4a17f1ed461504031074d87f035153239f16ce86dfb8f8c7ac76", size = 249930, upload-time = "2025-08-17T00:25:52.422Z" },
-    { url = "https://files.pythonhosted.org/packages/8d/66/d8907408612ffee100d731798e6090aedb3ba766ecf929df296c1a7ee4fb/coverage-7.10.4-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:3ddd912c2fc440f0fb3229e764feec85669d5d80a988ff1b336a27d73f63c818", size = 247862, upload-time = "2025-08-17T00:25:54.316Z" },
-    { url = "https://files.pythonhosted.org/packages/29/db/53cd8ec8b1c9c52d8e22a25434785bfc2d1e70c0cfb4d278a1326c87f741/coverage-7.10.4-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:8a538944ee3a42265e61c7298aeba9ea43f31c01271cf028f437a7b4075592cf", size = 249360, upload-time = "2025-08-17T00:25:55.833Z" },
-    { url = "https://files.pythonhosted.org/packages/4f/75/5ec0a28ae4a0804124ea5a5becd2b0fa3adf30967ac656711fb5cdf67c60/coverage-7.10.4-cp314-cp314-win32.whl", hash = "sha256:fd2e6002be1c62476eb862b8514b1ba7e7684c50165f2a8d389e77da6c9a2ebd", size = 219449, upload-time = "2025-08-17T00:25:57.984Z" },
-    { url = "https://files.pythonhosted.org/packages/9d/ab/66e2ee085ec60672bf5250f11101ad8143b81f24989e8c0e575d16bb1e53/coverage-7.10.4-cp314-cp314-win_amd64.whl", hash = "sha256:ec113277f2b5cf188d95fb66a65c7431f2b9192ee7e6ec9b72b30bbfb53c244a", size = 220246, upload-time = "2025-08-17T00:25:59.868Z" },
-    { url = "https://files.pythonhosted.org/packages/37/3b/00b448d385f149143190846217797d730b973c3c0ec2045a7e0f5db3a7d0/coverage-7.10.4-cp314-cp314-win_arm64.whl", hash = "sha256:9744954bfd387796c6a091b50d55ca7cac3d08767795b5eec69ad0f7dbf12d38", size = 218825, upload-time = "2025-08-17T00:26:01.44Z" },
-    { url = "https://files.pythonhosted.org/packages/ee/2e/55e20d3d1ce00b513efb6fd35f13899e1c6d4f76c6cbcc9851c7227cd469/coverage-7.10.4-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:5af4829904dda6aabb54a23879f0f4412094ba9ef153aaa464e3c1b1c9bc98e6", size = 217462, upload-time = "2025-08-17T00:26:03.014Z" },
-    { url = "https://files.pythonhosted.org/packages/47/b3/aab1260df5876f5921e2c57519e73a6f6eeacc0ae451e109d44ee747563e/coverage-7.10.4-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:7bba5ed85e034831fac761ae506c0644d24fd5594727e174b5a73aff343a7508", size = 217675, upload-time = "2025-08-17T00:26:04.606Z" },
-    { url = "https://files.pythonhosted.org/packages/67/23/1cfe2aa50c7026180989f0bfc242168ac7c8399ccc66eb816b171e0ab05e/coverage-7.10.4-cp314-cp314t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:d57d555b0719834b55ad35045de6cc80fc2b28e05adb6b03c98479f9553b387f", size = 259176, upload-time = "2025-08-17T00:26:06.159Z" },
-    { url = "https://files.pythonhosted.org/packages/9d/72/5882b6aeed3f9de7fc4049874fd7d24213bf1d06882f5c754c8a682606ec/coverage-7.10.4-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:ba62c51a72048bb1ea72db265e6bd8beaabf9809cd2125bbb5306c6ce105f214", size = 261341, upload-time = "2025-08-17T00:26:08.137Z" },
-    { url = "https://files.pythonhosted.org/packages/1b/70/a0c76e3087596ae155f8e71a49c2c534c58b92aeacaf4d9d0cbbf2dde53b/coverage-7.10.4-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0acf0c62a6095f07e9db4ec365cc58c0ef5babb757e54745a1aa2ea2a2564af1", size = 263600, upload-time = "2025-08-17T00:26:11.045Z" },
-    { url = "https://files.pythonhosted.org/packages/cb/5f/27e4cd4505b9a3c05257fb7fc509acbc778c830c450cb4ace00bf2b7bda7/coverage-7.10.4-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:e1033bf0f763f5cf49ffe6594314b11027dcc1073ac590b415ea93463466deec", size = 261036, upload-time = "2025-08-17T00:26:12.693Z" },
-    { url = "https://files.pythonhosted.org/packages/02/d6/cf2ae3a7f90ab226ea765a104c4e76c5126f73c93a92eaea41e1dc6a1892/coverage-7.10.4-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:92c29eff894832b6a40da1789b1f252305af921750b03ee4535919db9179453d", size = 258794, upload-time = "2025-08-17T00:26:14.261Z" },
-    { url = "https://files.pythonhosted.org/packages/9e/b1/39f222eab0d78aa2001cdb7852aa1140bba632db23a5cfd832218b496d6c/coverage-7.10.4-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:822c4c830989c2093527e92acd97be4638a44eb042b1bdc0e7a278d84a070bd3", size = 259946, upload-time = "2025-08-17T00:26:15.899Z" },
-    { url = "https://files.pythonhosted.org/packages/74/b2/49d82acefe2fe7c777436a3097f928c7242a842538b190f66aac01f29321/coverage-7.10.4-cp314-cp314t-win32.whl", hash = "sha256:e694d855dac2e7cf194ba33653e4ba7aad7267a802a7b3fc4347d0517d5d65cd", size = 220226, upload-time = "2025-08-17T00:26:17.566Z" },
-    { url = "https://files.pythonhosted.org/packages/06/b0/afb942b6b2fc30bdbc7b05b087beae11c2b0daaa08e160586cf012b6ad70/coverage-7.10.4-cp314-cp314t-win_amd64.whl", hash = "sha256:efcc54b38ef7d5bfa98050f220b415bc5bb3d432bd6350a861cf6da0ede2cdcd", size = 221346, upload-time = "2025-08-17T00:26:19.311Z" },
-    { url = "https://files.pythonhosted.org/packages/d8/66/e0531c9d1525cb6eac5b5733c76f27f3053ee92665f83f8899516fea6e76/coverage-7.10.4-cp314-cp314t-win_arm64.whl", hash = "sha256:6f3a3496c0fa26bfac4ebc458747b778cff201c8ae94fa05e1391bab0dbc473c", size = 219368, upload-time = "2025-08-17T00:26:21.011Z" },
-    { url = "https://files.pythonhosted.org/packages/d1/61/4e38d86d31a268778d69bb3fd1fc88e0c7a78ffdee48f2b5d9e028a3dce5/coverage-7.10.4-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:48fd4d52600c2a9d5622e52dfae674a7845c5e1dceaf68b88c99feb511fbcfd6", size = 216393, upload-time = "2025-08-17T00:26:22.648Z" },
-    { url = "https://files.pythonhosted.org/packages/17/16/5c2fdb1d213f57e0ff107738397aff68582fa90a6575ca165b49eae5a809/coverage-7.10.4-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:56217b470d09d69e6b7dcae38200f95e389a77db801cb129101697a4553b18b6", size = 216779, upload-time = "2025-08-17T00:26:24.422Z" },
-    { url = "https://files.pythonhosted.org/packages/26/99/3aca6b4028e3667ccfbaef9cfd9dca8d85eb14deee7868373cc48cbee553/coverage-7.10.4-cp39-cp39-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:44ac3f21a6e28c5ff7f7a47bca5f87885f6a1e623e637899125ba47acd87334d", size = 243214, upload-time = "2025-08-17T00:26:26.468Z" },
-    { url = "https://files.pythonhosted.org/packages/0d/33/27a7d2557f85001b2edb6a2f14037851f87ca7d69a4ca79460e1859f4c7f/coverage-7.10.4-cp39-cp39-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:3387739d72c84d17b4d2f7348749cac2e6700e7152026912b60998ee9a40066b", size = 245037, upload-time = "2025-08-17T00:26:28.071Z" },
-    { url = "https://files.pythonhosted.org/packages/6d/68/92c0e18d36d34c774cb5053c9413188c27f8b3f9587e315193a30c1695ce/coverage-7.10.4-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3f111ff20d9a6348e0125be892608e33408dd268f73b020940dfa8511ad05503", size = 246809, upload-time = "2025-08-17T00:26:29.828Z" },
-    { url = "https://files.pythonhosted.org/packages/03/22/f0618594010903401e782459c100755af3f275ea86d49b0d4f3afa3658d9/coverage-7.10.4-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:01a852f0a9859734b018a3f483cc962d0b381d48d350b1a0c47d618c73a0c398", size = 244695, upload-time = "2025-08-17T00:26:31.495Z" },
-    { url = "https://files.pythonhosted.org/packages/e5/45/e704923a037a4a38a3c13ae6405c31236db2d274307ab28fd1a23b961cad/coverage-7.10.4-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:225111dd06759ba4e37cee4c0b4f3df2b15c879e9e3c37bf986389300b9917c3", size = 242766, upload-time = "2025-08-17T00:26:33.425Z" },
-    { url = "https://files.pythonhosted.org/packages/e4/b7/4dc6f2b41aa907ae330ed841deb49c9487f6ec5072a577fc3a3b284fe855/coverage-7.10.4-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:2178d4183bd1ba608f0bb12e71e55838ba1b7dbb730264f8b08de9f8ef0c27d0", size = 243723, upload-time = "2025-08-17T00:26:35.688Z" },
-    { url = "https://files.pythonhosted.org/packages/b7/62/0e58abc2ce2d9a5b906dd1c08802864f756365843c413aebf0184148ddfb/coverage-7.10.4-cp39-cp39-win32.whl", hash = "sha256:93d175fe81913aee7a6ea430abbdf2a79f1d9fd451610e12e334e4fe3264f563", size = 218927, upload-time = "2025-08-17T00:26:37.725Z" },
-    { url = "https://files.pythonhosted.org/packages/a4/3e/4668a5b5601450d9c8aa71cc4f7e6c6c259350e577c758b894443598322a/coverage-7.10.4-cp39-cp39-win_amd64.whl", hash = "sha256:2221a823404bb941c7721cf0ef55ac6ee5c25d905beb60c0bba5e5e85415d353", size = 219838, upload-time = "2025-08-17T00:26:39.786Z" },
-    { url = "https://files.pythonhosted.org/packages/bb/78/983efd23200921d9edb6bd40512e1aa04af553d7d5a171e50f9b2b45d109/coverage-7.10.4-py3-none-any.whl", hash = "sha256:065d75447228d05121e5c938ca8f0e91eed60a1eb2d1258d42d5084fecfc3302", size = 208365, upload-time = "2025-08-17T00:26:41.479Z" },
+    { url = "https://files.pythonhosted.org/packages/af/70/e77b0061a6c7157bfce645c6b9a715a08d4c86b3360a7b3252818080b817/coverage-7.10.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c6a5c3414bfc7451b879141ce772c546985163cf553f08e0f135f0699a911801", size = 216774, upload-time = "2025-08-23T14:40:26.301Z" },
+    { url = "https://files.pythonhosted.org/packages/91/08/2a79de5ecf37ee40f2d898012306f11c161548753391cec763f92647837b/coverage-7.10.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:bc8e4d99ce82f1710cc3c125adc30fd1487d3cf6c2cd4994d78d68a47b16989a", size = 217175, upload-time = "2025-08-23T14:40:29.142Z" },
+    { url = "https://files.pythonhosted.org/packages/64/57/0171d69a699690149a6ba6a4eb702814448c8d617cf62dbafa7ce6bfdf63/coverage-7.10.5-cp310-cp310-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:02252dc1216e512a9311f596b3169fad54abcb13827a8d76d5630c798a50a754", size = 243931, upload-time = "2025-08-23T14:40:30.735Z" },
+    { url = "https://files.pythonhosted.org/packages/15/06/3a67662c55656702bd398a727a7f35df598eb11104fcb34f1ecbb070291a/coverage-7.10.5-cp310-cp310-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:73269df37883e02d460bee0cc16be90509faea1e3bd105d77360b512d5bb9c33", size = 245740, upload-time = "2025-08-23T14:40:32.302Z" },
+    { url = "https://files.pythonhosted.org/packages/00/f4/f8763aabf4dc30ef0d0012522d312f0b7f9fede6246a1f27dbcc4a1e523c/coverage-7.10.5-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1f8a81b0614642f91c9effd53eec284f965577591f51f547a1cbeb32035b4c2f", size = 247600, upload-time = "2025-08-23T14:40:33.66Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/31/6632219a9065e1b83f77eda116fed4c76fb64908a6a9feae41816dab8237/coverage-7.10.5-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:6a29f8e0adb7f8c2b95fa2d4566a1d6e6722e0a637634c6563cb1ab844427dd9", size = 245640, upload-time = "2025-08-23T14:40:35.248Z" },
+    { url = "https://files.pythonhosted.org/packages/6e/e2/3dba9b86037b81649b11d192bb1df11dde9a81013e434af3520222707bc8/coverage-7.10.5-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:fcf6ab569436b4a647d4e91accba12509ad9f2554bc93d3aee23cc596e7f99c3", size = 243659, upload-time = "2025-08-23T14:40:36.815Z" },
+    { url = "https://files.pythonhosted.org/packages/02/b9/57170bd9f3e333837fc24ecc88bc70fbc2eb7ccfd0876854b0c0407078c3/coverage-7.10.5-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:90dc3d6fb222b194a5de60af8d190bedeeddcbc7add317e4a3cd333ee6b7c879", size = 244537, upload-time = "2025-08-23T14:40:38.737Z" },
+    { url = "https://files.pythonhosted.org/packages/b3/1c/93ac36ef1e8b06b8d5777393a3a40cb356f9f3dab980be40a6941e443588/coverage-7.10.5-cp310-cp310-win32.whl", hash = "sha256:414a568cd545f9dc75f0686a0049393de8098414b58ea071e03395505b73d7a8", size = 219285, upload-time = "2025-08-23T14:40:40.342Z" },
+    { url = "https://files.pythonhosted.org/packages/30/95/23252277e6e5fe649d6cd3ed3f35d2307e5166de4e75e66aa7f432abc46d/coverage-7.10.5-cp310-cp310-win_amd64.whl", hash = "sha256:e551f9d03347196271935fd3c0c165f0e8c049220280c1120de0084d65e9c7ff", size = 220185, upload-time = "2025-08-23T14:40:42.026Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/f2/336d34d2fc1291ca7c18eeb46f64985e6cef5a1a7ef6d9c23720c6527289/coverage-7.10.5-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:c177e6ffe2ebc7c410785307758ee21258aa8e8092b44d09a2da767834f075f2", size = 216890, upload-time = "2025-08-23T14:40:43.627Z" },
+    { url = "https://files.pythonhosted.org/packages/39/ea/92448b07cc1cf2b429d0ce635f59cf0c626a5d8de21358f11e92174ff2a6/coverage-7.10.5-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:14d6071c51ad0f703d6440827eaa46386169b5fdced42631d5a5ac419616046f", size = 217287, upload-time = "2025-08-23T14:40:45.214Z" },
+    { url = "https://files.pythonhosted.org/packages/96/ba/ad5b36537c5179c808d0ecdf6e4aa7630b311b3c12747ad624dcd43a9b6b/coverage-7.10.5-cp311-cp311-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:61f78c7c3bc272a410c5ae3fde7792b4ffb4acc03d35a7df73ca8978826bb7ab", size = 247683, upload-time = "2025-08-23T14:40:46.791Z" },
+    { url = "https://files.pythonhosted.org/packages/28/e5/fe3bbc8d097029d284b5fb305b38bb3404895da48495f05bff025df62770/coverage-7.10.5-cp311-cp311-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:f39071caa126f69d63f99b324fb08c7b1da2ec28cbb1fe7b5b1799926492f65c", size = 249614, upload-time = "2025-08-23T14:40:48.082Z" },
+    { url = "https://files.pythonhosted.org/packages/69/9c/a1c89a8c8712799efccb32cd0a1ee88e452f0c13a006b65bb2271f1ac767/coverage-7.10.5-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:343a023193f04d46edc46b2616cdbee68c94dd10208ecd3adc56fcc54ef2baa1", size = 251719, upload-time = "2025-08-23T14:40:49.349Z" },
+    { url = "https://files.pythonhosted.org/packages/e9/be/5576b5625865aa95b5633315f8f4142b003a70c3d96e76f04487c3b5cc95/coverage-7.10.5-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:585ffe93ae5894d1ebdee69fc0b0d4b7c75d8007983692fb300ac98eed146f78", size = 249411, upload-time = "2025-08-23T14:40:50.624Z" },
+    { url = "https://files.pythonhosted.org/packages/94/0a/e39a113d4209da0dbbc9385608cdb1b0726a4d25f78672dc51c97cfea80f/coverage-7.10.5-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:b0ef4e66f006ed181df29b59921bd8fc7ed7cd6a9289295cd8b2824b49b570df", size = 247466, upload-time = "2025-08-23T14:40:52.362Z" },
+    { url = "https://files.pythonhosted.org/packages/40/cb/aebb2d8c9e3533ee340bea19b71c5b76605a0268aa49808e26fe96ec0a07/coverage-7.10.5-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:eb7b0bbf7cc1d0453b843eca7b5fa017874735bef9bfdfa4121373d2cc885ed6", size = 248104, upload-time = "2025-08-23T14:40:54.064Z" },
+    { url = "https://files.pythonhosted.org/packages/08/e6/26570d6ccce8ff5de912cbfd268e7f475f00597cb58da9991fa919c5e539/coverage-7.10.5-cp311-cp311-win32.whl", hash = "sha256:1d043a8a06987cc0c98516e57c4d3fc2c1591364831e9deb59c9e1b4937e8caf", size = 219327, upload-time = "2025-08-23T14:40:55.424Z" },
+    { url = "https://files.pythonhosted.org/packages/79/79/5f48525e366e518b36e66167e3b6e5db6fd54f63982500c6a5abb9d3dfbd/coverage-7.10.5-cp311-cp311-win_amd64.whl", hash = "sha256:fefafcca09c3ac56372ef64a40f5fe17c5592fab906e0fdffd09543f3012ba50", size = 220213, upload-time = "2025-08-23T14:40:56.724Z" },
+    { url = "https://files.pythonhosted.org/packages/40/3c/9058128b7b0bf333130c320b1eb1ae485623014a21ee196d68f7737f8610/coverage-7.10.5-cp311-cp311-win_arm64.whl", hash = "sha256:7e78b767da8b5fc5b2faa69bb001edafcd6f3995b42a331c53ef9572c55ceb82", size = 218893, upload-time = "2025-08-23T14:40:58.011Z" },
+    { url = "https://files.pythonhosted.org/packages/27/8e/40d75c7128f871ea0fd829d3e7e4a14460cad7c3826e3b472e6471ad05bd/coverage-7.10.5-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:c2d05c7e73c60a4cecc7d9b60dbfd603b4ebc0adafaef371445b47d0f805c8a9", size = 217077, upload-time = "2025-08-23T14:40:59.329Z" },
+    { url = "https://files.pythonhosted.org/packages/18/a8/f333f4cf3fb5477a7f727b4d603a2eb5c3c5611c7fe01329c2e13b23b678/coverage-7.10.5-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:32ddaa3b2c509778ed5373b177eb2bf5662405493baeff52278a0b4f9415188b", size = 217310, upload-time = "2025-08-23T14:41:00.628Z" },
+    { url = "https://files.pythonhosted.org/packages/ec/2c/fbecd8381e0a07d1547922be819b4543a901402f63930313a519b937c668/coverage-7.10.5-cp312-cp312-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:dd382410039fe062097aa0292ab6335a3f1e7af7bba2ef8d27dcda484918f20c", size = 248802, upload-time = "2025-08-23T14:41:02.012Z" },
+    { url = "https://files.pythonhosted.org/packages/3f/bc/1011da599b414fb6c9c0f34086736126f9ff71f841755786a6b87601b088/coverage-7.10.5-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:7fa22800f3908df31cea6fb230f20ac49e343515d968cc3a42b30d5c3ebf9b5a", size = 251550, upload-time = "2025-08-23T14:41:03.438Z" },
+    { url = "https://files.pythonhosted.org/packages/4c/6f/b5c03c0c721c067d21bc697accc3642f3cef9f087dac429c918c37a37437/coverage-7.10.5-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f366a57ac81f5e12797136552f5b7502fa053c861a009b91b80ed51f2ce651c6", size = 252684, upload-time = "2025-08-23T14:41:04.85Z" },
+    { url = "https://files.pythonhosted.org/packages/f9/50/d474bc300ebcb6a38a1047d5c465a227605d6473e49b4e0d793102312bc5/coverage-7.10.5-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:5f1dc8f1980a272ad4a6c84cba7981792344dad33bf5869361576b7aef42733a", size = 250602, upload-time = "2025-08-23T14:41:06.719Z" },
+    { url = "https://files.pythonhosted.org/packages/4a/2d/548c8e04249cbba3aba6bd799efdd11eee3941b70253733f5d355d689559/coverage-7.10.5-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:2285c04ee8676f7938b02b4936d9b9b672064daab3187c20f73a55f3d70e6b4a", size = 248724, upload-time = "2025-08-23T14:41:08.429Z" },
+    { url = "https://files.pythonhosted.org/packages/e2/96/a7c3c0562266ac39dcad271d0eec8fc20ab576e3e2f64130a845ad2a557b/coverage-7.10.5-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:c2492e4dd9daab63f5f56286f8a04c51323d237631eb98505d87e4c4ff19ec34", size = 250158, upload-time = "2025-08-23T14:41:09.749Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/75/74d4be58c70c42ef0b352d597b022baf12dbe2b43e7cb1525f56a0fb1d4b/coverage-7.10.5-cp312-cp312-win32.whl", hash = "sha256:38a9109c4ee8135d5df5505384fc2f20287a47ccbe0b3f04c53c9a1989c2bbaf", size = 219493, upload-time = "2025-08-23T14:41:11.095Z" },
+    { url = "https://files.pythonhosted.org/packages/4f/08/364e6012d1d4d09d1e27437382967efed971d7613f94bca9add25f0c1f2b/coverage-7.10.5-cp312-cp312-win_amd64.whl", hash = "sha256:6b87f1ad60b30bc3c43c66afa7db6b22a3109902e28c5094957626a0143a001f", size = 220302, upload-time = "2025-08-23T14:41:12.449Z" },
+    { url = "https://files.pythonhosted.org/packages/db/d5/7c8a365e1f7355c58af4fe5faf3f90cc8e587590f5854808d17ccb4e7077/coverage-7.10.5-cp312-cp312-win_arm64.whl", hash = "sha256:672a6c1da5aea6c629819a0e1461e89d244f78d7b60c424ecf4f1f2556c041d8", size = 218936, upload-time = "2025-08-23T14:41:13.872Z" },
+    { url = "https://files.pythonhosted.org/packages/9f/08/4166ecfb60ba011444f38a5a6107814b80c34c717bc7a23be0d22e92ca09/coverage-7.10.5-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:ef3b83594d933020f54cf65ea1f4405d1f4e41a009c46df629dd964fcb6e907c", size = 217106, upload-time = "2025-08-23T14:41:15.268Z" },
+    { url = "https://files.pythonhosted.org/packages/25/d7/b71022408adbf040a680b8c64bf6ead3be37b553e5844f7465643979f7ca/coverage-7.10.5-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:2b96bfdf7c0ea9faebce088a3ecb2382819da4fbc05c7b80040dbc428df6af44", size = 217353, upload-time = "2025-08-23T14:41:16.656Z" },
+    { url = "https://files.pythonhosted.org/packages/74/68/21e0d254dbf8972bb8dd95e3fe7038f4be037ff04ba47d6d1b12b37510ba/coverage-7.10.5-cp313-cp313-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:63df1fdaffa42d914d5c4d293e838937638bf75c794cf20bee12978fc8c4e3bc", size = 248350, upload-time = "2025-08-23T14:41:18.128Z" },
+    { url = "https://files.pythonhosted.org/packages/90/65/28752c3a896566ec93e0219fc4f47ff71bd2b745f51554c93e8dcb659796/coverage-7.10.5-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:8002dc6a049aac0e81ecec97abfb08c01ef0c1fbf962d0c98da3950ace89b869", size = 250955, upload-time = "2025-08-23T14:41:19.577Z" },
+    { url = "https://files.pythonhosted.org/packages/a5/eb/ca6b7967f57f6fef31da8749ea20417790bb6723593c8cd98a987be20423/coverage-7.10.5-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:63d4bb2966d6f5f705a6b0c6784c8969c468dbc4bcf9d9ded8bff1c7e092451f", size = 252230, upload-time = "2025-08-23T14:41:20.959Z" },
+    { url = "https://files.pythonhosted.org/packages/bc/29/17a411b2a2a18f8b8c952aa01c00f9284a1fbc677c68a0003b772ea89104/coverage-7.10.5-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:1f672efc0731a6846b157389b6e6d5d5e9e59d1d1a23a5c66a99fd58339914d5", size = 250387, upload-time = "2025-08-23T14:41:22.644Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/89/97a9e271188c2fbb3db82235c33980bcbc733da7da6065afbaa1d685a169/coverage-7.10.5-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:3f39cef43d08049e8afc1fde4a5da8510fc6be843f8dea350ee46e2a26b2f54c", size = 248280, upload-time = "2025-08-23T14:41:24.061Z" },
+    { url = "https://files.pythonhosted.org/packages/d1/c6/0ad7d0137257553eb4706b4ad6180bec0a1b6a648b092c5bbda48d0e5b2c/coverage-7.10.5-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:2968647e3ed5a6c019a419264386b013979ff1fb67dd11f5c9886c43d6a31fc2", size = 249894, upload-time = "2025-08-23T14:41:26.165Z" },
+    { url = "https://files.pythonhosted.org/packages/84/56/fb3aba936addb4c9e5ea14f5979393f1c2466b4c89d10591fd05f2d6b2aa/coverage-7.10.5-cp313-cp313-win32.whl", hash = "sha256:0d511dda38595b2b6934c2b730a1fd57a3635c6aa2a04cb74714cdfdd53846f4", size = 219536, upload-time = "2025-08-23T14:41:27.694Z" },
+    { url = "https://files.pythonhosted.org/packages/fc/54/baacb8f2f74431e3b175a9a2881feaa8feb6e2f187a0e7e3046f3c7742b2/coverage-7.10.5-cp313-cp313-win_amd64.whl", hash = "sha256:9a86281794a393513cf117177fd39c796b3f8e3759bb2764259a2abba5cce54b", size = 220330, upload-time = "2025-08-23T14:41:29.081Z" },
+    { url = "https://files.pythonhosted.org/packages/64/8a/82a3788f8e31dee51d350835b23d480548ea8621f3effd7c3ba3f7e5c006/coverage-7.10.5-cp313-cp313-win_arm64.whl", hash = "sha256:cebd8e906eb98bb09c10d1feed16096700b1198d482267f8bf0474e63a7b8d84", size = 218961, upload-time = "2025-08-23T14:41:30.511Z" },
+    { url = "https://files.pythonhosted.org/packages/d8/a1/590154e6eae07beee3b111cc1f907c30da6fc8ce0a83ef756c72f3c7c748/coverage-7.10.5-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:0520dff502da5e09d0d20781df74d8189ab334a1e40d5bafe2efaa4158e2d9e7", size = 217819, upload-time = "2025-08-23T14:41:31.962Z" },
+    { url = "https://files.pythonhosted.org/packages/0d/ff/436ffa3cfc7741f0973c5c89405307fe39b78dcf201565b934e6616fc4ad/coverage-7.10.5-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:d9cd64aca68f503ed3f1f18c7c9174cbb797baba02ca8ab5112f9d1c0328cd4b", size = 218040, upload-time = "2025-08-23T14:41:33.472Z" },
+    { url = "https://files.pythonhosted.org/packages/a0/ca/5787fb3d7820e66273913affe8209c534ca11241eb34ee8c4fd2aaa9dd87/coverage-7.10.5-cp313-cp313t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:0913dd1613a33b13c4f84aa6e3f4198c1a21ee28ccb4f674985c1f22109f0aae", size = 259374, upload-time = "2025-08-23T14:41:34.914Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/89/21af956843896adc2e64fc075eae3c1cadb97ee0a6960733e65e696f32dd/coverage-7.10.5-cp313-cp313t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:1b7181c0feeb06ed8a02da02792f42f829a7b29990fef52eff257fef0885d760", size = 261551, upload-time = "2025-08-23T14:41:36.333Z" },
+    { url = "https://files.pythonhosted.org/packages/e1/96/390a69244ab837e0ac137989277879a084c786cf036c3c4a3b9637d43a89/coverage-7.10.5-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:36d42b7396b605f774d4372dd9c49bed71cbabce4ae1ccd074d155709dd8f235", size = 263776, upload-time = "2025-08-23T14:41:38.25Z" },
+    { url = "https://files.pythonhosted.org/packages/00/32/cfd6ae1da0a521723349f3129b2455832fc27d3f8882c07e5b6fefdd0da2/coverage-7.10.5-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:b4fdc777e05c4940b297bf47bf7eedd56a39a61dc23ba798e4b830d585486ca5", size = 261326, upload-time = "2025-08-23T14:41:40.343Z" },
+    { url = "https://files.pythonhosted.org/packages/4c/c4/bf8d459fb4ce2201e9243ce6c015936ad283a668774430a3755f467b39d1/coverage-7.10.5-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:42144e8e346de44a6f1dbd0a56575dd8ab8dfa7e9007da02ea5b1c30ab33a7db", size = 259090, upload-time = "2025-08-23T14:41:42.106Z" },
+    { url = "https://files.pythonhosted.org/packages/f4/5d/a234f7409896468e5539d42234016045e4015e857488b0b5b5f3f3fa5f2b/coverage-7.10.5-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:66c644cbd7aed8fe266d5917e2c9f65458a51cfe5eeff9c05f15b335f697066e", size = 260217, upload-time = "2025-08-23T14:41:43.591Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/ad/87560f036099f46c2ddd235be6476dd5c1d6be6bb57569a9348d43eeecea/coverage-7.10.5-cp313-cp313t-win32.whl", hash = "sha256:2d1b73023854068c44b0c554578a4e1ef1b050ed07cf8b431549e624a29a66ee", size = 220194, upload-time = "2025-08-23T14:41:45.051Z" },
+    { url = "https://files.pythonhosted.org/packages/36/a8/04a482594fdd83dc677d4a6c7e2d62135fff5a1573059806b8383fad9071/coverage-7.10.5-cp313-cp313t-win_amd64.whl", hash = "sha256:54a1532c8a642d8cc0bd5a9a51f5a9dcc440294fd06e9dda55e743c5ec1a8f14", size = 221258, upload-time = "2025-08-23T14:41:46.44Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/ad/7da28594ab66fe2bc720f1bc9b131e62e9b4c6e39f044d9a48d18429cc21/coverage-7.10.5-cp313-cp313t-win_arm64.whl", hash = "sha256:74d5b63fe3f5f5d372253a4ef92492c11a4305f3550631beaa432fc9df16fcff", size = 219521, upload-time = "2025-08-23T14:41:47.882Z" },
+    { url = "https://files.pythonhosted.org/packages/d3/7f/c8b6e4e664b8a95254c35a6c8dd0bf4db201ec681c169aae2f1256e05c85/coverage-7.10.5-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:68c5e0bc5f44f68053369fa0d94459c84548a77660a5f2561c5e5f1e3bed7031", size = 217090, upload-time = "2025-08-23T14:41:49.327Z" },
+    { url = "https://files.pythonhosted.org/packages/44/74/3ee14ede30a6e10a94a104d1d0522d5fb909a7c7cac2643d2a79891ff3b9/coverage-7.10.5-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:cf33134ffae93865e32e1e37df043bef15a5e857d8caebc0099d225c579b0fa3", size = 217365, upload-time = "2025-08-23T14:41:50.796Z" },
+    { url = "https://files.pythonhosted.org/packages/41/5f/06ac21bf87dfb7620d1f870dfa3c2cae1186ccbcdc50b8b36e27a0d52f50/coverage-7.10.5-cp314-cp314-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:ad8fa9d5193bafcf668231294241302b5e683a0518bf1e33a9a0dfb142ec3031", size = 248413, upload-time = "2025-08-23T14:41:52.5Z" },
+    { url = "https://files.pythonhosted.org/packages/21/bc/cc5bed6e985d3a14228539631573f3863be6a2587381e8bc5fdf786377a1/coverage-7.10.5-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:146fa1531973d38ab4b689bc764592fe6c2f913e7e80a39e7eeafd11f0ef6db2", size = 250943, upload-time = "2025-08-23T14:41:53.922Z" },
+    { url = "https://files.pythonhosted.org/packages/8d/43/6a9fc323c2c75cd80b18d58db4a25dc8487f86dd9070f9592e43e3967363/coverage-7.10.5-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6013a37b8a4854c478d3219ee8bc2392dea51602dd0803a12d6f6182a0061762", size = 252301, upload-time = "2025-08-23T14:41:56.528Z" },
+    { url = "https://files.pythonhosted.org/packages/69/7c/3e791b8845f4cd515275743e3775adb86273576596dc9f02dca37357b4f2/coverage-7.10.5-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:eb90fe20db9c3d930fa2ad7a308207ab5b86bf6a76f54ab6a40be4012d88fcae", size = 250302, upload-time = "2025-08-23T14:41:58.171Z" },
+    { url = "https://files.pythonhosted.org/packages/5c/bc/5099c1e1cb0c9ac6491b281babea6ebbf999d949bf4aa8cdf4f2b53505e8/coverage-7.10.5-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:384b34482272e960c438703cafe63316dfbea124ac62006a455c8410bf2a2262", size = 248237, upload-time = "2025-08-23T14:41:59.703Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/51/d346eb750a0b2f1e77f391498b753ea906fde69cc11e4b38dca28c10c88c/coverage-7.10.5-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:467dc74bd0a1a7de2bedf8deaf6811f43602cb532bd34d81ffd6038d6d8abe99", size = 249726, upload-time = "2025-08-23T14:42:01.343Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/85/eebcaa0edafe427e93286b94f56ea7e1280f2c49da0a776a6f37e04481f9/coverage-7.10.5-cp314-cp314-win32.whl", hash = "sha256:556d23d4e6393ca898b2e63a5bca91e9ac2d5fb13299ec286cd69a09a7187fde", size = 219825, upload-time = "2025-08-23T14:42:03.263Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/f7/6d43e037820742603f1e855feb23463979bf40bd27d0cde1f761dcc66a3e/coverage-7.10.5-cp314-cp314-win_amd64.whl", hash = "sha256:f4446a9547681533c8fa3e3c6cf62121eeee616e6a92bd9201c6edd91beffe13", size = 220618, upload-time = "2025-08-23T14:42:05.037Z" },
+    { url = "https://files.pythonhosted.org/packages/4a/b0/ed9432e41424c51509d1da603b0393404b828906236fb87e2c8482a93468/coverage-7.10.5-cp314-cp314-win_arm64.whl", hash = "sha256:5e78bd9cf65da4c303bf663de0d73bf69f81e878bf72a94e9af67137c69b9fe9", size = 219199, upload-time = "2025-08-23T14:42:06.662Z" },
+    { url = "https://files.pythonhosted.org/packages/2f/54/5a7ecfa77910f22b659c820f67c16fc1e149ed132ad7117f0364679a8fa9/coverage-7.10.5-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:5661bf987d91ec756a47c7e5df4fbcb949f39e32f9334ccd3f43233bbb65e508", size = 217833, upload-time = "2025-08-23T14:42:08.262Z" },
+    { url = "https://files.pythonhosted.org/packages/4e/0e/25672d917cc57857d40edf38f0b867fb9627115294e4f92c8fcbbc18598d/coverage-7.10.5-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:a46473129244db42a720439a26984f8c6f834762fc4573616c1f37f13994b357", size = 218048, upload-time = "2025-08-23T14:42:10.247Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/7c/0b2b4f1c6f71885d4d4b2b8608dcfc79057adb7da4143eb17d6260389e42/coverage-7.10.5-cp314-cp314t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:1f64b8d3415d60f24b058b58d859e9512624bdfa57a2d1f8aff93c1ec45c429b", size = 259549, upload-time = "2025-08-23T14:42:11.811Z" },
+    { url = "https://files.pythonhosted.org/packages/94/73/abb8dab1609abec7308d83c6aec547944070526578ee6c833d2da9a0ad42/coverage-7.10.5-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:44d43de99a9d90b20e0163f9770542357f58860a26e24dc1d924643bd6aa7cb4", size = 261715, upload-time = "2025-08-23T14:42:13.505Z" },
+    { url = "https://files.pythonhosted.org/packages/0b/d1/abf31de21ec92731445606b8d5e6fa5144653c2788758fcf1f47adb7159a/coverage-7.10.5-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a931a87e5ddb6b6404e65443b742cb1c14959622777f2a4efd81fba84f5d91ba", size = 263969, upload-time = "2025-08-23T14:42:15.422Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/b3/ef274927f4ebede96056173b620db649cc9cb746c61ffc467946b9d0bc67/coverage-7.10.5-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:f9559b906a100029274448f4c8b8b0a127daa4dade5661dfd821b8c188058842", size = 261408, upload-time = "2025-08-23T14:42:16.971Z" },
+    { url = "https://files.pythonhosted.org/packages/20/fc/83ca2812be616d69b4cdd4e0c62a7bc526d56875e68fd0f79d47c7923584/coverage-7.10.5-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:b08801e25e3b4526ef9ced1aa29344131a8f5213c60c03c18fe4c6170ffa2874", size = 259168, upload-time = "2025-08-23T14:42:18.512Z" },
+    { url = "https://files.pythonhosted.org/packages/fc/4f/e0779e5716f72d5c9962e709d09815d02b3b54724e38567308304c3fc9df/coverage-7.10.5-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:ed9749bb8eda35f8b636fb7632f1c62f735a236a5d4edadd8bbcc5ea0542e732", size = 260317, upload-time = "2025-08-23T14:42:20.005Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/fe/4247e732f2234bb5eb9984a0888a70980d681f03cbf433ba7b48f08ca5d5/coverage-7.10.5-cp314-cp314t-win32.whl", hash = "sha256:609b60d123fc2cc63ccee6d17e4676699075db72d14ac3c107cc4976d516f2df", size = 220600, upload-time = "2025-08-23T14:42:22.027Z" },
+    { url = "https://files.pythonhosted.org/packages/a7/a0/f294cff6d1034b87839987e5b6ac7385bec599c44d08e0857ac7f164ad0c/coverage-7.10.5-cp314-cp314t-win_amd64.whl", hash = "sha256:0666cf3d2c1626b5a3463fd5b05f5e21f99e6aec40a3192eee4d07a15970b07f", size = 221714, upload-time = "2025-08-23T14:42:23.616Z" },
+    { url = "https://files.pythonhosted.org/packages/23/18/fa1afdc60b5528d17416df440bcbd8fd12da12bfea9da5b6ae0f7a37d0f7/coverage-7.10.5-cp314-cp314t-win_arm64.whl", hash = "sha256:bc85eb2d35e760120540afddd3044a5bf69118a91a296a8b3940dfc4fdcfe1e2", size = 219735, upload-time = "2025-08-23T14:42:25.156Z" },
+    { url = "https://files.pythonhosted.org/packages/3b/21/05248e8bc74683488cb7477e6b6b878decadd15af0ec96f56381d3d7ff2d/coverage-7.10.5-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:62835c1b00c4a4ace24c1a88561a5a59b612fbb83a525d1c70ff5720c97c0610", size = 216763, upload-time = "2025-08-23T14:42:26.75Z" },
+    { url = "https://files.pythonhosted.org/packages/a9/7f/161a0ad40cb1c7e19dc1aae106d3430cc88dac3d651796d6cf3f3730c800/coverage-7.10.5-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:5255b3bbcc1d32a4069d6403820ac8e6dbcc1d68cb28a60a1ebf17e47028e898", size = 217154, upload-time = "2025-08-23T14:42:28.238Z" },
+    { url = "https://files.pythonhosted.org/packages/de/31/41929ee53af829ea5a88e71d335ea09d0bb587a3da1c5e58e59b48473ed8/coverage-7.10.5-cp39-cp39-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:3876385722e335d6e991c430302c24251ef9c2a9701b2b390f5473199b1b8ebf", size = 243588, upload-time = "2025-08-23T14:42:29.798Z" },
+    { url = "https://files.pythonhosted.org/packages/6e/4e/2649344e33eeb3567041e8255a1942173cae81817fe06b60f3fafaafe111/coverage-7.10.5-cp39-cp39-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:8048ce4b149c93447a55d279078c8ae98b08a6951a3c4d2d7e87f4efc7bfe100", size = 245412, upload-time = "2025-08-23T14:42:31.296Z" },
+    { url = "https://files.pythonhosted.org/packages/ac/b1/b21e1e69986ad89b051dd42c3ef06d9326e03ac3c0c844fc33385d1d9e35/coverage-7.10.5-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4028e7558e268dd8bcf4d9484aad393cafa654c24b4885f6f9474bf53183a82a", size = 247182, upload-time = "2025-08-23T14:42:33.155Z" },
+    { url = "https://files.pythonhosted.org/packages/4c/b5/80837be411ae092e03fcc2a7877bd9a659c531eff50453e463057a9eee44/coverage-7.10.5-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:03f47dc870eec0367fcdd603ca6a01517d2504e83dc18dbfafae37faec66129a", size = 245066, upload-time = "2025-08-23T14:42:34.754Z" },
+    { url = "https://files.pythonhosted.org/packages/c0/ed/fcb0838ddf149d68d09f89af57397b0dd9d26b100cc729daf1b0caf0b2d3/coverage-7.10.5-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:2d488d7d42b6ded7ea0704884f89dcabd2619505457de8fc9a6011c62106f6e5", size = 243138, upload-time = "2025-08-23T14:42:36.311Z" },
+    { url = "https://files.pythonhosted.org/packages/75/0f/505c6af24a9ae5d8919d209b9c31b7092815f468fa43bec3b1118232c62a/coverage-7.10.5-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:b3dcf2ead47fa8be14224ee817dfc1df98043af568fe120a22f81c0eb3c34ad2", size = 244095, upload-time = "2025-08-23T14:42:38.227Z" },
+    { url = "https://files.pythonhosted.org/packages/e4/7e/c82a8bede46217c1d944bd19b65e7106633b998640f00ab49c5f747a5844/coverage-7.10.5-cp39-cp39-win32.whl", hash = "sha256:02650a11324b80057b8c9c29487020073d5e98a498f1857f37e3f9b6ea1b2426", size = 219289, upload-time = "2025-08-23T14:42:39.827Z" },
+    { url = "https://files.pythonhosted.org/packages/9a/ac/46645ef6be543f2e7de08cc2601a0b67e130c816be3b749ab741be689fb9/coverage-7.10.5-cp39-cp39-win_amd64.whl", hash = "sha256:b45264dd450a10f9e03237b41a9a24e85cbb1e278e5a32adb1a303f58f0017f3", size = 220199, upload-time = "2025-08-23T14:42:41.363Z" },
+    { url = "https://files.pythonhosted.org/packages/08/b6/fff6609354deba9aeec466e4bcaeb9d1ed3e5d60b14b57df2a36fb2273f2/coverage-7.10.5-py3-none-any.whl", hash = "sha256:0be24d35e4db1d23d0db5c0f6a74a962e2ec83c426b5cac09f4234aadef38e4a", size = 208736, upload-time = "2025-08-23T14:42:43.145Z" },
 ]
 
 [package.optional-dependencies]
@@ -1145,7 +1145,7 @@ wheels = [
 
 [[package]]
 name = "jupyter-server"
-version = "2.16.0"
+version = "2.17.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "anyio" },
@@ -1157,7 +1157,7 @@ dependencies = [
     { name = "jupyter-server-terminals" },
     { name = "nbconvert" },
     { name = "nbformat" },
-    { name = "overrides" },
+    { name = "overrides", marker = "python_full_version < '3.12'" },
     { name = "packaging" },
     { name = "prometheus-client" },
     { name = "pywinpty", marker = "os_name == 'nt'" },
@@ -1168,9 +1168,9 @@ dependencies = [
     { name = "traitlets" },
     { name = "websocket-client" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/41/c8/ba2bbcd758c47f1124c4ca14061e8ce60d9c6fd537faee9534a95f83521a/jupyter_server-2.16.0.tar.gz", hash = "sha256:65d4b44fdf2dcbbdfe0aa1ace4a842d4aaf746a2b7b168134d5aaed35621b7f6", size = 728177, upload-time = "2025-05-12T16:44:46.245Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/5b/ac/e040ec363d7b6b1f11304cc9f209dac4517ece5d5e01821366b924a64a50/jupyter_server-2.17.0.tar.gz", hash = "sha256:c38ea898566964c888b4772ae1ed58eca84592e88251d2cfc4d171f81f7e99d5", size = 731949, upload-time = "2025-08-21T14:42:54.042Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/46/1f/5ebbced977171d09a7b0c08a285ff9a20aafb9c51bde07e52349ff1ddd71/jupyter_server-2.16.0-py3-none-any.whl", hash = "sha256:3d8db5be3bc64403b1c65b400a1d7f4647a5ce743f3b20dbdefe8ddb7b55af9e", size = 386904, upload-time = "2025-05-12T16:44:43.335Z" },
+    { url = "https://files.pythonhosted.org/packages/92/80/a24767e6ca280f5a49525d987bf3e4d7552bf67c8be07e8ccf20271f8568/jupyter_server-2.17.0-py3-none-any.whl", hash = "sha256:e8cb9c7db4251f51ed307e329b81b72ccf2056ff82d50524debde1ee1870e13f", size = 388221, upload-time = "2025-08-21T14:42:52.034Z" },
 ]
 
 [[package]]
@@ -1269,7 +1269,7 @@ wheels = [
 
 [[package]]
 name = "langgraph"
-version = "0.6.6"
+version = "0.6.7"
 source = { editable = "." }
 dependencies = [
     { name = "langchain-core" },
@@ -1350,7 +1350,7 @@ dev = [
 
 [[package]]
 name = "langgraph-api"
-version = "0.2.135"
+version = "0.4.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "cloudpickle", marker = "python_full_version >= '3.11'" },
@@ -1373,9 +1373,9 @@ dependencies = [
     { name = "uvicorn", marker = "python_full_version >= '3.11'" },
     { name = "watchfiles", marker = "python_full_version >= '3.11'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/8f/1e/5ca12f00852e2f54075c65dc2d4eca4d2d8facd404d5c0d17803fe620eae/langgraph_api-0.2.135.tar.gz", hash = "sha256:8cbcd5ff7be89a72d01dd3b32b0873bc5114ab9ff206fc94c2781ba56d09182a", size = 255563, upload-time = "2025-08-20T01:02:01.661Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/81/c5/1bcaf07f3f973a4a540bd341f20dfc60f0fc3cac8e7c2dc606680cb1d11e/langgraph_api-0.4.1.tar.gz", hash = "sha256:6f12b8be914ad9a9f11e3b73278fc90aeb7b4988b0418afbdf686c6fd5577c74", size = 1579764, upload-time = "2025-08-26T12:23:48.172Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/a6/98/18c475de127927622079e087b7cfe1ab97ed44fe1a2425f8c8de07ea0e64/langgraph_api-0.2.135-py3-none-any.whl", hash = "sha256:ac78035075230ccb816f48b242a76c5f8e607c074fe7802928425ba76a11b3f4", size = 205849, upload-time = "2025-08-20T01:02:00.156Z" },
+    { url = "https://files.pythonhosted.org/packages/4e/5e/b36e6035b52e06a9c0bd04030255a03b2444c9d2cad347b96193674cf4f5/langgraph_api-0.4.1-py3-none-any.whl", hash = "sha256:1f5f8d33bca30200e954e81416f4de26bce173a7f2e623b1e509d1b8a44b49a3", size = 1536988, upload-time = "2025-08-26T12:23:45.834Z" },
 ]
 
 [[package]]
@@ -1491,8 +1491,8 @@ inmem = [
 [package.metadata]
 requires-dist = [
     { name = "click", specifier = ">=8.1.7" },
-    { name = "langgraph-api", marker = "python_full_version >= '3.11' and extra == 'inmem'", specifier = ">=0.2.120,<0.4.0" },
-    { name = "langgraph-runtime-inmem", marker = "python_full_version >= '3.11' and extra == 'inmem'", specifier = ">=0.6.8" },
+    { name = "langgraph-api", marker = "python_full_version >= '3.11' and extra == 'inmem'", specifier = ">=0.3,<0.5.0" },
+    { name = "langgraph-runtime-inmem", marker = "python_full_version >= '3.11' and extra == 'inmem'", specifier = ">=0.7" },
     { name = "langgraph-sdk", marker = "python_full_version >= '3.11'", specifier = ">=0.1.0" },
     { name = "python-dotenv", marker = "extra == 'inmem'", specifier = ">=0.8.0" },
 ]
@@ -1543,7 +1543,7 @@ dev = [
 
 [[package]]
 name = "langgraph-runtime-inmem"
-version = "0.8.0"
+version = "0.9.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "blockbuster", marker = "python_full_version >= '3.11'" },
@@ -1553,9 +1553,9 @@ dependencies = [
     { name = "starlette", marker = "python_full_version >= '3.11'" },
     { name = "structlog", marker = "python_full_version >= '3.11'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/8c/94/02b58b1c137cfca6507f6c495e5794fd542b1f5269ef89fb662799be4b8c/langgraph_runtime_inmem-0.8.0.tar.gz", hash = "sha256:3082273f65650665b4a3875241721087fd51e675eb0227b18dc271839ce99594", size = 79510, upload-time = "2025-08-18T09:00:09.162Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/2d/88/e5a0a776b2db76c114e3dc67eaa79135f008cc23c1af0802069acd9272d6/langgraph_runtime_inmem-0.9.0.tar.gz", hash = "sha256:7c5adfc98a5cce77c9d8413f606ce6edce315d15e4617a1191e066a0afe38802", size = 81401, upload-time = "2025-08-26T01:02:10.709Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/7a/0e/b09c1aff0bcfdb1357be212b4a5d55f5b98644eae7fab6b115aa463e99fa/langgraph_runtime_inmem-0.8.0-py3-none-any.whl", hash = "sha256:85398321fc186618b0957c4d8629cc059fce2e7f57a4756ef83a75575791da1b", size = 31626, upload-time = "2025-08-18T09:00:08.256Z" },
+    { url = "https://files.pythonhosted.org/packages/a1/e5/8da2e1cc9a97750a346b21b81fc52d2d4127c226775a3071436d6c67e97b/langgraph_runtime_inmem-0.9.0-py3-none-any.whl", hash = "sha256:541e3666d37038f15fa6c2fe34667ae649fd79913de50720241f4017f8b7b946", size = 33479, upload-time = "2025-08-26T01:02:09.522Z" },
 ]
 
 [[package]]
@@ -1585,7 +1585,7 @@ dev = [
 
 [[package]]
 name = "langsmith"
-version = "0.4.14"
+version = "0.4.17"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "httpx" },
@@ -1596,9 +1596,9 @@ dependencies = [
     { name = "requests-toolbelt" },
     { name = "zstandard" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/85/b0/1def3c6d12eb5e412213e39f1ba4ac64a47ec3102cf42a3a1ff86af1402d/langsmith-0.4.14.tar.gz", hash = "sha256:4d29c7a9c85b20ba813ab9c855407bccdf5eb4f397f512ffa89959b2a2cb83ed", size = 921872, upload-time = "2025-08-12T20:39:43.704Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/04/6e/6a76eed14cbf43db79030f8e348de2fdad904334967df34d1c162641679c/langsmith-0.4.17.tar.gz", hash = "sha256:c91e218cd96ee9a310f4685ea7f2b958a54aec919f0f368e694f42431e32c422", size = 931257, upload-time = "2025-08-26T01:42:47.394Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/9e/08/3f0fb3e2f7cc6fd91c4d06d7abc6607425a66973bee79d04018bac41dd4f/langsmith-0.4.14-py3-none-any.whl", hash = "sha256:b6d070ac425196947d2a98126fb0e35f3b8c001a2e6e5b7049dd1c56f0767d0b", size = 373249, upload-time = "2025-08-12T20:39:41.992Z" },
+    { url = "https://files.pythonhosted.org/packages/d3/4c/6f9106237cbeb193e3138393f7134310a38e0db9e6acfc1f43567dfa0559/langsmith-0.4.17-py3-none-any.whl", hash = "sha256:b824ef6a3a0669faf2bc61799e22af0b05a3a53d12cb9a448f611f861a69e991", size = 376351, upload-time = "2025-08-26T01:42:45.101Z" },
 ]
 
 [[package]]
@@ -2022,11 +2022,11 @@ wheels = [
 
 [[package]]
 name = "parso"
-version = "0.8.4"
+version = "0.8.5"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/66/94/68e2e17afaa9169cf6412ab0f28623903be73d1b32e208d9e8e541bb086d/parso-0.8.4.tar.gz", hash = "sha256:eb3a7b58240fb99099a345571deecc0f9540ea5f4dd2fe14c2a99d6b281ab92d", size = 400609, upload-time = "2024-04-05T09:43:55.897Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/d4/de/53e0bcf53d13e005bd8c92e7855142494f41171b34c2536b86187474184d/parso-0.8.5.tar.gz", hash = "sha256:034d7354a9a018bdce352f48b2a8a450f05e9d6ee85db84764e9b6bd96dafe5a", size = 401205, upload-time = "2025-08-23T15:15:28.028Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/c6/ac/dac4a63f978e4dcb3c6d3a78c4d8e0192a113d288502a1216950c41b1027/parso-0.8.4-py2.py3-none-any.whl", hash = "sha256:a418670a20291dacd2dddc80c377c5c3791378ee1e8d12bffc35420643d43f18", size = 103650, upload-time = "2024-04-05T09:43:53.299Z" },
+    { url = "https://files.pythonhosted.org/packages/16/32/f8e3c85d1d5250232a5d3477a2a28cc291968ff175caeadaf3cc19ce0e4a/parso-0.8.5-py2.py3-none-any.whl", hash = "sha256:646204b5ee239c396d040b90f9e272e9a8017c630092bf59980beb62fd033887", size = 106668, upload-time = "2025-08-23T15:15:25.663Z" },
 ]
 
 [[package]]
@@ -2659,90 +2659,90 @@ wheels = [
 
 [[package]]
 name = "pyzmq"
-version = "27.0.1"
+version = "27.0.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "cffi", marker = "implementation_name == 'pypy'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/30/5f/557d2032a2f471edbcc227da724c24a1c05887b5cda1e3ae53af98b9e0a5/pyzmq-27.0.1.tar.gz", hash = "sha256:45c549204bc20e7484ffd2555f6cf02e572440ecf2f3bdd60d4404b20fddf64b", size = 281158, upload-time = "2025-08-03T05:05:40.352Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/f8/66/159f38d184f08b5f971b467f87b1ab142ab1320d5200825c824b32b84b66/pyzmq-27.0.2.tar.gz", hash = "sha256:b398dd713b18de89730447347e96a0240225e154db56e35b6bb8447ffdb07798", size = 281440, upload-time = "2025-08-21T04:23:26.334Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/72/0b/ccf4d0b152a6a11f0fc01e73978202fe0e8fe0e91e20941598e83a170bee/pyzmq-27.0.1-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:90a4da42aa322de8a3522461e3b5fe999935763b27f69a02fced40f4e3cf9682", size = 1329293, upload-time = "2025-08-03T05:02:56.001Z" },
-    { url = "https://files.pythonhosted.org/packages/bc/76/48706d291951b1300d3cf985e503806901164bf1581f27c4b6b22dbab2fa/pyzmq-27.0.1-cp310-cp310-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:e648dca28178fc879c814cf285048dd22fd1f03e1104101106505ec0eea50a4d", size = 905953, upload-time = "2025-08-03T05:02:59.061Z" },
-    { url = "https://files.pythonhosted.org/packages/aa/8a/df3135b96712068d184c53120c7dbf3023e5e362a113059a4f85cd36c6a0/pyzmq-27.0.1-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4bca8abc31799a6f3652d13f47e0b0e1cab76f9125f2283d085a3754f669b607", size = 666165, upload-time = "2025-08-03T05:03:00.789Z" },
-    { url = "https://files.pythonhosted.org/packages/ee/ed/341a7148e08d2830f480f53ab3d136d88fc5011bb367b516d95d0ebb46dd/pyzmq-27.0.1-cp310-cp310-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:092f4011b26d6b0201002f439bd74b38f23f3aefcb358621bdc3b230afc9b2d5", size = 853756, upload-time = "2025-08-03T05:03:03.347Z" },
-    { url = "https://files.pythonhosted.org/packages/c2/bc/d26fe010477c3e901f0f5a3e70446950dde9aa217f1d1a13534eb0fccfe5/pyzmq-27.0.1-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:6f02f30a4a6b3efe665ab13a3dd47109d80326c8fd286311d1ba9f397dc5f247", size = 1654870, upload-time = "2025-08-03T05:03:05.331Z" },
-    { url = "https://files.pythonhosted.org/packages/32/21/9b488086bf3f55b2eb26db09007a3962f62f3b81c5c6295a6ff6aaebd69c/pyzmq-27.0.1-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:f293a1419266e3bf3557d1f8778f9e1ffe7e6b2c8df5c9dca191caf60831eb74", size = 2033444, upload-time = "2025-08-03T05:03:07.318Z" },
-    { url = "https://files.pythonhosted.org/packages/3d/53/85b64a792223cd43393d25e03c8609df41aac817ea5ce6a27eceeed433ee/pyzmq-27.0.1-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:ce181dd1a7c6c012d0efa8ab603c34b5ee9d86e570c03415bbb1b8772eeb381c", size = 1891289, upload-time = "2025-08-03T05:03:08.96Z" },
-    { url = "https://files.pythonhosted.org/packages/23/5b/078aae8fe1c4cdba1a77a598870c548fd52b4d4a11e86b8116bbef47d9f3/pyzmq-27.0.1-cp310-cp310-win32.whl", hash = "sha256:f65741cc06630652e82aa68ddef4986a3ab9073dd46d59f94ce5f005fa72037c", size = 566693, upload-time = "2025-08-03T05:03:10.711Z" },
-    { url = "https://files.pythonhosted.org/packages/24/e1/4471fff36416ebf1ffe43577b9c7dcf2ff4798f2171f0d169640a48d2305/pyzmq-27.0.1-cp310-cp310-win_amd64.whl", hash = "sha256:44909aa3ed2234d69fe81e1dade7be336bcfeab106e16bdaa3318dcde4262b93", size = 631649, upload-time = "2025-08-03T05:03:12.232Z" },
-    { url = "https://files.pythonhosted.org/packages/e8/4c/8edac8dd56f223124aa40403d2c097bbad9b0e2868a67cad9a2a029863aa/pyzmq-27.0.1-cp310-cp310-win_arm64.whl", hash = "sha256:4401649bfa0a38f0f8777f8faba7cd7eb7b5b8ae2abc7542b830dd09ad4aed0d", size = 559274, upload-time = "2025-08-03T05:03:13.728Z" },
-    { url = "https://files.pythonhosted.org/packages/ae/18/a8e0da6ababbe9326116fb1c890bf1920eea880e8da621afb6bc0f39a262/pyzmq-27.0.1-cp311-cp311-macosx_10_15_universal2.whl", hash = "sha256:9729190bd770314f5fbba42476abf6abe79a746eeda11d1d68fd56dd70e5c296", size = 1332721, upload-time = "2025-08-03T05:03:15.237Z" },
-    { url = "https://files.pythonhosted.org/packages/75/a4/9431ba598651d60ebd50dc25755402b770322cf8432adcc07d2906e53a54/pyzmq-27.0.1-cp311-cp311-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:696900ef6bc20bef6a242973943574f96c3f97d2183c1bd3da5eea4f559631b1", size = 908249, upload-time = "2025-08-03T05:03:16.933Z" },
-    { url = "https://files.pythonhosted.org/packages/f0/7a/e624e1793689e4e685d2ee21c40277dd4024d9d730af20446d88f69be838/pyzmq-27.0.1-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f96a63aecec22d3f7fdea3c6c98df9e42973f5856bb6812c3d8d78c262fee808", size = 668649, upload-time = "2025-08-03T05:03:18.49Z" },
-    { url = "https://files.pythonhosted.org/packages/6c/29/0652a39d4e876e0d61379047ecf7752685414ad2e253434348246f7a2a39/pyzmq-27.0.1-cp311-cp311-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c512824360ea7490390566ce00bee880e19b526b312b25cc0bc30a0fe95cb67f", size = 856601, upload-time = "2025-08-03T05:03:20.194Z" },
-    { url = "https://files.pythonhosted.org/packages/36/2d/8d5355d7fc55bb6e9c581dd74f58b64fa78c994079e3a0ea09b1b5627cde/pyzmq-27.0.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:dfb2bb5e0f7198eaacfb6796fb0330afd28f36d985a770745fba554a5903595a", size = 1657750, upload-time = "2025-08-03T05:03:22.055Z" },
-    { url = "https://files.pythonhosted.org/packages/ab/f4/cd032352d5d252dc6f5ee272a34b59718ba3af1639a8a4ef4654f9535cf5/pyzmq-27.0.1-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:4f6886c59ba93ffde09b957d3e857e7950c8fe818bd5494d9b4287bc6d5bc7f1", size = 2034312, upload-time = "2025-08-03T05:03:23.578Z" },
-    { url = "https://files.pythonhosted.org/packages/e4/1a/c050d8b6597200e97a4bd29b93c769d002fa0b03083858227e0376ad59bc/pyzmq-27.0.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:b99ea9d330e86ce1ff7f2456b33f1bf81c43862a5590faf4ef4ed3a63504bdab", size = 1893632, upload-time = "2025-08-03T05:03:25.167Z" },
-    { url = "https://files.pythonhosted.org/packages/6a/29/173ce21d5097e7fcf284a090e8beb64fc683c6582b1f00fa52b1b7e867ce/pyzmq-27.0.1-cp311-cp311-win32.whl", hash = "sha256:571f762aed89025ba8cdcbe355fea56889715ec06d0264fd8b6a3f3fa38154ed", size = 566587, upload-time = "2025-08-03T05:03:26.769Z" },
-    { url = "https://files.pythonhosted.org/packages/53/ab/22bd33e7086f0a2cc03a5adabff4bde414288bb62a21a7820951ef86ec20/pyzmq-27.0.1-cp311-cp311-win_amd64.whl", hash = "sha256:ee16906c8025fa464bea1e48128c048d02359fb40bebe5333103228528506530", size = 632873, upload-time = "2025-08-03T05:03:28.685Z" },
-    { url = "https://files.pythonhosted.org/packages/90/14/3e59b4a28194285ceeff725eba9aa5ba8568d1cb78aed381dec1537c705a/pyzmq-27.0.1-cp311-cp311-win_arm64.whl", hash = "sha256:ba068f28028849da725ff9185c24f832ccf9207a40f9b28ac46ab7c04994bd41", size = 558918, upload-time = "2025-08-03T05:03:30.085Z" },
-    { url = "https://files.pythonhosted.org/packages/0e/9b/c0957041067c7724b310f22c398be46399297c12ed834c3bc42200a2756f/pyzmq-27.0.1-cp312-abi3-macosx_10_15_universal2.whl", hash = "sha256:af7ebce2a1e7caf30c0bb64a845f63a69e76a2fadbc1cac47178f7bb6e657bdd", size = 1305432, upload-time = "2025-08-03T05:03:32.177Z" },
-    { url = "https://files.pythonhosted.org/packages/8e/55/bd3a312790858f16b7def3897a0c3eb1804e974711bf7b9dcb5f47e7f82c/pyzmq-27.0.1-cp312-abi3-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:8f617f60a8b609a13099b313e7e525e67f84ef4524b6acad396d9ff153f6e4cd", size = 895095, upload-time = "2025-08-03T05:03:33.918Z" },
-    { url = "https://files.pythonhosted.org/packages/20/50/fc384631d8282809fb1029a4460d2fe90fa0370a0e866a8318ed75c8d3bb/pyzmq-27.0.1-cp312-abi3-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1d59dad4173dc2a111f03e59315c7bd6e73da1a9d20a84a25cf08325b0582b1a", size = 651826, upload-time = "2025-08-03T05:03:35.818Z" },
-    { url = "https://files.pythonhosted.org/packages/7e/0a/2356305c423a975000867de56888b79e44ec2192c690ff93c3109fd78081/pyzmq-27.0.1-cp312-abi3-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:f5b6133c8d313bde8bd0d123c169d22525300ff164c2189f849de495e1344577", size = 839751, upload-time = "2025-08-03T05:03:37.265Z" },
-    { url = "https://files.pythonhosted.org/packages/d7/1b/81e95ad256ca7e7ccd47f5294c1c6da6e2b64fbace65b84fe8a41470342e/pyzmq-27.0.1-cp312-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:58cca552567423f04d06a075f4b473e78ab5bdb906febe56bf4797633f54aa4e", size = 1641359, upload-time = "2025-08-03T05:03:38.799Z" },
-    { url = "https://files.pythonhosted.org/packages/50/63/9f50ec965285f4e92c265c8f18344e46b12803666d8b73b65d254d441435/pyzmq-27.0.1-cp312-abi3-musllinux_1_2_i686.whl", hash = "sha256:4b9d8e26fb600d0d69cc9933e20af08552e97cc868a183d38a5c0d661e40dfbb", size = 2020281, upload-time = "2025-08-03T05:03:40.338Z" },
-    { url = "https://files.pythonhosted.org/packages/02/4a/19e3398d0dc66ad2b463e4afa1fc541d697d7bc090305f9dfb948d3dfa29/pyzmq-27.0.1-cp312-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:2329f0c87f0466dce45bba32b63f47018dda5ca40a0085cc5c8558fea7d9fc55", size = 1877112, upload-time = "2025-08-03T05:03:42.012Z" },
-    { url = "https://files.pythonhosted.org/packages/bf/42/c562e9151aa90ed1d70aac381ea22a929d6b3a2ce4e1d6e2e135d34fd9c6/pyzmq-27.0.1-cp312-abi3-win32.whl", hash = "sha256:57bb92abdb48467b89c2d21da1ab01a07d0745e536d62afd2e30d5acbd0092eb", size = 558177, upload-time = "2025-08-03T05:03:43.979Z" },
-    { url = "https://files.pythonhosted.org/packages/40/96/5c50a7d2d2b05b19994bf7336b97db254299353dd9b49b565bb71b485f03/pyzmq-27.0.1-cp312-abi3-win_amd64.whl", hash = "sha256:ff3f8757570e45da7a5bedaa140489846510014f7a9d5ee9301c61f3f1b8a686", size = 618923, upload-time = "2025-08-03T05:03:45.438Z" },
-    { url = "https://files.pythonhosted.org/packages/13/33/1ec89c8f21c89d21a2eaff7def3676e21d8248d2675705e72554fb5a6f3f/pyzmq-27.0.1-cp312-abi3-win_arm64.whl", hash = "sha256:df2c55c958d3766bdb3e9d858b911288acec09a9aab15883f384fc7180df5bed", size = 552358, upload-time = "2025-08-03T05:03:46.887Z" },
-    { url = "https://files.pythonhosted.org/packages/6c/a0/f26e276211ec8090a4d11e4ec70eb8a8b15781e591c1d44ce62f372963a0/pyzmq-27.0.1-cp313-cp313-android_24_arm64_v8a.whl", hash = "sha256:497bd8af534ae55dc4ef67eebd1c149ff2a0b0f1e146db73c8b5a53d83c1a5f5", size = 1122287, upload-time = "2025-08-03T05:03:48.838Z" },
-    { url = "https://files.pythonhosted.org/packages/9c/d8/af4b507e4f7eeea478cc8ee873995a6fd55582bfb99140593ed460e1db3c/pyzmq-27.0.1-cp313-cp313-android_24_x86_64.whl", hash = "sha256:a066ea6ad6218b4c233906adf0ae67830f451ed238419c0db609310dd781fbe7", size = 1155756, upload-time = "2025-08-03T05:03:50.907Z" },
-    { url = "https://files.pythonhosted.org/packages/ac/55/37fae0013e11f88681da42698e550b08a316d608242551f65095cc99232a/pyzmq-27.0.1-cp313-cp313t-macosx_10_15_universal2.whl", hash = "sha256:72d235d6365ca73d8ce92f7425065d70f5c1e19baa458eb3f0d570e425b73a96", size = 1340826, upload-time = "2025-08-03T05:03:52.568Z" },
-    { url = "https://files.pythonhosted.org/packages/f2/e4/3a87854c64b26fcf63a9d1b6f4382bd727d4797c772ceb334a97b7489be9/pyzmq-27.0.1-cp313-cp313t-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:313a7b374e3dc64848644ca348a51004b41726f768b02e17e689f1322366a4d9", size = 897283, upload-time = "2025-08-03T05:03:54.167Z" },
-    { url = "https://files.pythonhosted.org/packages/17/3e/4296c6b0ad2d07be11ae1395dccf9cae48a0a655cf9be1c3733ad2b591d1/pyzmq-27.0.1-cp313-cp313t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:119ce8590409702394f959c159d048002cbed2f3c0645ec9d6a88087fc70f0f1", size = 660565, upload-time = "2025-08-03T05:03:56.152Z" },
-    { url = "https://files.pythonhosted.org/packages/72/41/a33ba3aa48b45b23c4cd4ac49aafde46f3e0f81939f2bfb3b6171a437122/pyzmq-27.0.1-cp313-cp313t-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:45c3e00ce16896ace2cd770ab9057a7cf97d4613ea5f2a13f815141d8b6894b9", size = 847680, upload-time = "2025-08-03T05:03:57.696Z" },
-    { url = "https://files.pythonhosted.org/packages/3f/8c/bf2350bb25b3b58d2e5b5d2290ffab0e923f0cc6d02288d3fbf4baa6e4d1/pyzmq-27.0.1-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:678e50ec112bdc6df5a83ac259a55a4ba97a8b314c325ab26b3b5b071151bc61", size = 1650151, upload-time = "2025-08-03T05:03:59.387Z" },
-    { url = "https://files.pythonhosted.org/packages/f7/1a/a5a07c54890891344a8ddc3d5ab320dd3c4e39febb6e4472546e456d5157/pyzmq-27.0.1-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:d0b96c30be9f9387b18b18b6133c75a7b1b0065da64e150fe1feb5ebf31ece1c", size = 2023766, upload-time = "2025-08-03T05:04:01.883Z" },
-    { url = "https://files.pythonhosted.org/packages/62/5e/514dcff08f02c6c8a45a6e23621901139cf853be7ac5ccd0b9407c3aa3de/pyzmq-27.0.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:88dc92d9eb5ea4968123e74db146d770b0c8d48f0e2bfb1dbc6c50a8edb12d64", size = 1885195, upload-time = "2025-08-03T05:04:03.923Z" },
-    { url = "https://files.pythonhosted.org/packages/c8/91/87f74f98a487fbef0b115f6025e4a295129fd56b2b633a03ba7d5816ecc2/pyzmq-27.0.1-cp313-cp313t-win32.whl", hash = "sha256:6dcbcb34f5c9b0cefdfc71ff745459241b7d3cda5b27c7ad69d45afc0821d1e1", size = 574213, upload-time = "2025-08-03T05:04:05.905Z" },
-    { url = "https://files.pythonhosted.org/packages/e6/d7/07f7d0d7f4c81e08be7b60e52ff2591c557377c017f96204d33d5fca1b07/pyzmq-27.0.1-cp313-cp313t-win_amd64.whl", hash = "sha256:b9fd0fda730461f510cfd9a40fafa5355d65f5e3dbdd8d6dfa342b5b3f5d1949", size = 640202, upload-time = "2025-08-03T05:04:07.439Z" },
-    { url = "https://files.pythonhosted.org/packages/ab/83/21d66bcef6fb803647a223cbde95111b099e2176277c0cbc8b099c485510/pyzmq-27.0.1-cp313-cp313t-win_arm64.whl", hash = "sha256:56a3b1853f3954ec1f0e91085f1350cc57d18f11205e4ab6e83e4b7c414120e0", size = 561514, upload-time = "2025-08-03T05:04:09.071Z" },
-    { url = "https://files.pythonhosted.org/packages/5a/0b/d5ea75cf46b52cdce85a85200c963cb498932953df443892238be49b1a01/pyzmq-27.0.1-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:f98f6b7787bd2beb1f0dde03f23a0621a0c978edf673b7d8f5e7bc039cbe1b60", size = 1340836, upload-time = "2025-08-03T05:04:10.774Z" },
-    { url = "https://files.pythonhosted.org/packages/be/4c/0dbce882550e17db6846b29e9dc242aea7590e7594e1ca5043e8e58fff2d/pyzmq-27.0.1-cp314-cp314t-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:351bf5d8ca0788ca85327fda45843b6927593ff4c807faee368cc5aaf9f809c2", size = 897236, upload-time = "2025-08-03T05:04:13.221Z" },
-    { url = "https://files.pythonhosted.org/packages/1b/22/461e131cf16b8814f3c356fa1ea0912697dbc4c64cddf01f7756ec704c1e/pyzmq-27.0.1-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5268a5a9177afff53dc6d70dffe63114ba2a6e7b20d9411cc3adeba09eeda403", size = 660374, upload-time = "2025-08-03T05:04:15.032Z" },
-    { url = "https://files.pythonhosted.org/packages/3f/0c/bbd65a814395bf4fc3e57c6c13af27601c07e4009bdfb75ebcf500537bbd/pyzmq-27.0.1-cp314-cp314t-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a4aca06ba295aa78bec9b33ec028d1ca08744c36294338c41432b7171060c808", size = 847497, upload-time = "2025-08-03T05:04:16.967Z" },
-    { url = "https://files.pythonhosted.org/packages/1e/df/3d1f4a03b561d824cbd491394f67591957e2f1acf6dc85d96f970312a76a/pyzmq-27.0.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:1c363c6dc66352331d5ad64bb838765c6692766334a6a02fdb05e76bd408ae18", size = 1650028, upload-time = "2025-08-03T05:04:19.398Z" },
-    { url = "https://files.pythonhosted.org/packages/41/c9/a3987540f59a412bdaae3f362f78e00e6769557a598c63b7e32956aade5a/pyzmq-27.0.1-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:87aebf4acd7249bdff8d3df03aed4f09e67078e6762cfe0aecf8d0748ff94cde", size = 2023808, upload-time = "2025-08-03T05:04:21.145Z" },
-    { url = "https://files.pythonhosted.org/packages/b0/a5/c388f4cd80498a8eaef7535f2a8eaca0a35b82b87a0b47fa1856fc135004/pyzmq-27.0.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:e4f22d67756518d71901edf73b38dc0eb4765cce22c8fe122cc81748d425262b", size = 1884970, upload-time = "2025-08-03T05:04:22.908Z" },
-    { url = "https://files.pythonhosted.org/packages/9a/ac/b2a89a1ed90526a1b9a260cdc5cd42f055fd44ee8d2a59902b5ac35ddeb1/pyzmq-27.0.1-cp314-cp314t-win32.whl", hash = "sha256:8c62297bc7aea2147b472ca5ca2b4389377ad82898c87cabab2a94aedd75e337", size = 586905, upload-time = "2025-08-03T05:04:24.492Z" },
-    { url = "https://files.pythonhosted.org/packages/68/62/7aa5ea04e836f7a788b2a67405f83011cef59ca76d7bac91d1fc9a0476da/pyzmq-27.0.1-cp314-cp314t-win_amd64.whl", hash = "sha256:bee5248d5ec9223545f8cc4f368c2d571477ae828c99409125c3911511d98245", size = 660503, upload-time = "2025-08-03T05:04:26.382Z" },
-    { url = "https://files.pythonhosted.org/packages/89/32/3836ed85947b06f1d67c07ce16c00b0cf8c053ab0b249d234f9f81ff95ff/pyzmq-27.0.1-cp314-cp314t-win_arm64.whl", hash = "sha256:0fc24bf45e4a454e55ef99d7f5c8b8712539200ce98533af25a5bfa954b6b390", size = 575098, upload-time = "2025-08-03T05:04:27.974Z" },
-    { url = "https://files.pythonhosted.org/packages/7c/f1/cdceaf9b6637570f36eee2dbd25bc5a800637cd9b4103b15fbc4b0658b82/pyzmq-27.0.1-cp39-cp39-macosx_10_15_universal2.whl", hash = "sha256:05a94233fdde585eb70924a6e4929202a747eea6ed308a6171c4f1c715bbe39e", size = 1330651, upload-time = "2025-08-03T05:04:45.583Z" },
-    { url = "https://files.pythonhosted.org/packages/74/5c/469d3b9315eb4d5c61c431a4ae8acdb6abb165dfa5ddbc7af639be53891c/pyzmq-27.0.1-cp39-cp39-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:c96702e1082eab62ae583d64c4e19c9b848359196697e536a0c57ae9bd165bd5", size = 906524, upload-time = "2025-08-03T05:04:47.904Z" },
-    { url = "https://files.pythonhosted.org/packages/ed/c0/c7a12a533a87beb1143f4a9c8f4d6f82775c04eb3ad27f664e0ef00a6189/pyzmq-27.0.1-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:c9180d1f5b4b73e28b64e63cc6c4c097690f102aa14935a62d5dd7426a4e5b5a", size = 863547, upload-time = "2025-08-03T05:04:49.579Z" },
-    { url = "https://files.pythonhosted.org/packages/41/78/50907d004511bd23eae03d951f3ca4e4cc2e7eb5ec8d3df70d89eca3f97c/pyzmq-27.0.1-cp39-cp39-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e971d8680003d0af6020713e52f92109b46fedb463916e988814e04c8133578a", size = 666797, upload-time = "2025-08-03T05:04:51.263Z" },
-    { url = "https://files.pythonhosted.org/packages/67/bd/ec3388888eda39705a4cefb465452a4bca5430a3435803588ced49943fdb/pyzmq-27.0.1-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:fe632fa4501154d58dfbe1764a0495734d55f84eaf1feda4549a1f1ca76659e9", size = 1655601, upload-time = "2025-08-03T05:04:53.026Z" },
-    { url = "https://files.pythonhosted.org/packages/84/50/170a1671a171365dda677886d42c39629a086752696ede70296b8f6224d8/pyzmq-27.0.1-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:4c3874344fd5fa6d58bb51919708048ac4cab21099f40a227173cddb76b4c20b", size = 2034120, upload-time = "2025-08-03T05:04:55.323Z" },
-    { url = "https://files.pythonhosted.org/packages/a4/0a/f06841495e4ec33ed65588e94aff07f1dcbc6878e1611577f6b97a449068/pyzmq-27.0.1-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:0ec09073ed67ae236785d543df3b322282acc0bdf6d1b748c3e81f3043b21cb5", size = 1891956, upload-time = "2025-08-03T05:04:57.084Z" },
-    { url = "https://files.pythonhosted.org/packages/d9/6b/6ba945a4756e4b1ba69b909d2b040d16aff0f0edd56a60874970b8d47237/pyzmq-27.0.1-cp39-cp39-win32.whl", hash = "sha256:f44e7ea288d022d4bf93b9e79dafcb4a7aea45a3cbeae2116792904931cefccf", size = 567388, upload-time = "2025-08-03T05:04:58.704Z" },
-    { url = "https://files.pythonhosted.org/packages/b0/b4/8ffb9cfb363bc9d61c5d8d9f79a7ada572b0865dac9f4a547da901b81d76/pyzmq-27.0.1-cp39-cp39-win_amd64.whl", hash = "sha256:ffe6b809a97ac6dea524b3b837d5b28743d8c2f121141056d168ff0ba8f614ef", size = 632004, upload-time = "2025-08-03T05:05:00.434Z" },
-    { url = "https://files.pythonhosted.org/packages/6c/4b/dd5c4d3bb7261efb30a909d2df447ac77393653e5c34c8a9cd536f429c3e/pyzmq-27.0.1-cp39-cp39-win_arm64.whl", hash = "sha256:fde26267416c8478c95432c81489b53f57b0b5d24cd5c8bfaebf5bbaac4dc90c", size = 559881, upload-time = "2025-08-03T05:05:02.363Z" },
-    { url = "https://files.pythonhosted.org/packages/6f/87/fc96f224dd99070fe55d0afc37ac08d7d4635d434e3f9425b232867e01b9/pyzmq-27.0.1-pp310-pypy310_pp73-macosx_10_15_x86_64.whl", hash = "sha256:544b995a6a1976fad5d7ff01409b4588f7608ccc41be72147700af91fd44875d", size = 835950, upload-time = "2025-08-03T05:05:04.193Z" },
-    { url = "https://files.pythonhosted.org/packages/d1/b6/802d96017f176c3a7285603d9ed2982550095c136c6230d3e0b53f52c7e5/pyzmq-27.0.1-pp310-pypy310_pp73-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:0f772eea55cccce7f45d6ecdd1d5049c12a77ec22404f6b892fae687faa87bee", size = 799876, upload-time = "2025-08-03T05:05:06.263Z" },
-    { url = "https://files.pythonhosted.org/packages/4e/52/49045c6528007cce385f218f3a674dc84fc8b3265330d09e57c0a59b41f4/pyzmq-27.0.1-pp310-pypy310_pp73-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c9d63d66059114a6756d09169c9209ffceabacb65b9cb0f66e6fc344b20b73e6", size = 567402, upload-time = "2025-08-03T05:05:08.028Z" },
-    { url = "https://files.pythonhosted.org/packages/bc/fe/c29ac0d5a817543ecf0cb18f17195805bad0da567a1c64644aacf11b2779/pyzmq-27.0.1-pp310-pypy310_pp73-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1da8e645c655d86f0305fb4c65a0d848f461cd90ee07d21f254667287b5dbe50", size = 747030, upload-time = "2025-08-03T05:05:10.116Z" },
-    { url = "https://files.pythonhosted.org/packages/17/d1/cc1fbfb65b4042016e4e035b2548cdfe0945c817345df83aa2d98490e7fc/pyzmq-27.0.1-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:1843fd0daebcf843fe6d4da53b8bdd3fc906ad3e97d25f51c3fed44436d82a49", size = 544567, upload-time = "2025-08-03T05:05:11.856Z" },
-    { url = "https://files.pythonhosted.org/packages/b4/1a/49f66fe0bc2b2568dd4280f1f520ac8fafd73f8d762140e278d48aeaf7b9/pyzmq-27.0.1-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:7fb0ee35845bef1e8c4a152d766242164e138c239e3182f558ae15cb4a891f94", size = 835949, upload-time = "2025-08-03T05:05:13.798Z" },
-    { url = "https://files.pythonhosted.org/packages/49/94/443c1984b397eab59b14dd7ae8bc2ac7e8f32dbc646474453afcaa6508c4/pyzmq-27.0.1-pp311-pypy311_pp73-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:f379f11e138dfd56c3f24a04164f871a08281194dd9ddf656a278d7d080c8ad0", size = 799875, upload-time = "2025-08-03T05:05:15.632Z" },
-    { url = "https://files.pythonhosted.org/packages/30/f1/fd96138a0f152786a2ba517e9c6a8b1b3516719e412a90bb5d8eea6b660c/pyzmq-27.0.1-pp311-pypy311_pp73-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b978c0678cffbe8860ec9edc91200e895c29ae1ac8a7085f947f8e8864c489fb", size = 567403, upload-time = "2025-08-03T05:05:17.326Z" },
-    { url = "https://files.pythonhosted.org/packages/16/57/34e53ef2b55b1428dac5aabe3a974a16c8bda3bf20549ba500e3ff6cb426/pyzmq-27.0.1-pp311-pypy311_pp73-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7ebccf0d760bc92a4a7c751aeb2fef6626144aace76ee8f5a63abeb100cae87f", size = 747032, upload-time = "2025-08-03T05:05:19.074Z" },
-    { url = "https://files.pythonhosted.org/packages/81/b7/769598c5ae336fdb657946950465569cf18803140fe89ce466d7f0a57c11/pyzmq-27.0.1-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:77fed80e30fa65708546c4119840a46691290efc231f6bfb2ac2a39b52e15811", size = 544566, upload-time = "2025-08-03T05:05:20.798Z" },
-    { url = "https://files.pythonhosted.org/packages/60/8d/c0880acd2d5908eec6fe9b399f0fb630e5f203f8a69f82442d5cb2b2f46c/pyzmq-27.0.1-pp39-pypy39_pp73-macosx_10_15_x86_64.whl", hash = "sha256:d97b59cbd8a6c8b23524a8ce237ff9504d987dc07156258aa68ae06d2dd5f34d", size = 835946, upload-time = "2025-08-03T05:05:31.161Z" },
-    { url = "https://files.pythonhosted.org/packages/c1/35/6b71409aa6629b3d4917b38961501898827f4fb5ddc680cc8e0cb13987f3/pyzmq-27.0.1-pp39-pypy39_pp73-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:27a78bdd384dbbe7b357af95f72efe8c494306b5ec0a03c31e2d53d6763e5307", size = 799870, upload-time = "2025-08-03T05:05:33.01Z" },
-    { url = "https://files.pythonhosted.org/packages/16/f6/5d36d8f6571478f32c32f5872abd76eda052746283ca87e24cc5758f7987/pyzmq-27.0.1-pp39-pypy39_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:b007e5dcba684e888fbc90554cb12a2f4e492927c8c2761a80b7590209821743", size = 758371, upload-time = "2025-08-03T05:05:34.722Z" },
-    { url = "https://files.pythonhosted.org/packages/6f/29/6a7b7f5d47712487d8a3516584a4a484a0147f2537228237397793b2de69/pyzmq-27.0.1-pp39-pypy39_pp73-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:95594b2ceeaa94934e3e94dd7bf5f3c3659cf1a26b1fb3edcf6e42dad7e0eaf2", size = 567395, upload-time = "2025-08-03T05:05:36.701Z" },
-    { url = "https://files.pythonhosted.org/packages/eb/37/c1f26d13e9d4c3bfce42fead8ff640f6c06a58decde49a6b295b9d52cefd/pyzmq-27.0.1-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:70b719a130b81dd130a57ac0ff636dc2c0127c5b35ca5467d1b67057e3c7a4d2", size = 544561, upload-time = "2025-08-03T05:05:38.608Z" },
+    { url = "https://files.pythonhosted.org/packages/83/4d/2081cd7e41e340004d2051821efe1d0d67d31bdb5ac33bffc7e628d5f1bd/pyzmq-27.0.2-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:8b32c4636ced87dce0ac3d671e578b3400215efab372f1b4be242e8cf0b11384", size = 1329839, upload-time = "2025-08-21T04:20:55.8Z" },
+    { url = "https://files.pythonhosted.org/packages/ad/f1/1300b7e932671e31accb3512c19b43e6a3e8d08c54ab8b920308e53427ce/pyzmq-27.0.2-cp310-cp310-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:f9528a4b3e24189cb333a9850fddbbafaa81df187297cfbddee50447cdb042cf", size = 906367, upload-time = "2025-08-21T04:20:58.476Z" },
+    { url = "https://files.pythonhosted.org/packages/e6/80/61662db85eb3255a58c1bb59f6d4fc0d31c9c75b9a14983deafab12b2329/pyzmq-27.0.2-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3b02ba0c0b2b9ebe74688002e6c56c903429924a25630804b9ede1f178aa5a3f", size = 666545, upload-time = "2025-08-21T04:20:59.775Z" },
+    { url = "https://files.pythonhosted.org/packages/5c/6e/49fb9c75b039978cbb1f3657811d8056b0ebe6ecafd78a4457fc6de19799/pyzmq-27.0.2-cp310-cp310-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9e4dc5c9a6167617251dea0d024d67559795761aabb4b7ea015518be898be076", size = 854219, upload-time = "2025-08-21T04:21:01.807Z" },
+    { url = "https://files.pythonhosted.org/packages/b0/3c/9951b302d221e471b7c659e70f9cb64db5f68fa3b7da45809ec4e6c6ef17/pyzmq-27.0.2-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:f1151b33aaf3b4fa9da26f4d696e38eebab67d1b43c446184d733c700b3ff8ce", size = 1655103, upload-time = "2025-08-21T04:21:03.239Z" },
+    { url = "https://files.pythonhosted.org/packages/88/ca/d7adea6100fdf7f87f3856db02d2a0a45ce2764b9f60ba08c48c655b762f/pyzmq-27.0.2-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:4ecfc7999ac44c9ef92b5ae8f0b44fb935297977df54d8756b195a3cd12f38f0", size = 2033712, upload-time = "2025-08-21T04:21:05.121Z" },
+    { url = "https://files.pythonhosted.org/packages/e9/63/b34e601b36ba4864d02ac1460443fc39bf533dedbdeead2a4e0df7dfc8ee/pyzmq-27.0.2-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:31c26a5d0b00befcaeeb600d8b15ad09f5604b6f44e2057ec5e521a9e18dcd9a", size = 1891847, upload-time = "2025-08-21T04:21:06.586Z" },
+    { url = "https://files.pythonhosted.org/packages/cf/a2/9479e6af779da44f788d5fcda5f77dff1af988351ef91682b92524eab2db/pyzmq-27.0.2-cp310-cp310-win32.whl", hash = "sha256:25a100d2de2ac0c644ecf4ce0b509a720d12e559c77aff7e7e73aa684f0375bc", size = 567136, upload-time = "2025-08-21T04:21:07.885Z" },
+    { url = "https://files.pythonhosted.org/packages/58/46/e1c2be469781fc56ba092fecb1bb336cedde0fd87d9e1a547aaeb5d1a968/pyzmq-27.0.2-cp310-cp310-win_amd64.whl", hash = "sha256:a1acf091f53bb406e9e5e7383e467d1dd1b94488b8415b890917d30111a1fef3", size = 631969, upload-time = "2025-08-21T04:21:09.5Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/8d/d20a62f1f77e3f04633a80bb83df085e4314f0e9404619cc458d0005d6ab/pyzmq-27.0.2-cp310-cp310-win_arm64.whl", hash = "sha256:b38e01f11e9e95f6668dc8a62dccf9483f454fed78a77447507a0e8dcbd19a63", size = 559459, upload-time = "2025-08-21T04:21:11.208Z" },
+    { url = "https://files.pythonhosted.org/packages/42/73/034429ab0f4316bf433eb6c20c3f49d1dc13b2ed4e4d951b283d300a0f35/pyzmq-27.0.2-cp311-cp311-macosx_10_15_universal2.whl", hash = "sha256:063845960df76599ad4fad69fa4d884b3ba38304272104fdcd7e3af33faeeb1d", size = 1333169, upload-time = "2025-08-21T04:21:12.483Z" },
+    { url = "https://files.pythonhosted.org/packages/35/02/c42b3b526eb03a570c889eea85a5602797f800a50ba8b09ddbf7db568b78/pyzmq-27.0.2-cp311-cp311-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:845a35fb21b88786aeb38af8b271d41ab0967985410f35411a27eebdc578a076", size = 909176, upload-time = "2025-08-21T04:21:13.835Z" },
+    { url = "https://files.pythonhosted.org/packages/1b/35/a1c0b988fabbdf2dc5fe94b7c2bcfd61e3533e5109297b8e0daf1d7a8d2d/pyzmq-27.0.2-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:515d20b5c3c86db95503faa989853a8ab692aab1e5336db011cd6d35626c4cb1", size = 668972, upload-time = "2025-08-21T04:21:15.315Z" },
+    { url = "https://files.pythonhosted.org/packages/a0/63/908ac865da32ceaeecea72adceadad28ca25b23a2ca5ff018e5bff30116f/pyzmq-27.0.2-cp311-cp311-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:862aedec0b0684a5050cdb5ec13c2da96d2f8dffda48657ed35e312a4e31553b", size = 856962, upload-time = "2025-08-21T04:21:16.652Z" },
+    { url = "https://files.pythonhosted.org/packages/2f/5a/90b3cc20b65cdf9391896fcfc15d8db21182eab810b7ea05a2986912fbe2/pyzmq-27.0.2-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:2cb5bcfc51c7a4fce335d3bc974fd1d6a916abbcdd2b25f6e89d37b8def25f57", size = 1657712, upload-time = "2025-08-21T04:21:18.666Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/3c/32a5a80f9be4759325b8d7b22ce674bb87e586b4c80c6a9d77598b60d6f0/pyzmq-27.0.2-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:38ff75b2a36e3a032e9fef29a5871e3e1301a37464e09ba364e3c3193f62982a", size = 2035054, upload-time = "2025-08-21T04:21:20.073Z" },
+    { url = "https://files.pythonhosted.org/packages/13/61/71084fe2ff2d7dc5713f8740d735336e87544845dae1207a8e2e16d9af90/pyzmq-27.0.2-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:7a5709abe8d23ca158a9d0a18c037f4193f5b6afeb53be37173a41e9fb885792", size = 1894010, upload-time = "2025-08-21T04:21:21.96Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/6b/77169cfb13b696e50112ca496b2ed23c4b7d8860a1ec0ff3e4b9f9926221/pyzmq-27.0.2-cp311-cp311-win32.whl", hash = "sha256:47c5dda2018c35d87be9b83de0890cb92ac0791fd59498847fc4eca6ff56671d", size = 566819, upload-time = "2025-08-21T04:21:23.31Z" },
+    { url = "https://files.pythonhosted.org/packages/37/cd/86c4083e0f811f48f11bc0ddf1e7d13ef37adfd2fd4f78f2445f1cc5dec0/pyzmq-27.0.2-cp311-cp311-win_amd64.whl", hash = "sha256:f54ca3e98f8f4d23e989c7d0edcf9da7a514ff261edaf64d1d8653dd5feb0a8b", size = 633264, upload-time = "2025-08-21T04:21:24.761Z" },
+    { url = "https://files.pythonhosted.org/packages/a0/69/5b8bb6a19a36a569fac02153a9e083738785892636270f5f68a915956aea/pyzmq-27.0.2-cp311-cp311-win_arm64.whl", hash = "sha256:2ef3067cb5b51b090fb853f423ad7ed63836ec154374282780a62eb866bf5768", size = 559316, upload-time = "2025-08-21T04:21:26.1Z" },
+    { url = "https://files.pythonhosted.org/packages/68/69/b3a729e7b03e412bee2b1823ab8d22e20a92593634f664afd04c6c9d9ac0/pyzmq-27.0.2-cp312-abi3-macosx_10_15_universal2.whl", hash = "sha256:5da05e3c22c95e23bfc4afeee6ff7d4be9ff2233ad6cb171a0e8257cd46b169a", size = 1305910, upload-time = "2025-08-21T04:21:27.609Z" },
+    { url = "https://files.pythonhosted.org/packages/15/b7/f6a6a285193d489b223c340b38ee03a673467cb54914da21c3d7849f1b10/pyzmq-27.0.2-cp312-abi3-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:4e4520577971d01d47e2559bb3175fce1be9103b18621bf0b241abe0a933d040", size = 895507, upload-time = "2025-08-21T04:21:29.005Z" },
+    { url = "https://files.pythonhosted.org/packages/17/e6/c4ed2da5ef9182cde1b1f5d0051a986e76339d71720ec1a00be0b49275ad/pyzmq-27.0.2-cp312-abi3-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:56d7de7bf73165b90bd25a8668659ccb134dd28449116bf3c7e9bab5cf8a8ec9", size = 652670, upload-time = "2025-08-21T04:21:30.71Z" },
+    { url = "https://files.pythonhosted.org/packages/0e/66/d781ab0636570d32c745c4e389b1c6b713115905cca69ab6233508622edd/pyzmq-27.0.2-cp312-abi3-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:340e7cddc32f147c6c00d116a3f284ab07ee63dbd26c52be13b590520434533c", size = 840581, upload-time = "2025-08-21T04:21:32.008Z" },
+    { url = "https://files.pythonhosted.org/packages/a6/df/f24790caf565d72544f5c8d8500960b9562c1dc848d6f22f3c7e122e73d4/pyzmq-27.0.2-cp312-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:ba95693f9df8bb4a9826464fb0fe89033936f35fd4a8ff1edff09a473570afa0", size = 1641931, upload-time = "2025-08-21T04:21:33.371Z" },
+    { url = "https://files.pythonhosted.org/packages/65/65/77d27b19fc5e845367f9100db90b9fce924f611b14770db480615944c9c9/pyzmq-27.0.2-cp312-abi3-musllinux_1_2_i686.whl", hash = "sha256:ca42a6ce2d697537da34f77a1960d21476c6a4af3e539eddb2b114c3cf65a78c", size = 2021226, upload-time = "2025-08-21T04:21:35.301Z" },
+    { url = "https://files.pythonhosted.org/packages/5b/65/1ed14421ba27a4207fa694772003a311d1142b7f543179e4d1099b7eb746/pyzmq-27.0.2-cp312-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:3e44e665d78a07214b2772ccbd4b9bcc6d848d7895f1b2d7653f047b6318a4f6", size = 1878047, upload-time = "2025-08-21T04:21:36.749Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/dc/e578549b89b40dc78a387ec471c2a360766690c0a045cd8d1877d401012d/pyzmq-27.0.2-cp312-abi3-win32.whl", hash = "sha256:272d772d116615397d2be2b1417b3b8c8bc8671f93728c2f2c25002a4530e8f6", size = 558757, upload-time = "2025-08-21T04:21:38.2Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/89/06600980aefcc535c758414da969f37a5194ea4cdb73b745223f6af3acfb/pyzmq-27.0.2-cp312-abi3-win_amd64.whl", hash = "sha256:734be4f44efba0aa69bf5f015ed13eb69ff29bf0d17ea1e21588b095a3147b8e", size = 619281, upload-time = "2025-08-21T04:21:39.909Z" },
+    { url = "https://files.pythonhosted.org/packages/30/84/df8a5c089552d17c9941d1aea4314b606edf1b1622361dae89aacedc6467/pyzmq-27.0.2-cp312-abi3-win_arm64.whl", hash = "sha256:41f0bd56d9279392810950feb2785a419c2920bbf007fdaaa7f4a07332ae492d", size = 552680, upload-time = "2025-08-21T04:21:41.571Z" },
+    { url = "https://files.pythonhosted.org/packages/b4/7b/b79e976508517ab80dc800f7021ef1fb602a6d55e4caa2d47fb3dca5d8b6/pyzmq-27.0.2-cp313-cp313-android_24_arm64_v8a.whl", hash = "sha256:7f01118133427cd7f34ee133b5098e2af5f70303fa7519785c007bca5aa6f96a", size = 1122259, upload-time = "2025-08-21T04:21:43.063Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/1c/777217b9940ebcb7e71c924184ca5f31e410580a58d9fd93798589f0d31c/pyzmq-27.0.2-cp313-cp313-android_24_x86_64.whl", hash = "sha256:e4b860edf6379a7234ccbb19b4ed2c57e3ff569c3414fadfb49ae72b61a8ef07", size = 1156113, upload-time = "2025-08-21T04:21:44.566Z" },
+    { url = "https://files.pythonhosted.org/packages/59/7d/654657a4c6435f41538182e71b61eac386a789a2bbb6f30171915253a9a7/pyzmq-27.0.2-cp313-cp313t-macosx_10_15_universal2.whl", hash = "sha256:cb77923ea163156da14295c941930bd525df0d29c96c1ec2fe3c3806b1e17cb3", size = 1341437, upload-time = "2025-08-21T04:21:46.019Z" },
+    { url = "https://files.pythonhosted.org/packages/20/a0/5ed7710037f9c096017adc748bcb1698674a2d297f8b9422d38816f7b56a/pyzmq-27.0.2-cp313-cp313t-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:61678b7407b04df8f9423f188156355dc94d0fb52d360ae79d02ed7e0d431eea", size = 897888, upload-time = "2025-08-21T04:21:47.362Z" },
+    { url = "https://files.pythonhosted.org/packages/2c/8a/6e4699a60931c17e7406641d201d7f2c121e2a38979bc83226a6d8f1ba32/pyzmq-27.0.2-cp313-cp313t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e3c824b70925963bdc8e39a642672c15ffaa67e7d4b491f64662dd56d6271263", size = 660727, upload-time = "2025-08-21T04:21:48.734Z" },
+    { url = "https://files.pythonhosted.org/packages/7b/d8/d761e438c186451bd89ce63a665cde5690c084b61cd8f5d7b51e966e875a/pyzmq-27.0.2-cp313-cp313t-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c4833e02fcf2751975457be1dfa2f744d4d09901a8cc106acaa519d868232175", size = 848136, upload-time = "2025-08-21T04:21:50.416Z" },
+    { url = "https://files.pythonhosted.org/packages/43/f1/a0f31684efdf3eb92f46b7dd2117e752208115e89d278f8ca5f413c5bb85/pyzmq-27.0.2-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:b18045668d09cf0faa44918af2a67f0dbbef738c96f61c2f1b975b1ddb92ccfc", size = 1650402, upload-time = "2025-08-21T04:21:52.235Z" },
+    { url = "https://files.pythonhosted.org/packages/41/fd/0d7f2a1732812df02c85002770da4a7864c79b210084bcdab01ea57e8d92/pyzmq-27.0.2-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:bbbb7e2f3ac5a22901324e7b086f398b8e16d343879a77b15ca3312e8cd8e6d5", size = 2024587, upload-time = "2025-08-21T04:21:54.07Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/73/358be69e279a382dd09e46dda29df8446365cddee4f79ef214e71e5b2b5a/pyzmq-27.0.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:b751914a73604d40d88a061bab042a11d4511b3ddbb7624cd83c39c8a498564c", size = 1885493, upload-time = "2025-08-21T04:21:55.588Z" },
+    { url = "https://files.pythonhosted.org/packages/c5/7b/e9951ad53b3dfed8cfb4c2cfd6e0097c9b454e5c0d0e6df5f2b60d7c8c3d/pyzmq-27.0.2-cp313-cp313t-win32.whl", hash = "sha256:3e8f833dd82af11db5321c414638045c70f61009f72dd61c88db4a713c1fb1d2", size = 574934, upload-time = "2025-08-21T04:21:57.52Z" },
+    { url = "https://files.pythonhosted.org/packages/55/33/1a7fc3a92f2124a63e6e2a6afa0af471a5c0c713e776b476d4eda5111b13/pyzmq-27.0.2-cp313-cp313t-win_amd64.whl", hash = "sha256:5b45153cb8eadcab14139970643a84f7a7b08dda541fbc1f6f4855c49334b549", size = 640932, upload-time = "2025-08-21T04:21:59.527Z" },
+    { url = "https://files.pythonhosted.org/packages/2a/52/2598a94ac251a7c83f3887866225eea1952b0d4463a68df5032eb00ff052/pyzmq-27.0.2-cp313-cp313t-win_arm64.whl", hash = "sha256:86898f5c9730df23427c1ee0097d8aa41aa5f89539a79e48cd0d2c22d059f1b7", size = 561315, upload-time = "2025-08-21T04:22:01.295Z" },
+    { url = "https://files.pythonhosted.org/packages/42/7d/10ef02ea36590b29d48ef88eb0831f0af3eb240cccca2752556faec55f59/pyzmq-27.0.2-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:d2b4b261dce10762be5c116b6ad1f267a9429765b493c454f049f33791dd8b8a", size = 1341463, upload-time = "2025-08-21T04:22:02.712Z" },
+    { url = "https://files.pythonhosted.org/packages/94/36/115d18dade9a3d4d3d08dd8bfe5459561b8e02815f99df040555fdd7768e/pyzmq-27.0.2-cp314-cp314t-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:4e4d88b6cff156fed468903006b24bbd85322612f9c2f7b96e72d5016fd3f543", size = 897840, upload-time = "2025-08-21T04:22:04.845Z" },
+    { url = "https://files.pythonhosted.org/packages/39/66/083b37839b95c386a95f1537bb41bdbf0c002b7c55b75ee737949cecb11f/pyzmq-27.0.2-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:8426c0ebbc11ed8416a6e9409c194142d677c2c5c688595f2743664e356d9e9b", size = 660704, upload-time = "2025-08-21T04:22:06.389Z" },
+    { url = "https://files.pythonhosted.org/packages/76/5a/196ab46e549ba35bf3268f575e10cfac0dc86b78dcaa7a3e36407ecda752/pyzmq-27.0.2-cp314-cp314t-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:565bee96a155fe6452caed5fb5f60c9862038e6b51a59f4f632562081cdb4004", size = 848037, upload-time = "2025-08-21T04:22:07.817Z" },
+    { url = "https://files.pythonhosted.org/packages/70/ea/a27b9eb44b2e615a9ecb8510ebb023cc1d2d251181e4a1e50366bfbf94d6/pyzmq-27.0.2-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:5de735c745ca5cefe9c2d1547d8f28cfe1b1926aecb7483ab1102fd0a746c093", size = 1650278, upload-time = "2025-08-21T04:22:09.269Z" },
+    { url = "https://files.pythonhosted.org/packages/62/ac/3e9af036bfaf718ab5e69ded8f6332da392c5450ad43e8e3ca66797f145a/pyzmq-27.0.2-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:ea4f498f8115fd90d7bf03a3e83ae3e9898e43362f8e8e8faec93597206e15cc", size = 2024504, upload-time = "2025-08-21T04:22:10.778Z" },
+    { url = "https://files.pythonhosted.org/packages/ae/e9/3202d31788df8ebaa176b23d846335eb9c768d8b43c0506bbd6265ad36a0/pyzmq-27.0.2-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:d00e81cb0afd672915257a3927124ee2ad117ace3c256d39cd97ca3f190152ad", size = 1885381, upload-time = "2025-08-21T04:22:12.718Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/ed/42de80b7ab4e8fcf13376f81206cf8041740672ac1fd2e1c598d63f595bf/pyzmq-27.0.2-cp314-cp314t-win32.whl", hash = "sha256:0f6e9b00d81b58f859fffc112365d50413954e02aefe36c5b4c8fb4af79f8cc3", size = 587526, upload-time = "2025-08-21T04:22:14.18Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/c8/8f3c72d6f0bfbf090aa5e283576073ca5c59839b85a5cc8c66ddb9b59801/pyzmq-27.0.2-cp314-cp314t-win_amd64.whl", hash = "sha256:2e73cf3b127a437fef4100eb3ac2ebe6b49e655bb721329f667f59eca0a26221", size = 661368, upload-time = "2025-08-21T04:22:15.677Z" },
+    { url = "https://files.pythonhosted.org/packages/69/a4/7ee652ea1c77d872f5d99ed937fa8bbd1f6f4b7a39a6d3a0076c286e0c3e/pyzmq-27.0.2-cp314-cp314t-win_arm64.whl", hash = "sha256:4108785f2e5ac865d06f678a07a1901e3465611356df21a545eeea8b45f56265", size = 574901, upload-time = "2025-08-21T04:22:17.423Z" },
+    { url = "https://files.pythonhosted.org/packages/c8/57/a4aff0dbb29001cebf94848a980ac36bea8e1cb65ac0f72ff03e484df208/pyzmq-27.0.2-cp39-cp39-macosx_10_15_universal2.whl", hash = "sha256:aa9c1c208c263b84386ac25bed6af5672397dc3c232638114fc09bca5c7addf9", size = 1330291, upload-time = "2025-08-21T04:22:34.433Z" },
+    { url = "https://files.pythonhosted.org/packages/e1/a6/8519ed48b5bdd72e1a3946a76987afb6659a355180cd15e51cea6afe1983/pyzmq-27.0.2-cp39-cp39-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:795c4884cfe7ea59f2b67d82b417e899afab889d332bfda13b02f8e0c155b2e4", size = 906596, upload-time = "2025-08-21T04:22:36.168Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/19/cb6f463d6454079a566160d10cf175c3c59274b1378104d2b01a5a1ca560/pyzmq-27.0.2-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:47eb65bb25478358ba3113dd9a08344f616f417ad3ffcbb190cd874fae72b1b1", size = 863605, upload-time = "2025-08-21T04:22:37.825Z" },
+    { url = "https://files.pythonhosted.org/packages/9d/37/afe25d5f9b91b7422067bb7cd3f75691d78baa0c2c2f76bd0643389ac600/pyzmq-27.0.2-cp39-cp39-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a6fc24f00293f10aff04d55ca37029b280474c91f4de2cad5e911e5e10d733b7", size = 666777, upload-time = "2025-08-21T04:22:39.551Z" },
+    { url = "https://files.pythonhosted.org/packages/15/4a/97b0b59a7eacfd9e61c40abaa9c7e2587bbb39671816a9fb0c5dc32d87bc/pyzmq-27.0.2-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:58d4cc9b6b768478adfc40a5cbee545303db8dbc81ba688474e0f499cc581028", size = 1655404, upload-time = "2025-08-21T04:22:41.082Z" },
+    { url = "https://files.pythonhosted.org/packages/27/db/bcf03bea232839ea749562f76bda3807b16a25c68fdd153339a56699bb1d/pyzmq-27.0.2-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:cea2f26c5972796e02b222968a21a378d09eb4ff590eb3c5fafa8913f8c2bdf5", size = 2034051, upload-time = "2025-08-21T04:22:43.216Z" },
+    { url = "https://files.pythonhosted.org/packages/57/3f/9cc291101ee766ab41bae25654af84c11d259f27d73b1ed985256dae8a16/pyzmq-27.0.2-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:a0621ec020c49fc1b6e31304f1a820900d54e7d9afa03ea1634264bf9387519e", size = 1892080, upload-time = "2025-08-21T04:22:44.81Z" },
+    { url = "https://files.pythonhosted.org/packages/16/52/51d4c56c553e7368abc2d010a783092c68a1888045f899eabcfd3bc345f3/pyzmq-27.0.2-cp39-cp39-win32.whl", hash = "sha256:1326500792a9cb0992db06bbaf5d0098459133868932b81a6e90d45c39eca99d", size = 567463, upload-time = "2025-08-21T04:22:46.853Z" },
+    { url = "https://files.pythonhosted.org/packages/93/20/3b0ac853b5bbe1fd05e1898ea60335f9d402312328fa17514a876418ab11/pyzmq-27.0.2-cp39-cp39-win_amd64.whl", hash = "sha256:5ee9560cb1e3094ef01fc071b361121a57ebb8d4232912b6607a6d7d2d0a97b4", size = 632200, upload-time = "2025-08-21T04:22:48.34Z" },
+    { url = "https://files.pythonhosted.org/packages/b0/14/78b192a7864a38c71e30c3fd668eff949b44db13c1906035e6095fecd00d/pyzmq-27.0.2-cp39-cp39-win_arm64.whl", hash = "sha256:85e3c6fb0d25ea046ebcfdc2bcb9683d663dc0280645c79a616ff5077962a15b", size = 559638, upload-time = "2025-08-21T04:22:50.002Z" },
+    { url = "https://files.pythonhosted.org/packages/19/d7/e388e80107b7c438c9698ce59c2a3b950021cd4ab3fe641485e4ed6b0960/pyzmq-27.0.2-pp310-pypy310_pp73-macosx_10_15_x86_64.whl", hash = "sha256:d67a0960803a37b60f51b460c58444bc7033a804c662f5735172e21e74ee4902", size = 836008, upload-time = "2025-08-21T04:22:51.842Z" },
+    { url = "https://files.pythonhosted.org/packages/65/ef/58d3eb85f1b67a16e22adb07d084f975a7b9641463d18e27230550bb436a/pyzmq-27.0.2-pp310-pypy310_pp73-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:dd4d3e6a567ffd0d232cfc667c49d0852d0ee7481458a2a1593b9b1bc5acba88", size = 799932, upload-time = "2025-08-21T04:22:53.529Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/63/66b9f6db19ee8c86105ffd4475a4f5d93cdd62b1edcb1e894d971df0728c/pyzmq-27.0.2-pp310-pypy310_pp73-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5e558be423631704803bc6a642e2caa96083df759e25fe6eb01f2d28725f80bd", size = 567458, upload-time = "2025-08-21T04:22:55.289Z" },
+    { url = "https://files.pythonhosted.org/packages/10/af/d92207fe8b6e3d9f588d0591219a86dd7b4ed27bb3e825c1d9cf48467fc0/pyzmq-27.0.2-pp310-pypy310_pp73-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c4c20ba8389f495c7b4f6b896bb1ca1e109a157d4f189267a902079699aaf787", size = 747087, upload-time = "2025-08-21T04:22:56.994Z" },
+    { url = "https://files.pythonhosted.org/packages/82/e9/d9f8b4b191c6733e31de28974d608a2475a6598136ac901a8c5b67c11432/pyzmq-27.0.2-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:c5be232f7219414ff672ff7ab8c5a7e8632177735186d8a42b57b491fafdd64e", size = 544641, upload-time = "2025-08-21T04:22:58.87Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/60/027d0032a1e3b1aabcef0e309b9ff8a4099bdd5a60ab38b36a676ff2bd7b/pyzmq-27.0.2-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:e297784aea724294fe95e442e39a4376c2f08aa4fae4161c669f047051e31b02", size = 836007, upload-time = "2025-08-21T04:23:00.447Z" },
+    { url = "https://files.pythonhosted.org/packages/25/20/2ed1e6168aaea323df9bb2c451309291f53ba3af372ffc16edd4ce15b9e5/pyzmq-27.0.2-pp311-pypy311_pp73-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:e3659a79ded9745bc9c2aef5b444ac8805606e7bc50d2d2eb16dc3ab5483d91f", size = 799932, upload-time = "2025-08-21T04:23:02.052Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/25/5c147307de546b502c9373688ce5b25dc22288d23a1ebebe5d587bf77610/pyzmq-27.0.2-pp311-pypy311_pp73-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f3dba49ff037d02373a9306b58d6c1e0be031438f822044e8767afccfdac4c6b", size = 567459, upload-time = "2025-08-21T04:23:03.593Z" },
+    { url = "https://files.pythonhosted.org/packages/71/06/0dc56ffc615c8095cd089c9b98ce5c733e990f09ce4e8eea4aaf1041a532/pyzmq-27.0.2-pp311-pypy311_pp73-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:de84e1694f9507b29e7b263453a2255a73e3d099d258db0f14539bad258abe41", size = 747088, upload-time = "2025-08-21T04:23:05.334Z" },
+    { url = "https://files.pythonhosted.org/packages/06/f6/4a50187e023b8848edd3f0a8e197b1a7fb08d261d8c60aae7cb6c3d71612/pyzmq-27.0.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:f0944d65ba2b872b9fcece08411d6347f15a874c775b4c3baae7f278550da0fb", size = 544639, upload-time = "2025-08-21T04:23:07.279Z" },
+    { url = "https://files.pythonhosted.org/packages/c6/ce/36c82244b111c408c99037b61eedcaac9a3f17300c3f857cf175a7b8832f/pyzmq-27.0.2-pp39-pypy39_pp73-macosx_10_15_x86_64.whl", hash = "sha256:400f34321e3bd89b1165b91ea6b18ad26042ba9ad0dfed8b35049e2e24eeab9b", size = 836001, upload-time = "2025-08-21T04:23:17.532Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/dc/4aa8e518f1c0d0ee7fb98cf54cf3854e471815040062d26d948df638d9bc/pyzmq-27.0.2-pp39-pypy39_pp73-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:9cbad4ef12e4c15c94d2c24ecd15a8ed56bf091c62f121a2b0c618ddd4b7402b", size = 799927, upload-time = "2025-08-21T04:23:19.218Z" },
+    { url = "https://files.pythonhosted.org/packages/43/4a/cca781133ce015898b7c4ad63240d05af5c54e8736d099c95b0a6c9aaca9/pyzmq-27.0.2-pp39-pypy39_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:6b2b74aac3392b8cf508ccb68c980a8555298cd378434a2d065d6ce0f4211dff", size = 758427, upload-time = "2025-08-21T04:23:21.204Z" },
+    { url = "https://files.pythonhosted.org/packages/e3/66/772bf1e3aed8b20587f2e0122bc929711d44ddd27dbbd6eb308a5badd0c3/pyzmq-27.0.2-pp39-pypy39_pp73-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:7db5db88c24cf9253065d69229a148ff60821e5d6f8ff72579b1f80f8f348bab", size = 567453, upload-time = "2025-08-21T04:23:22.825Z" },
+    { url = "https://files.pythonhosted.org/packages/e0/fb/fdc3dd8ec46f5226b4cde299839f10c625886bd18adbeaa8a59ffe104356/pyzmq-27.0.2-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:8ffe40c216c41756ca05188c3e24a23142334b304f7aebd75c24210385e35573", size = 544636, upload-time = "2025-08-21T04:23:24.736Z" },
 ]
 
 [[package]]
@@ -2995,28 +2995,28 @@ wheels = [
 
 [[package]]
 name = "ruff"
-version = "0.12.9"
+version = "0.12.10"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/4a/45/2e403fa7007816b5fbb324cb4f8ed3c7402a927a0a0cb2b6279879a8bfdc/ruff-0.12.9.tar.gz", hash = "sha256:fbd94b2e3c623f659962934e52c2bea6fc6da11f667a427a368adaf3af2c866a", size = 5254702, upload-time = "2025-08-14T16:08:55.2Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/3b/eb/8c073deb376e46ae767f4961390d17545e8535921d2f65101720ed8bd434/ruff-0.12.10.tar.gz", hash = "sha256:189ab65149d11ea69a2d775343adf5f49bb2426fc4780f65ee33b423ad2e47f9", size = 5310076, upload-time = "2025-08-21T18:23:22.595Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/ad/20/53bf098537adb7b6a97d98fcdebf6e916fcd11b2e21d15f8c171507909cc/ruff-0.12.9-py3-none-linux_armv6l.whl", hash = "sha256:fcebc6c79fcae3f220d05585229463621f5dbf24d79fdc4936d9302e177cfa3e", size = 11759705, upload-time = "2025-08-14T16:08:12.968Z" },
-    { url = "https://files.pythonhosted.org/packages/20/4d/c764ee423002aac1ec66b9d541285dd29d2c0640a8086c87de59ebbe80d5/ruff-0.12.9-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:aed9d15f8c5755c0e74467731a007fcad41f19bcce41cd75f768bbd687f8535f", size = 12527042, upload-time = "2025-08-14T16:08:16.54Z" },
-    { url = "https://files.pythonhosted.org/packages/8b/45/cfcdf6d3eb5fc78a5b419e7e616d6ccba0013dc5b180522920af2897e1be/ruff-0.12.9-py3-none-macosx_11_0_arm64.whl", hash = "sha256:5b15ea354c6ff0d7423814ba6d44be2807644d0c05e9ed60caca87e963e93f70", size = 11724457, upload-time = "2025-08-14T16:08:18.686Z" },
-    { url = "https://files.pythonhosted.org/packages/72/e6/44615c754b55662200c48bebb02196dbb14111b6e266ab071b7e7297b4ec/ruff-0.12.9-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d596c2d0393c2502eaabfef723bd74ca35348a8dac4267d18a94910087807c53", size = 11949446, upload-time = "2025-08-14T16:08:21.059Z" },
-    { url = "https://files.pythonhosted.org/packages/fd/d1/9b7d46625d617c7df520d40d5ac6cdcdf20cbccb88fad4b5ecd476a6bb8d/ruff-0.12.9-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:1b15599931a1a7a03c388b9c5df1bfa62be7ede6eb7ef753b272381f39c3d0ff", size = 11566350, upload-time = "2025-08-14T16:08:23.433Z" },
-    { url = "https://files.pythonhosted.org/packages/59/20/b73132f66f2856bc29d2d263c6ca457f8476b0bbbe064dac3ac3337a270f/ruff-0.12.9-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3d02faa2977fb6f3f32ddb7828e212b7dd499c59eb896ae6c03ea5c303575756", size = 13270430, upload-time = "2025-08-14T16:08:25.837Z" },
-    { url = "https://files.pythonhosted.org/packages/a2/21/eaf3806f0a3d4c6be0a69d435646fba775b65f3f2097d54898b0fd4bb12e/ruff-0.12.9-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:17d5b6b0b3a25259b69ebcba87908496e6830e03acfb929ef9fd4c58675fa2ea", size = 14264717, upload-time = "2025-08-14T16:08:27.907Z" },
-    { url = "https://files.pythonhosted.org/packages/d2/82/1d0c53bd37dcb582b2c521d352fbf4876b1e28bc0d8894344198f6c9950d/ruff-0.12.9-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:72db7521860e246adbb43f6ef464dd2a532ef2ef1f5dd0d470455b8d9f1773e0", size = 13684331, upload-time = "2025-08-14T16:08:30.352Z" },
-    { url = "https://files.pythonhosted.org/packages/3b/2f/1c5cf6d8f656306d42a686f1e207f71d7cebdcbe7b2aa18e4e8a0cb74da3/ruff-0.12.9-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a03242c1522b4e0885af63320ad754d53983c9599157ee33e77d748363c561ce", size = 12739151, upload-time = "2025-08-14T16:08:32.55Z" },
-    { url = "https://files.pythonhosted.org/packages/47/09/25033198bff89b24d734e6479e39b1968e4c992e82262d61cdccaf11afb9/ruff-0.12.9-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9fc83e4e9751e6c13b5046d7162f205d0a7bac5840183c5beebf824b08a27340", size = 12954992, upload-time = "2025-08-14T16:08:34.816Z" },
-    { url = "https://files.pythonhosted.org/packages/52/8e/d0dbf2f9dca66c2d7131feefc386523404014968cd6d22f057763935ab32/ruff-0.12.9-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:881465ed56ba4dd26a691954650de6ad389a2d1fdb130fe51ff18a25639fe4bb", size = 12899569, upload-time = "2025-08-14T16:08:36.852Z" },
-    { url = "https://files.pythonhosted.org/packages/a0/bd/b614d7c08515b1428ed4d3f1d4e3d687deffb2479703b90237682586fa66/ruff-0.12.9-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:43f07a3ccfc62cdb4d3a3348bf0588358a66da756aa113e071b8ca8c3b9826af", size = 11751983, upload-time = "2025-08-14T16:08:39.314Z" },
-    { url = "https://files.pythonhosted.org/packages/58/d6/383e9f818a2441b1a0ed898d7875f11273f10882f997388b2b51cb2ae8b5/ruff-0.12.9-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:07adb221c54b6bba24387911e5734357f042e5669fa5718920ee728aba3cbadc", size = 11538635, upload-time = "2025-08-14T16:08:41.297Z" },
-    { url = "https://files.pythonhosted.org/packages/20/9c/56f869d314edaa9fc1f491706d1d8a47747b9d714130368fbd69ce9024e9/ruff-0.12.9-py3-none-musllinux_1_2_i686.whl", hash = "sha256:f5cd34fabfdea3933ab85d72359f118035882a01bff15bd1d2b15261d85d5f66", size = 12534346, upload-time = "2025-08-14T16:08:43.39Z" },
-    { url = "https://files.pythonhosted.org/packages/bd/4b/d8b95c6795a6c93b439bc913ee7a94fda42bb30a79285d47b80074003ee7/ruff-0.12.9-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:f6be1d2ca0686c54564da8e7ee9e25f93bdd6868263805f8c0b8fc6a449db6d7", size = 13017021, upload-time = "2025-08-14T16:08:45.889Z" },
-    { url = "https://files.pythonhosted.org/packages/c7/c1/5f9a839a697ce1acd7af44836f7c2181cdae5accd17a5cb85fcbd694075e/ruff-0.12.9-py3-none-win32.whl", hash = "sha256:cc7a37bd2509974379d0115cc5608a1a4a6c4bff1b452ea69db83c8855d53f93", size = 11734785, upload-time = "2025-08-14T16:08:48.062Z" },
-    { url = "https://files.pythonhosted.org/packages/fa/66/cdddc2d1d9a9f677520b7cfc490d234336f523d4b429c1298de359a3be08/ruff-0.12.9-py3-none-win_amd64.whl", hash = "sha256:6fb15b1977309741d7d098c8a3cb7a30bc112760a00fb6efb7abc85f00ba5908", size = 12840654, upload-time = "2025-08-14T16:08:50.158Z" },
-    { url = "https://files.pythonhosted.org/packages/ac/fd/669816bc6b5b93b9586f3c1d87cd6bc05028470b3ecfebb5938252c47a35/ruff-0.12.9-py3-none-win_arm64.whl", hash = "sha256:63c8c819739d86b96d500cce885956a1a48ab056bbcbc61b747ad494b2485089", size = 11949623, upload-time = "2025-08-14T16:08:52.233Z" },
+    { url = "https://files.pythonhosted.org/packages/24/e7/560d049d15585d6c201f9eeacd2fd130def3741323e5ccf123786e0e3c95/ruff-0.12.10-py3-none-linux_armv6l.whl", hash = "sha256:8b593cb0fb55cc8692dac7b06deb29afda78c721c7ccfed22db941201b7b8f7b", size = 11935161, upload-time = "2025-08-21T18:22:26.965Z" },
+    { url = "https://files.pythonhosted.org/packages/d1/b0/ad2464922a1113c365d12b8f80ed70fcfb39764288ac77c995156080488d/ruff-0.12.10-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:ebb7333a45d56efc7c110a46a69a1b32365d5c5161e7244aaf3aa20ce62399c1", size = 12660884, upload-time = "2025-08-21T18:22:30.925Z" },
+    { url = "https://files.pythonhosted.org/packages/d7/f1/97f509b4108d7bae16c48389f54f005b62ce86712120fd8b2d8e88a7cb49/ruff-0.12.10-py3-none-macosx_11_0_arm64.whl", hash = "sha256:d59e58586829f8e4a9920788f6efba97a13d1fa320b047814e8afede381c6839", size = 11872754, upload-time = "2025-08-21T18:22:34.035Z" },
+    { url = "https://files.pythonhosted.org/packages/12/ad/44f606d243f744a75adc432275217296095101f83f966842063d78eee2d3/ruff-0.12.10-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:822d9677b560f1fdeab69b89d1f444bf5459da4aa04e06e766cf0121771ab844", size = 12092276, upload-time = "2025-08-21T18:22:36.764Z" },
+    { url = "https://files.pythonhosted.org/packages/06/1f/ed6c265e199568010197909b25c896d66e4ef2c5e1c3808caf461f6f3579/ruff-0.12.10-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:37b4a64f4062a50c75019c61c7017ff598cb444984b638511f48539d3a1c98db", size = 11734700, upload-time = "2025-08-21T18:22:39.822Z" },
+    { url = "https://files.pythonhosted.org/packages/63/c5/b21cde720f54a1d1db71538c0bc9b73dee4b563a7dd7d2e404914904d7f5/ruff-0.12.10-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:2c6f4064c69d2542029b2a61d39920c85240c39837599d7f2e32e80d36401d6e", size = 13468783, upload-time = "2025-08-21T18:22:42.559Z" },
+    { url = "https://files.pythonhosted.org/packages/02/9e/39369e6ac7f2a1848f22fb0b00b690492f20811a1ac5c1fd1d2798329263/ruff-0.12.10-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:059e863ea3a9ade41407ad71c1de2badfbe01539117f38f763ba42a1206f7559", size = 14436642, upload-time = "2025-08-21T18:22:45.612Z" },
+    { url = "https://files.pythonhosted.org/packages/e3/03/5da8cad4b0d5242a936eb203b58318016db44f5c5d351b07e3f5e211bb89/ruff-0.12.10-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1bef6161e297c68908b7218fa6e0e93e99a286e5ed9653d4be71e687dff101cf", size = 13859107, upload-time = "2025-08-21T18:22:48.886Z" },
+    { url = "https://files.pythonhosted.org/packages/19/19/dd7273b69bf7f93a070c9cec9494a94048325ad18fdcf50114f07e6bf417/ruff-0.12.10-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:4f1345fbf8fb0531cd722285b5f15af49b2932742fc96b633e883da8d841896b", size = 12886521, upload-time = "2025-08-21T18:22:51.567Z" },
+    { url = "https://files.pythonhosted.org/packages/c0/1d/b4207ec35e7babaee62c462769e77457e26eb853fbdc877af29417033333/ruff-0.12.10-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1f68433c4fbc63efbfa3ba5db31727db229fa4e61000f452c540474b03de52a9", size = 13097528, upload-time = "2025-08-21T18:22:54.609Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/00/58f7b873b21114456e880b75176af3490d7a2836033779ca42f50de3b47a/ruff-0.12.10-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:141ce3d88803c625257b8a6debf4a0473eb6eed9643a6189b68838b43e78165a", size = 13080443, upload-time = "2025-08-21T18:22:57.413Z" },
+    { url = "https://files.pythonhosted.org/packages/12/8c/9e6660007fb10189ccb78a02b41691288038e51e4788bf49b0a60f740604/ruff-0.12.10-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:f3fc21178cd44c98142ae7590f42ddcb587b8e09a3b849cbc84edb62ee95de60", size = 11896759, upload-time = "2025-08-21T18:23:00.473Z" },
+    { url = "https://files.pythonhosted.org/packages/67/4c/6d092bb99ea9ea6ebda817a0e7ad886f42a58b4501a7e27cd97371d0ba54/ruff-0.12.10-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:7d1a4e0bdfafcd2e3e235ecf50bf0176f74dd37902f241588ae1f6c827a36c56", size = 11701463, upload-time = "2025-08-21T18:23:03.211Z" },
+    { url = "https://files.pythonhosted.org/packages/59/80/d982c55e91df981f3ab62559371380616c57ffd0172d96850280c2b04fa8/ruff-0.12.10-py3-none-musllinux_1_2_i686.whl", hash = "sha256:e67d96827854f50b9e3e8327b031647e7bcc090dbe7bb11101a81a3a2cbf1cc9", size = 12691603, upload-time = "2025-08-21T18:23:06.935Z" },
+    { url = "https://files.pythonhosted.org/packages/ad/37/63a9c788bbe0b0850611669ec6b8589838faf2f4f959647f2d3e320383ae/ruff-0.12.10-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:ae479e1a18b439c59138f066ae79cc0f3ee250712a873d00dbafadaad9481e5b", size = 13164356, upload-time = "2025-08-21T18:23:10.225Z" },
+    { url = "https://files.pythonhosted.org/packages/47/d4/1aaa7fb201a74181989970ebccd12f88c0fc074777027e2a21de5a90657e/ruff-0.12.10-py3-none-win32.whl", hash = "sha256:9de785e95dc2f09846c5e6e1d3a3d32ecd0b283a979898ad427a9be7be22b266", size = 11896089, upload-time = "2025-08-21T18:23:14.232Z" },
+    { url = "https://files.pythonhosted.org/packages/ad/14/2ad38fd4037daab9e023456a4a40ed0154e9971f8d6aed41bdea390aabd9/ruff-0.12.10-py3-none-win_amd64.whl", hash = "sha256:7837eca8787f076f67aba2ca559cefd9c5cbc3a9852fd66186f4201b87c1563e", size = 13004616, upload-time = "2025-08-21T18:23:17.422Z" },
+    { url = "https://files.pythonhosted.org/packages/24/3c/21cf283d67af33a8e6ed242396863af195a8a6134ec581524fd22b9811b6/ruff-0.12.10-py3-none-win_arm64.whl", hash = "sha256:cc138cc06ed9d4bfa9d667a65af7172b47840e1a98b02ce7011c391e54635ffc", size = 12074225, upload-time = "2025-08-21T18:23:20.137Z" },
 ]
 
 [[package]]
@@ -3106,15 +3106,15 @@ wheels = [
 
 [[package]]
 name = "starlette"
-version = "0.47.2"
+version = "0.47.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "anyio", marker = "python_full_version >= '3.11'" },
     { name = "typing-extensions", marker = "python_full_version >= '3.11' and python_full_version < '3.13'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/04/57/d062573f391d062710d4088fa1369428c38d51460ab6fedff920efef932e/starlette-0.47.2.tar.gz", hash = "sha256:6ae9aa5db235e4846decc1e7b79c4f346adf41e9777aebeb49dfd09bbd7023d8", size = 2583948, upload-time = "2025-07-20T17:31:58.522Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/15/b9/cc3017f9a9c9b6e27c5106cc10cc7904653c3eec0729793aec10479dd669/starlette-0.47.3.tar.gz", hash = "sha256:6bc94f839cc176c4858894f1f8908f0ab79dfec1a6b8402f6da9be26ebea52e9", size = 2584144, upload-time = "2025-08-24T13:36:42.122Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/f7/1f/b876b1f83aef204198a42dc101613fefccb32258e5428b5f9259677864b4/starlette-0.47.2-py3-none-any.whl", hash = "sha256:c5847e96134e5c5371ee9fac6fdf1a67336d5815e09eb2a01fdb57a351ef915b", size = 72984, upload-time = "2025-07-20T17:31:56.738Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/fd/901cfa59aaa5b30a99e16876f11abe38b59a1a2c51ffb3d7142bb6089069/starlette-0.47.3-py3-none-any.whl", hash = "sha256:89c0778ca62a76b826101e7c709e70680a1699ca7da6b44d38eb0a7e61fe4b51", size = 72991, upload-time = "2025-08-24T13:36:40.887Z" },
 ]
 
 [[package]]
@@ -3251,11 +3251,11 @@ wheels = [
 
 [[package]]
 name = "types-python-dateutil"
-version = "2.9.0.20250809"
+version = "2.9.0.20250822"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/a3/53/07dac71db45fb6b3c71c2fd29a87cada2239eac7ecfb318e6ebc7da00a3b/types_python_dateutil-2.9.0.20250809.tar.gz", hash = "sha256:69cbf8d15ef7a75c3801d65d63466e46ac25a0baa678d89d0a137fc31a608cc1", size = 15820, upload-time = "2025-08-09T03:14:14.109Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/0c/0a/775f8551665992204c756be326f3575abba58c4a3a52eef9909ef4536428/types_python_dateutil-2.9.0.20250822.tar.gz", hash = "sha256:84c92c34bd8e68b117bff742bc00b692a1e8531262d4507b33afcc9f7716cd53", size = 16084, upload-time = "2025-08-22T03:02:00.613Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/43/5e/67312e679f612218d07fcdbd14017e6d571ce240a5ba1ad734f15a8523cc/types_python_dateutil-2.9.0.20250809-py3-none-any.whl", hash = "sha256:768890cac4f2d7fd9e0feb6f3217fce2abbfdfc0cadd38d11fba325a815e4b9f", size = 17707, upload-time = "2025-08-09T03:14:13.314Z" },
+    { url = "https://files.pythonhosted.org/packages/ab/d9/a29dfa84363e88b053bf85a8b7f212a04f0d7343a4d24933baa45c06e08b/types_python_dateutil-2.9.0.20250822-py3-none-any.whl", hash = "sha256:849d52b737e10a6dc6621d2bd7940ec7c65fcb69e6aa2882acf4e56b2b508ddc", size = 17892, upload-time = "2025-08-22T03:01:59.436Z" },
 ]
 
 [[package]]
@@ -3272,11 +3272,11 @@ wheels = [
 
 [[package]]
 name = "typing-extensions"
-version = "4.14.1"
+version = "4.15.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/98/5a/da40306b885cc8c09109dc2e1abd358d5684b1425678151cdaed4731c822/typing_extensions-4.14.1.tar.gz", hash = "sha256:38b39f4aeeab64884ce9f74c94263ef78f3c22467c8724005483154c26648d36", size = 107673, upload-time = "2025-07-04T13:28:34.16Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/72/94/1a15dd82efb362ac84269196e94cf00f187f7ed21c242792a923cdb1c61f/typing_extensions-4.15.0.tar.gz", hash = "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466", size = 109391, upload-time = "2025-08-25T13:49:26.313Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/b5/00/d631e67a838026495268c2f6884f3711a15a9a2a96cd244fdaea53b823fb/typing_extensions-4.14.1-py3-none-any.whl", hash = "sha256:d1e1e3b58374dc93031d6eda2420a48ea44a36c2b4766a4fdeb3710755731d76", size = 43906, upload-time = "2025-07-04T13:28:32.743Z" },
+    { url = "https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl", hash = "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548", size = 44614, upload-time = "2025-08-25T13:49:24.86Z" },
 ]
 
 [[package]]

libs/langgraph/versions_seen_explained.md

@@ -0,0 +1,424 @@
+# Understanding `versions_seen` in LangGraph Checkpoints
+
+## Overview
+
+`versions_seen` is a nested dictionary in the checkpoint that tracks which channel versions each node has processed. It's defined in `libs/checkpoint/langgraph/checkpoint/base/__init__.py`:
+
+```python
+versions_seen: dict[str, ChannelVersions]
+"""Map from node ID to map from channel name to version seen.
+This keeps track of the versions of the channels that each node has seen.
+Used to determine which nodes to execute next.
+"""
+```
+
+## Data Structure
+
+```
+versions_seen = {
+    "node_name": {
+        "channel_name": version,
+        ...
+    },
+    ...
+}
+```
+
+## Key Point
+
+**`versions_seen` only records trigger channels, NOT state channels!**
+
+In StateGraph:
+- `triggers` = edge control channels like `branch:to:nodeA`
+- `channels` = state keys like `fieldA`, `fieldB`
+
+So `versions_seen` records `branch:to:*` channels, **NOT** `fieldA` or `fieldB`.
+
+---
+
+## Example Graph
+
+```
+        ┌──────────┐
+        │  nodeA   │
+        └────┬─────┘
+             │
+      ┌──────┴──────┐
+      ▼             ▼
+┌──────────┐  ┌──────────┐
+│  nodeB   │  │  nodeC   │
+└────┬─────┘  └────┬─────┘
+      │             │
+      └──────┬──────┘
+             ▼
+        ┌──────────┐
+        │  nodeD   │
+        └──────────┘
+```
+
+### State Definition
+
+```python
+class State(TypedDict):
+    fieldA: str
+    fieldB: str
+
+class StateOnlyA(TypedDict):
+    """Input schema for nodeB - only reads fieldA"""
+    fieldA: str
+
+class StateOnlyB(TypedDict):
+    """Input schema for nodeC - only reads fieldB"""
+    fieldB: str
+```
+
+---
+
+## Compiled Graph Structure
+
+### Channels Created
+
+| Channel | Type | Purpose |
+|---------|------|---------|
+| `fieldA` | LastValue | State data |
+| `fieldB` | LastValue | State data |
+| `__start__` | EphemeralValue | Input channel |
+| `branch:to:nodeA` | EphemeralValue | Edge control channel |
+| `branch:to:nodeB` | EphemeralValue | Edge control channel |
+| `branch:to:nodeC` | EphemeralValue | Edge control channel |
+| `branch:to:nodeD` | EphemeralValue | Edge control channel |
+| `join:nodeB+nodeC:nodeD` | NamedBarrierValue | Parallel join channel |
+
+### Nodes Configuration
+
+| Node | triggers | channels | Note |
+|------|----------|----------|------|
+| `__start__` | `["__start__"]` | `"__start__"` | Input node |
+| `nodeA` | `["branch:to:nodeA"]` | `["fieldA", "fieldB"]` | Reads full state |
+| `nodeB` | `["branch:to:nodeB"]` | `["fieldA"]` | Only reads fieldA (via `input_schema=StateOnlyA`) |
+| `nodeC` | `["branch:to:nodeC"]` | `["fieldB"]` | Only reads fieldB (via `input_schema=StateOnlyB`) |
+| `nodeD` | `["branch:to:nodeD", "join:nodeB+nodeC:nodeD"]` | `["fieldA", "fieldB"]` | Reads full state |
+
+**Note**: `triggers` are edge control channels, `channels` are state fields the node reads. Use `input_schema` to control which fields a node reads.
+
+---
+
+## Step-by-Step Execution
+
+### Input
+
+```python
+{"fieldA": "Hello", "fieldB": "World"}
+```
+
+---
+
+### Step -1: Input Phase (source: input)
+
+```
+State values: {}
+
+channel_versions:
+    __start__: v01
+
+versions_seen:
+    __input__: {}
+```
+
+Initial checkpoint when input is received.
+
+---
+
+### Step 0: `__start__` executes (source: loop)
+
+```
+State values: {'fieldA': 'Hello', 'fieldB': 'World'}
+
+channel_versions:
+    __start__:        v02
+    branch:to:nodeA:  v02
+    fieldA:           v02
+    fieldB:           v02
+
+versions_seen:
+    __input__: {}
+    __start__:
+        __start__: v01    ← __start__ node saw __start__ channel
+```
+
+**Note**: `fieldA` and `fieldB` are NOT in `versions_seen`!
+
+---
+
+### Step 1: nodeA executes (source: loop)
+
+```
+nodeA reads: fieldA='Hello', fieldB='World'
+State values: {'fieldA': 'Hello->A', 'fieldB': 'World->A'}
+
+channel_versions:
+    __start__:        v02
+    branch:to:nodeA:  v03
+    branch:to:nodeB:  v03
+    branch:to:nodeC:  v03
+    fieldA:           v03
+    fieldB:           v03
+
+versions_seen:
+    __input__: {}
+    __start__:
+        __start__: v01
+    nodeA:
+        branch:to:nodeA: v02    ← nodeA saw its trigger
+```
+
+**Key observation**:
+- `nodeA`'s `versions_seen` only records `branch:to:nodeA`
+- **NO** `fieldA` or `fieldB` because they are NOT triggers!
+
+---
+
+### Step 2: nodeB and nodeC execute in parallel (source: loop)
+
+```
+nodeB reads: fieldA='Hello->A'
+nodeC reads: fieldB='World->A'
+State values: {'fieldA': 'Hello->A->B', 'fieldB': 'World->A->C'}
+
+channel_versions:
+    __start__:              v02
+    branch:to:nodeA:        v03
+    branch:to:nodeB:        v04
+    branch:to:nodeC:        v04
+    fieldA:                 v04
+    fieldB:                 v04
+    join:nodeB+nodeC:nodeD: v04
+
+versions_seen:
+    __input__: {}
+    __start__:
+        __start__: v01
+    nodeA:
+        branch:to:nodeA: v02
+    nodeB:
+        branch:to:nodeB: v03    ← nodeB saw its trigger
+    nodeC:
+        branch:to:nodeC: v03    ← nodeC saw its trigger
+```
+
+---
+
+### Step 3: nodeD executes (source: loop)
+
+```
+nodeD reads: fieldA='Hello->A->B', fieldB='World->A->C'
+State values: {'fieldA': 'Hello->A->B->D', 'fieldB': 'World->A->C->D'}
+
+channel_versions:
+    __start__:              v02
+    branch:to:nodeA:        v03
+    branch:to:nodeB:        v04
+    branch:to:nodeC:        v04
+    fieldA:                 v05
+    fieldB:                 v05
+    join:nodeB+nodeC:nodeD: v05
+
+versions_seen:
+    __input__: {}
+    __start__:
+        __start__: v01
+    nodeA:
+        branch:to:nodeA: v02
+    nodeB:
+        branch:to:nodeB: v03
+    nodeC:
+        branch:to:nodeC: v03
+    nodeD:
+        join:nodeB+nodeC:nodeD: v04    ← nodeD saw join channel
+```
+
+---
+
+## Summary Table
+
+| Node | versions_seen records | Why? |
+|------|----------------------|------|
+| `__start__` | `__start__` | Its trigger is `__start__` |
+| `nodeA` | `branch:to:nodeA` | Its trigger is `branch:to:nodeA` |
+| `nodeB` | `branch:to:nodeB` | Its trigger is `branch:to:nodeB` |
+| `nodeC` | `branch:to:nodeC` | Its trigger is `branch:to:nodeC` |
+| `nodeD` | `join:nodeB+nodeC:nodeD` | One of its triggers (join channel) |
+
+---
+
+## Conclusion
+
+- `versions_seen` **only records triggers**
+- `fieldA` and `fieldB` **never appear** in `versions_seen`
+- In StateGraph, triggers are edge control channels (`branch:to:*`), not state fields
+- The purpose of `versions_seen` is to **prevent duplicate triggering**, so it only needs to track trigger channel versions
+
+---
+
+## Deep Dive: How `versions_seen` Determines the Last Node
+
+### The Problem
+
+When calling `update_state()` without specifying `as_node`, LangGraph needs to figure out which node "last updated" the state. This is done using `versions_seen`.
+
+### The Algorithm
+
+```python
+last_seen_by_node = sorted(
+    (v, n)
+    for n, seen in checkpoint["versions_seen"].items()
+    if n in self.nodes
+    for v in seen.values()
+)
+```
+
+This creates a sorted list of `(version, node_name)` tuples.
+
+### Key Insight: Version = Superstep
+
+**Nodes that execute in the same superstep (parallel execution) will have the same trigger channel version.**
+
+This is because:
+1. Each superstep increments the version counter
+2. All nodes triggered in the same superstep see the same version
+3. So `version` effectively identifies which superstep a node executed in
+
+### Analysis by Step (Using Our Example)
+
+#### Step 1: After nodeA executes
+
+```
+versions_seen:
+    __start__: { __start__: v01 }
+    nodeA:     { branch:to:nodeA: v02 }
+
+last_seen_by_node = [(v01, "__start__"), (v02, "nodeA")]
+
+Check: last[-1][0] != last[-2][0]?
+       v02 != v01? ✅ YES
+
+Result: as_node = "nodeA" (last node in the latest superstep)
+```
+
+#### Step 2: After nodeB and nodeC execute (parallel)
+
+```
+versions_seen:
+    __start__: { __start__: v01 }
+    nodeA:     { branch:to:nodeA: v02 }
+    nodeB:     { branch:to:nodeB: v03 }  ← same version!
+    nodeC:     { branch:to:nodeC: v03 }  ← same version!
+
+last_seen_by_node = [(v01, "__start__"), (v02, "nodeA"), (v03, "nodeB"), (v03, "nodeC")]
+
+Check: last[-1][0] != last[-2][0]?
+       v03 != v03? ❌ NO (same version = same superstep)
+
+Result: AMBIGUOUS! Multiple nodes executed in the last superstep.
+        → Raises InvalidUpdateError("Ambiguous update, specify as_node")
+```
+
+#### Step 3: After nodeD executes
+
+```
+versions_seen:
+    __start__: { __start__: v01 }
+    nodeA:     { branch:to:nodeA: v02 }
+    nodeB:     { branch:to:nodeB: v03 }
+    nodeC:     { branch:to:nodeC: v03 }
+    nodeD:     { join:nodeB+nodeC:nodeD: v04 }
+
+last_seen_by_node = [(v01, "__start__"), (v02, "nodeA"), (v03, "nodeB"), (v03, "nodeC"), (v04, "nodeD")]
+
+Check: last[-1][0] != last[-2][0]?
+       v04 != v03? ✅ YES
+
+Result: as_node = "nodeD" (only node in the latest superstep)
+```
+
+### Summary Table
+
+| Step | Last Two Versions | Same Superstep? | as_node |
+|------|-------------------|-----------------|---------|
+| Step 1 | v02, v01 | No | ✅ nodeA |
+| Step 2 | v03, v03 | **Yes (parallel!)** | ❌ Ambiguous |
+| Step 3 | v04, v03 | No | ✅ nodeD |
+
+### Visual Representation
+
+```
+Superstep Timeline:
+
+  Superstep 0    Superstep 1    Superstep 2    Superstep 3
+  (v01, v02)        (v03)          (v04)          (v05)
+      │               │              │              │
+      ▼               ▼              ▼              ▼
+  ┌────────┐    ┌──────────┐   ┌─────────┐    ┌────────┐
+  │__start__│    │  nodeA   │   │ nodeB   │    │ nodeD  │
+  └────────┘    └──────────┘   │ nodeC   │    └────────┘
+                               │(parallel)│
+                               └─────────┘
+
+When version[-1] == version[-2]:
+  → Multiple nodes in the same superstep
+  → Cannot determine which one was "last"
+  → Ambiguous!
+```
+
+### The Logic Explained
+
+```python
+if last_seen_by_node:
+    if len(last_seen_by_node) == 1:
+        # Only one node ever executed
+        as_node = last_seen_by_node[0][1]
+    elif last_seen_by_node[-1][0] != last_seen_by_node[-2][0]:
+        # Last two have different versions
+        # → Last superstep had only ONE node
+        # → That node is unambiguously the "last" one
+        as_node = last_seen_by_node[-1][1]
+    # else: versions are equal
+    #     → Multiple nodes in the last superstep
+    #     → Ambiguous, will raise error later
+```
+
+---
+
+## How Scheduling Works
+
+```python
+def _triggers(channels, versions, seen, null_version, proc) -> bool:
+    for chan in proc.triggers:  # Only checks triggers!
+        if channels[chan].is_available() and \           # Condition 1: channel has value
+           versions.get(chan, null_version) > seen.get(chan, null_version):  # Condition 2: version updated
+            return True
+    return False
+```
+
+Translation:
+> Trigger the node if ANY trigger channel satisfies **BOTH** conditions:
+> 1. `is_available()` - the channel has a value
+> 2. `current_version > seen_version` - the version is newer than what the node has seen
+
+**Important**: Both conditions must be met! This is why `EphemeralValue` channels (like `branch:to:*`) 
+can have their version increase after being consumed, but won't re-trigger the node because 
+`is_available()` returns `False` after consumption.
+
+Since only triggers are checked, only trigger versions need to be recorded in `versions_seen`.
+
+---
+
+## Running the Test
+
+To run the test script yourself:
+
+```bash
+cd libs/langgraph
+uv run python test_versions_seen.py
+```
+

libs/prebuilt/uv.lock

@@ -316,7 +316,7 @@ wheels = [
 
 [[package]]
 name = "langgraph"
-version = "0.6.6"
+version = "0.6.7"
 source = { editable = "../langgraph" }
 dependencies = [
     { name = "langchain-core" },

libs/sdk-py/langgraph_sdk/__init__.py

@@ -1,6 +1,6 @@
 from langgraph_sdk.auth import Auth
 from langgraph_sdk.client import get_client, get_sync_client
 
-__version__ = "0.2.3"
+__version__ = "0.2.6"
 
 __all__ = ["Auth", "get_client", "get_sync_client"]

libs/sdk-py/langgraph_sdk/auth/types.py

@@ -400,6 +400,20 @@ class AuthContext(BaseAuthContext):
     """
 
 
+class ThreadTTL(typing.TypedDict, total=False):
+    """Time-to-live configuration for a thread.
+
+    Matches the OpenAPI schema where TTL is represented as an object with
+    an optional strategy and a time value in minutes.
+    """
+
+    strategy: typing.Literal["delete"]
+    """TTL strategy. Currently only 'delete' is supported."""
+
+    ttl: int
+    """Time-to-live in minutes from now until the thread should be swept."""
+
+
 class ThreadsCreate(typing.TypedDict, total=False):
     """Parameters for creating a new thread.
 
@@ -422,6 +436,9 @@ class ThreadsCreate(typing.TypedDict, total=False):
     if_exists: OnConflictBehavior
     """Behavior when a thread with the same ID already exists."""
 
+    ttl: ThreadTTL
+    """Optional TTL configuration for the thread."""
+
 
 class ThreadsRead(typing.TypedDict, total=False):
     """Parameters for reading thread state or run information.
@@ -489,6 +506,9 @@ class ThreadsSearch(typing.TypedDict, total=False):
     offset: int
     """Offset for pagination."""
 
+    ids: Sequence[UUID] | None
+    """typing.Optional list of thread IDs to filter by."""
+
     thread_id: UUID | None
     """typing.Optional thread ID to filter by."""
 

libs/sdk-py/langgraph_sdk/client.py

@@ -15,6 +15,7 @@ import logging
 import os
 import re
 import sys
+import warnings
 from collections.abc import AsyncIterator, Iterator, Mapping, Sequence
 from types import TracebackType
 from typing import (
@@ -45,6 +46,7 @@ from langgraph_sdk.schema import (
     CronSelectField,
     CronSortBy,
     DisconnectMode,
+    Durability,
     GraphSchema,
     IfNotExists,
     Item,
@@ -69,6 +71,7 @@ from langgraph_sdk.schema import (
     ThreadSortBy,
     ThreadState,
     ThreadStatus,
+    ThreadStreamMode,
     ThreadUpdateStateResponse,
 )
 from langgraph_sdk.sse import SSEDecoder, aiter_lines_raw, iter_lines_raw
@@ -154,27 +157,38 @@ def get_client(
     headers: Mapping[str, str] | None = None,
     timeout: TimeoutTypes | None = None,
 ) -> LangGraphClient:
-    """Get a LangGraphClient instance.
+    """Create and configure a LangGraphClient.
+
+    The client provides programmatic access to a LangGraph Platform deployment. It supports
+    both remote servers and local in-process connections (when running inside a LangGraph server).
 
     Args:
-        url: The URL of the LangGraph API.
-        api_key: The API key. If not provided, it will be read from the environment.
-            Precedence:
-                1. explicit argument
-                2. LANGGRAPH_API_KEY
-                3. LANGSMITH_API_KEY
-                4. LANGCHAIN_API_KEY
-        headers: Optional custom headers
-        timeout: Optional timeout configuration for the HTTP client.
-            Accepts an httpx.Timeout instance, a float (seconds), or a tuple of timeouts.
-            Tuple format is (connect, read, write, pool)
-            If not provided, defaults to connect=5s, read=300s, write=300s, and pool=5s.
+        url:
+            Base URL of the LangGraph API.
+            – If `None`, the client first attempts an in-process connection via ASGI transport.
+              If that fails, it falls back to `http://localhost:8123`.
+        api_key:
+            API key for authentication. If omitted, the client reads from environment
+            variables in the following order:
+              1. Function argument
+              2. `LANGGRAPH_API_KEY`
+              3. `LANGSMITH_API_KEY`
+              4. `LANGCHAIN_API_KEY`
+        headers:
+            Additional HTTP headers to include in requests. Merged with authentication headers.
+        timeout:
+            HTTP timeout configuration. May be:
+              – `httpx.Timeout` instance
+              – float (total seconds)
+              – tuple `(connect, read, write, pool)` in seconds
+            Defaults: connect=5, read=300, write=300, pool=5.
 
     Returns:
-        LangGraphClient: The top-level client for accessing AssistantsClient,
-        ThreadsClient, RunsClient, and CronClient.
+        LangGraphClient:
+            A top-level client exposing sub-clients for assistants, threads,
+            runs, and cron operations.
 
-    ???+ example "Example"
+    ???+ example "Connect to a remote server:"
 
         ```python
         from langgraph_sdk import get_client
@@ -185,6 +199,21 @@ def get_client(
         # example usage: client.<model>.<method_name>()
         assistants = await client.assistants.get(assistant_id="some_uuid")
         ```
+
+    ???+ example "Connect in-process to a running LangGraph server:"
+
+        ```python
+        from langgraph_sdk import get_client
+
+        client = get_client(url=None)
+
+        async def my_node(...):
+            subagent_result = await client.runs.wait(
+                thread_id=None,
+                assistant_id="agent",
+                input={"messages": [{"role": "user", "content": "Foo"}]},
+            )
+        ```
     """
 
     transport: httpx.AsyncBaseTransport | None = None
@@ -1176,6 +1205,7 @@ class ThreadsClient:
         if_exists: OnConflictBehavior | None = None,
         supersteps: Sequence[dict[str, Sequence[dict[str, Any]]]] | None = None,
         graph_id: str | None = None,
+        ttl: int | Mapping[str, Any] | None = None,
         headers: Mapping[str, str] | None = None,
         params: QueryParamTypes | None = None,
     ) -> Thread:
@@ -1190,6 +1220,9 @@ class ThreadsClient:
             supersteps: Apply a list of supersteps when creating a thread, each containing a sequence of updates.
                 Each update has `values` or `command` and `as_node`. Used for copying a thread between deployments.
             graph_id: Optional graph ID to associate with the thread.
+            ttl: Optional time-to-live in minutes for the thread. You can pass an
+                integer (minutes) or a mapping with keys `ttl` and optional
+                `strategy` (defaults to "delete").
             headers: Optional custom headers to include with the request.
             params: Optional query parameters to include with the request.
 
@@ -1231,6 +1264,11 @@ class ThreadsClient:
                 }
                 for s in supersteps
             ]
+        if ttl is not None:
+            if isinstance(ttl, (int, float)):
+                payload["ttl"] = {"ttl": ttl, "strategy": "delete"}
+            else:
+                payload["ttl"] = ttl
 
         return await self.http.post(
             "/threads", json=payload, headers=headers, params=params
@@ -1241,6 +1279,7 @@ class ThreadsClient:
         thread_id: str,
         *,
         metadata: Mapping[str, Any],
+        ttl: int | Mapping[str, Any] | None = None,
         headers: Mapping[str, str] | None = None,
         params: QueryParamTypes | None = None,
     ) -> Thread:
@@ -1249,6 +1288,9 @@ class ThreadsClient:
         Args:
             thread_id: ID of thread to update.
             metadata: Metadata to merge with existing thread metadata.
+            ttl: Optional time-to-live in minutes for the thread. You can pass an
+                integer (minutes) or a mapping with keys `ttl` and optional
+                `strategy` (defaults to "delete").
             headers: Optional custom headers to include with the request.
             params: Optional query parameters to include with the request.
 
@@ -1262,12 +1304,19 @@ class ThreadsClient:
             thread = await client.threads.update(
                 thread_id="my-thread-id",
                 metadata={"number":1},
+                ttl=43_200,
             )
             ```
         """  # noqa: E501
+        payload: dict[str, Any] = {"metadata": metadata}
+        if ttl is not None:
+            if isinstance(ttl, (int, float)):
+                payload["ttl"] = {"ttl": ttl, "strategy": "delete"}
+            else:
+                payload["ttl"] = ttl
         return await self.http.patch(
             f"/threads/{thread_id}",
-            json={"metadata": metadata},
+            json=payload,
             headers=headers,
             params=params,
         )
@@ -1306,6 +1355,7 @@ class ThreadsClient:
         *,
         metadata: Json = None,
         values: Json = None,
+        ids: Sequence[str] | None = None,
         status: ThreadStatus | None = None,
         limit: int = 10,
         offset: int = 0,
@@ -1320,6 +1370,7 @@ class ThreadsClient:
         Args:
             metadata: Thread metadata to filter on.
             values: State values to filter on.
+            ids: List of thread IDs to filter by.
             status: Thread status to filter on.
                 Must be one of 'idle', 'busy', 'interrupted' or 'error'.
             limit: Limit on number of threads to return.
@@ -1353,6 +1404,8 @@ class ThreadsClient:
             payload["metadata"] = metadata
         if values:
             payload["values"] = values
+        if ids:
+            payload["ids"] = ids
         if status:
             payload["status"] = status
         if sort_by:
@@ -1682,6 +1735,53 @@ class ThreadsClient:
             params=params,
         )
 
+    async def join_stream(
+        self,
+        thread_id: str,
+        *,
+        last_event_id: str | None = None,
+        stream_mode: ThreadStreamMode | Sequence[ThreadStreamMode] = "run_modes",
+        headers: Mapping[str, str] | None = None,
+        params: QueryParamTypes | None = None,
+    ) -> AsyncIterator[StreamPart]:
+        """Get a stream of events for a thread.
+
+        Args:
+            thread_id: The ID of the thread to get the stream for.
+            last_event_id: The ID of the last event to get.
+            headers: Optional custom headers to include with the request.
+            params: Optional query parameters to include with the request.
+
+        Returns:
+            Iterator[StreamPart]: An iterator of stream parts.
+
+        ???+ example "Example Usage"
+
+            ```python
+
+            for chunk in client.threads.join_stream(
+                thread_id="my_thread_id",
+                last_event_id="my_event_id",
+            ):
+                print(chunk)
+            ```
+
+        """  # noqa: E501
+        query_params = {
+            "stream_mode": stream_mode,
+        }
+        if params:
+            query_params.update(params)
+        return self.http.stream(
+            f"/threads/{thread_id}/stream",
+            "GET",
+            headers={
+                **({"Last-Event-ID": last_event_id} if last_event_id else {}),
+                **(headers or {}),
+            },
+            params=query_params,
+        )
+
 
 class RunsClient:
     """Client for managing runs in LangGraph.
@@ -1772,7 +1872,7 @@ class RunsClient:
         context: Context | None = None,
         checkpoint: Checkpoint | None = None,
         checkpoint_id: str | None = None,
-        checkpoint_during: bool | None = None,
+        checkpoint_during: bool | None = None,  # deprecated
         interrupt_before: All | Sequence[str] | None = None,
         interrupt_after: All | Sequence[str] | None = None,
         feedback_keys: Sequence[str] | None = None,
@@ -1785,6 +1885,7 @@ class RunsClient:
         headers: Mapping[str, str] | None = None,
         params: QueryParamTypes | None = None,
         on_run_created: Callable[[RunCreateMetadata], None] | None = None,
+        durability: Durability | None = None,
     ) -> AsyncIterator[StreamPart]:
         """Create a run and stream the results.
 
@@ -1804,7 +1905,7 @@ class RunsClient:
             context: Static context to add to the assistant.
                 !!! version-added "Supported with langgraph>=0.6.0"
             checkpoint: The checkpoint to resume from.
-            checkpoint_during: Whether to checkpoint during the run (or only at the end/interruption).
+            checkpoint_during: (deprecated) Whether to checkpoint during the run (or only at the end/interruption).
             interrupt_before: Nodes to interrupt immediately before they get executed.
             interrupt_after: Nodes to Nodes to interrupt immediately after they get executed.
             feedback_keys: Feedback keys to assign to run.
@@ -1822,6 +1923,10 @@ class RunsClient:
             headers: Optional custom headers to include with the request.
             params: Optional query parameters to include with the request.
             on_run_created: Callback when a run is created.
+            durability: The durability to use for the run. Values are "sync", "async", or "exit".
+                "async" means checkpoints are persisted async while next graph step executes, replaces checkpoint_during=True
+                "sync" means checkpoints are persisted sync after graph step executes, replaces checkpoint_during=False
+                "exit" means checkpoints are only persisted when the run exits, does not save intermediate steps
 
         Returns:
             AsyncIterator[StreamPart]: Asynchronous iterator of stream results.
@@ -1857,6 +1962,13 @@ class RunsClient:
             ```
 
         """  # noqa: E501
+        if checkpoint_during is not None:
+            warnings.warn(
+                "`checkpoint_during` is deprecated and will be removed in a future version. Use `durability` instead.",
+                DeprecationWarning,
+                stacklevel=2,
+            )
+
         payload = {
             "input": input,
             "command": (
@@ -1881,6 +1993,7 @@ class RunsClient:
             "on_disconnect": on_disconnect,
             "on_completion": on_completion,
             "after_seconds": after_seconds,
+            "durability": durability,
         }
         endpoint = (
             f"/threads/{thread_id}/runs/stream"
@@ -1971,7 +2084,7 @@ class RunsClient:
         context: Context | None = None,
         checkpoint: Checkpoint | None = None,
         checkpoint_id: str | None = None,
-        checkpoint_during: bool | None = None,
+        checkpoint_during: bool | None = None,  # deprecated
         interrupt_before: All | Sequence[str] | None = None,
         interrupt_after: All | Sequence[str] | None = None,
         webhook: str | None = None,
@@ -1982,6 +2095,7 @@ class RunsClient:
         headers: Mapping[str, str] | None = None,
         params: QueryParamTypes | None = None,
         on_run_created: Callable[[RunCreateMetadata], None] | None = None,
+        durability: Durability | None = None,
     ) -> Run:
         """Create a background run.
 
@@ -2001,7 +2115,7 @@ class RunsClient:
             context: Static context to add to the assistant.
                 !!! version-added "Supported with langgraph>=0.6.0"
             checkpoint: The checkpoint to resume from.
-            checkpoint_during: Whether to checkpoint during the run (or only at the end/interruption).
+            checkpoint_during: (deprecated) Whether to checkpoint during the run (or only at the end/interruption).
             interrupt_before: Nodes to interrupt immediately before they get executed.
             interrupt_after: Nodes to Nodes to interrupt immediately after they get executed.
             webhook: Webhook to call after LangGraph API call is done.
@@ -2015,6 +2129,10 @@ class RunsClient:
                 Use to schedule future runs.
             headers: Optional custom headers to include with the request.
             on_run_created: Optional callback to call when a run is created.
+            durability: The durability to use for the run. Values are "sync", "async", or "exit".
+                "async" means checkpoints are persisted async while next graph step executes, replaces checkpoint_during=True
+                "sync" means checkpoints are persisted sync after graph step executes, replaces checkpoint_during=False
+                "exit" means checkpoints are only persisted when the run exits, does not save intermediate steps
 
         Returns:
             Run: The created background run.
@@ -2090,6 +2208,12 @@ class RunsClient:
             }
             ```
         """  # noqa: E501
+        if checkpoint_during is not None:
+            warnings.warn(
+                "`checkpoint_during` is deprecated and will be removed in a future version. Use `durability` instead.",
+                DeprecationWarning,
+                stacklevel=2,
+            )
         payload = {
             "input": input,
             "command": (
@@ -2112,6 +2236,7 @@ class RunsClient:
             "if_not_exists": if_not_exists,
             "on_completion": on_completion,
             "after_seconds": after_seconds,
+            "durability": durability,
         }
         payload = {k: v for k, v in payload.items() if v is not None}
 
@@ -2209,7 +2334,7 @@ class RunsClient:
         context: Context | None = None,
         checkpoint: Checkpoint | None = None,
         checkpoint_id: str | None = None,
-        checkpoint_during: bool | None = None,
+        checkpoint_during: bool | None = None,  # deprecated
         interrupt_before: All | Sequence[str] | None = None,
         interrupt_after: All | Sequence[str] | None = None,
         webhook: str | None = None,
@@ -2222,6 +2347,7 @@ class RunsClient:
         headers: Mapping[str, str] | None = None,
         params: QueryParamTypes | None = None,
         on_run_created: Callable[[RunCreateMetadata], None] | None = None,
+        durability: Durability | None = None,
     ) -> list[dict] | dict[str, Any]:
         """Create a run, wait until it finishes and return the final state.
 
@@ -2237,7 +2363,7 @@ class RunsClient:
             context: Static context to add to the assistant.
                 !!! version-added "Supported with langgraph>=0.6.0"
             checkpoint: The checkpoint to resume from.
-            checkpoint_during: Whether to checkpoint during the run (or only at the end/interruption).
+            checkpoint_during: (deprecated) Whether to checkpoint during the run (or only at the end/interruption).
             interrupt_before: Nodes to interrupt immediately before they get executed.
             interrupt_after: Nodes to Nodes to interrupt immediately after they get executed.
             webhook: Webhook to call after LangGraph API call is done.
@@ -2253,6 +2379,10 @@ class RunsClient:
                 Use to schedule future runs.
             headers: Optional custom headers to include with the request.
             on_run_created: Optional callback to call when a run is created.
+            durability: The durability to use for the run. Values are "sync", "async", or "exit".
+                "async" means checkpoints are persisted async while next graph step executes, replaces checkpoint_during=True
+                "sync" means checkpoints are persisted sync after graph step executes, replaces checkpoint_during=False
+                "exit" means checkpoints are only persisted when the run exits, does not save intermediate steps
 
         Returns:
             Union[list[dict], dict[str, Any]]: The output of the run.
@@ -2306,6 +2436,12 @@ class RunsClient:
             ```
 
         """  # noqa: E501
+        if checkpoint_during is not None:
+            warnings.warn(
+                "`checkpoint_during` is deprecated and will be removed in a future version. Use `durability` instead.",
+                DeprecationWarning,
+                stacklevel=2,
+            )
         payload = {
             "input": input,
             "command": (
@@ -2326,6 +2462,7 @@ class RunsClient:
             "on_disconnect": on_disconnect,
             "on_completion": on_completion,
             "after_seconds": after_seconds,
+            "durability": durability,
         }
         endpoint = (
             f"/threads/{thread_id}/runs/wait" if thread_id is not None else "/runs/wait"
@@ -4241,6 +4378,7 @@ class SyncThreadsClient:
         if_exists: OnConflictBehavior | None = None,
         supersteps: Sequence[dict[str, Sequence[dict[str, Any]]]] | None = None,
         graph_id: str | None = None,
+        ttl: int | Mapping[str, Any] | None = None,
         headers: Mapping[str, str] | None = None,
         params: QueryParamTypes | None = None,
     ) -> Thread:
@@ -4255,6 +4393,9 @@ class SyncThreadsClient:
             supersteps: Apply a list of supersteps when creating a thread, each containing a sequence of updates.
                 Each update has `values` or `command` and `as_node`. Used for copying a thread between deployments.
             graph_id: Optional graph ID to associate with the thread.
+            ttl: Optional time-to-live in minutes for the thread. You can pass an
+                integer (minutes) or a mapping with keys `ttl` and optional
+                `strategy` (defaults to "delete").
             headers: Optional custom headers to include with the request.
 
         Returns:
@@ -4296,6 +4437,11 @@ class SyncThreadsClient:
                 }
                 for s in supersteps
             ]
+        if ttl is not None:
+            if isinstance(ttl, (int, float)):
+                payload["ttl"] = {"ttl": ttl, "strategy": "delete"}
+            else:
+                payload["ttl"] = ttl
 
         return self.http.post("/threads", json=payload, headers=headers, params=params)
 
@@ -4304,6 +4450,7 @@ class SyncThreadsClient:
         thread_id: str,
         *,
         metadata: Mapping[str, Any],
+        ttl: int | Mapping[str, Any] | None = None,
         headers: Mapping[str, str] | None = None,
         params: QueryParamTypes | None = None,
     ) -> Thread:
@@ -4312,7 +4459,11 @@ class SyncThreadsClient:
         Args:
             thread_id: ID of thread to update.
             metadata: Metadata to merge with existing thread metadata.
+            ttl: Optional time-to-live in minutes for the thread. You can pass an
+                integer (minutes) or a mapping with keys `ttl` and optional
+                `strategy` (defaults to "delete").
             headers: Optional custom headers to include with the request.
+            params: Optional query parameters to include with the request.
 
         Returns:
             Thread: The created thread.
@@ -4324,12 +4475,19 @@ class SyncThreadsClient:
             thread = client.threads.update(
                 thread_id="my-thread-id",
                 metadata={"number":1},
+                ttl=43_200,
             )
             ```
         """  # noqa: E501
+        payload: dict[str, Any] = {"metadata": metadata}
+        if ttl is not None:
+            if isinstance(ttl, (int, float)):
+                payload["ttl"] = {"ttl": ttl, "strategy": "delete"}
+            else:
+                payload["ttl"] = ttl
         return self.http.patch(
             f"/threads/{thread_id}",
-            json={"metadata": metadata},
+            json=payload,
             headers=headers,
             params=params,
         )
@@ -4367,6 +4525,7 @@ class SyncThreadsClient:
         *,
         metadata: Json = None,
         values: Json = None,
+        ids: Sequence[str] | None = None,
         status: ThreadStatus | None = None,
         limit: int = 10,
         offset: int = 0,
@@ -4381,6 +4540,7 @@ class SyncThreadsClient:
         Args:
             metadata: Thread metadata to filter on.
             values: State values to filter on.
+            ids: List of thread IDs to filter by.
             status: Thread status to filter on.
                 Must be one of 'idle', 'busy', 'interrupted' or 'error'.
             limit: Limit on number of threads to return.
@@ -4410,6 +4570,8 @@ class SyncThreadsClient:
             payload["metadata"] = metadata
         if values:
             payload["values"] = values
+        if ids:
+            payload["ids"] = ids
         if status:
             payload["status"] = status
         if sort_by:
@@ -4733,6 +4895,54 @@ class SyncThreadsClient:
             params=params,
         )
 
+    def join_stream(
+        self,
+        thread_id: str,
+        *,
+        stream_mode: ThreadStreamMode | Sequence[ThreadStreamMode] = "run_modes",
+        last_event_id: str | None = None,
+        headers: Mapping[str, str] | None = None,
+        params: QueryParamTypes | None = None,
+    ) -> Iterator[StreamPart]:
+        """Get a stream of events for a thread.
+
+        Args:
+            thread_id: The ID of the thread to get the stream for.
+            last_event_id: The ID of the last event to get.
+            headers: Optional custom headers to include with the request.
+            params: Optional query parameters to include with the request.
+
+        Returns:
+            Iterator[StreamPart]: An iterator of stream parts.
+
+        ???+ example "Example Usage"
+
+            ```python
+
+            for chunk in client.threads.join_stream(
+                thread_id="my_thread_id",
+                last_event_id="my_event_id",
+                stream_mode="run_modes",
+            ):
+                print(chunk)
+            ```
+
+        """  # noqa: E501
+        query_params = {
+            "stream_mode": stream_mode,
+        }
+        if params:
+            query_params.update(params)
+        return self.http.stream(
+            f"/threads/{thread_id}/stream",
+            "GET",
+            headers={
+                **({"Last-Event-ID": last_event_id} if last_event_id else {}),
+                **(headers or {}),
+            },
+            params=query_params,
+        )
+
 
 class SyncRunsClient:
     """Synchronous client for managing runs in LangGraph.
@@ -4823,7 +5033,7 @@ class SyncRunsClient:
         context: Context | None = None,
         checkpoint: Checkpoint | None = None,
         checkpoint_id: str | None = None,
-        checkpoint_during: bool | None = None,
+        checkpoint_during: bool | None = None,  # deprecated
         interrupt_before: All | Sequence[str] | None = None,
         interrupt_after: All | Sequence[str] | None = None,
         feedback_keys: Sequence[str] | None = None,
@@ -4836,6 +5046,7 @@ class SyncRunsClient:
         headers: Mapping[str, str] | None = None,
         params: QueryParamTypes | None = None,
         on_run_created: Callable[[RunCreateMetadata], None] | None = None,
+        durability: Durability | None = None,
     ) -> Iterator[StreamPart]:
         """Create a run and stream the results.
 
@@ -4855,7 +5066,7 @@ class SyncRunsClient:
             context: Static context to add to the assistant.
                 !!! version-added "Supported with langgraph>=0.6.0"
             checkpoint: The checkpoint to resume from.
-            checkpoint_during: Whether to checkpoint during the run (or only at the end/interruption).
+            checkpoint_during: (deprecated) Whether to checkpoint during the run (or only at the end/interruption).
             interrupt_before: Nodes to interrupt immediately before they get executed.
             interrupt_after: Nodes to Nodes to interrupt immediately after they get executed.
             feedback_keys: Feedback keys to assign to run.
@@ -4872,6 +5083,11 @@ class SyncRunsClient:
                 Use to schedule future runs.
             headers: Optional custom headers to include with the request.
             on_run_created: Optional callback to call when a run is created.
+            durability: The durability to use for the run. Values are "sync", "async", or "exit".
+                "async" means checkpoints are persisted async while next graph step executes, replaces checkpoint_during=True
+                "sync" means checkpoints are persisted sync after graph step executes, replaces checkpoint_during=False
+                "exit" means checkpoints are only persisted when the run exits, does not save intermediate steps
+
 
         Returns:
             Iterator[StreamPart]: Iterator of stream results.
@@ -4904,6 +5120,12 @@ class SyncRunsClient:
             StreamPart(event='end', data=None)
             ```
         """  # noqa: E501
+        if checkpoint_during is not None:
+            warnings.warn(
+                "`checkpoint_during` is deprecated and will be removed in a future version. Use `durability` instead.",
+                DeprecationWarning,
+                stacklevel=2,
+            )
         payload = {
             "input": input,
             "command": (
@@ -4928,6 +5150,7 @@ class SyncRunsClient:
             "on_disconnect": on_disconnect,
             "on_completion": on_completion,
             "after_seconds": after_seconds,
+            "durability": durability,
         }
         endpoint = (
             f"/threads/{thread_id}/runs/stream"
@@ -5018,7 +5241,7 @@ class SyncRunsClient:
         context: Context | None = None,
         checkpoint: Checkpoint | None = None,
         checkpoint_id: str | None = None,
-        checkpoint_during: bool | None = None,
+        checkpoint_during: bool | None = None,  # deprecated
         interrupt_before: All | Sequence[str] | None = None,
         interrupt_after: All | Sequence[str] | None = None,
         webhook: str | None = None,
@@ -5029,6 +5252,7 @@ class SyncRunsClient:
         headers: Mapping[str, str] | None = None,
         params: QueryParamTypes | None = None,
         on_run_created: Callable[[RunCreateMetadata], None] | None = None,
+        durability: Durability | None = None,
     ) -> Run:
         """Create a background run.
 
@@ -5048,7 +5272,7 @@ class SyncRunsClient:
             context: Static context to add to the assistant.
                 !!! version-added "Supported with langgraph>=0.6.0"
             checkpoint: The checkpoint to resume from.
-            checkpoint_during: Whether to checkpoint during the run (or only at the end/interruption).
+            checkpoint_during: (deprecated) Whether to checkpoint during the run (or only at the end/interruption).
             interrupt_before: Nodes to interrupt immediately before they get executed.
             interrupt_after: Nodes to Nodes to interrupt immediately after they get executed.
             webhook: Webhook to call after LangGraph API call is done.
@@ -5062,6 +5286,10 @@ class SyncRunsClient:
                 Use to schedule future runs.
             headers: Optional custom headers to include with the request.
             on_run_created: Optional callback to call when a run is created.
+            durability: The durability to use for the run. Values are "sync", "async", or "exit".
+                "async" means checkpoints are persisted async while next graph step executes, replaces checkpoint_during=True
+                "sync" means checkpoints are persisted sync after graph step executes, replaces checkpoint_during=False
+                "exit" means checkpoints are only persisted when the run exits, does not save intermediate steps
 
         Returns:
             Run: The created background run.
@@ -5137,6 +5365,12 @@ class SyncRunsClient:
             }
             ```
         """  # noqa: E501
+        if checkpoint_during is not None:
+            warnings.warn(
+                "`checkpoint_during` is deprecated and will be removed in a future version. Use `durability` instead.",
+                DeprecationWarning,
+                stacklevel=2,
+            )
         payload = {
             "input": input,
             "command": (
@@ -5159,6 +5393,7 @@ class SyncRunsClient:
             "if_not_exists": if_not_exists,
             "on_completion": on_completion,
             "after_seconds": after_seconds,
+            "durability": durability,
         }
         payload = {k: v for k, v in payload.items() if v is not None}
 
@@ -5254,7 +5489,7 @@ class SyncRunsClient:
         metadata: Mapping[str, Any] | None = None,
         config: Config | None = None,
         context: Context | None = None,
-        checkpoint_during: bool | None = None,
+        checkpoint_during: bool | None = None,  # deprecated
         checkpoint: Checkpoint | None = None,
         checkpoint_id: str | None = None,
         interrupt_before: All | Sequence[str] | None = None,
@@ -5269,6 +5504,7 @@ class SyncRunsClient:
         headers: Mapping[str, str] | None = None,
         params: QueryParamTypes | None = None,
         on_run_created: Callable[[RunCreateMetadata], None] | None = None,
+        durability: Durability | None = None,
     ) -> list[dict] | dict[str, Any]:
         """Create a run, wait until it finishes and return the final state.
 
@@ -5284,7 +5520,7 @@ class SyncRunsClient:
             context: Static context to add to the assistant.
                 !!! version-added "Supported with langgraph>=0.6.0"
             checkpoint: The checkpoint to resume from.
-            checkpoint_during: Whether to checkpoint during the run (or only at the end/interruption).
+            checkpoint_during: (deprecated) Whether to checkpoint during the run (or only at the end/interruption).
             interrupt_before: Nodes to interrupt immediately before they get executed.
             interrupt_after: Nodes to Nodes to interrupt immediately after they get executed.
             webhook: Webhook to call after LangGraph API call is done.
@@ -5301,6 +5537,10 @@ class SyncRunsClient:
             raise_error: Whether to raise an error if the run fails.
             headers: Optional custom headers to include with the request.
             on_run_created: Optional callback to call when a run is created.
+            durability: The durability to use for the run. Values are "sync", "async", or "exit".
+                "async" means checkpoints are persisted async while next graph step executes, replaces checkpoint_during=True
+                "sync" means checkpoints are persisted sync after graph step executes, replaces checkpoint_during=False
+                "exit" means checkpoints are only persisted when the run exits, does not save intermediate steps
 
         Returns:
             Union[list[dict], dict[str, Any]]: The output of the run.
@@ -5355,6 +5595,12 @@ class SyncRunsClient:
             ```
 
         """  # noqa: E501
+        if checkpoint_during is not None:
+            warnings.warn(
+                "`checkpoint_during` is deprecated and will be removed in a future version. Use `durability` instead.",
+                DeprecationWarning,
+                stacklevel=2,
+            )
         payload = {
             "input": input,
             "command": (
@@ -5376,6 +5622,7 @@ class SyncRunsClient:
             "on_completion": on_completion,
             "after_seconds": after_seconds,
             "raise_error": raise_error,
+            "durability": durability,
         }
 
         def on_response(res: httpx.Response):

libs/sdk-py/langgraph_sdk/schema.py

@@ -38,6 +38,14 @@ Represents the status of a thread:
 - "error": An exception occurred during task processing.
 """
 
+ThreadStreamMode = Literal["run_modes", "lifecycle", "state_update"]
+"""
+Defines the mode of streaming:
+- "run_modes": Stream the same events as the runs on thread, as well as run_done events.
+- "lifecycle": Stream only run start/end events.
+- "state_update": Stream state updates on the thread.
+"""
+
 StreamMode = Literal[
     "values",
     "messages",
@@ -91,6 +99,12 @@ Defines action after completion:
 - "keep": Retain resources after completion.
 """
 
+Durability = Literal["sync", "async", "exit"]
+"""Durability mode for the graph execution.
+- `"sync"`: Changes are persisted synchronously before the next step starts.
+- `"async"`: Changes are persisted asynchronously while the next step executes.
+- `"exit"`: Changes are persisted only when the graph exits."""
+
 All = Literal["*"]
 """Represents a wildcard or 'all' selector."""
 

pregel.learning.md

@@ -0,0 +1,153 @@
+# LangGraph Channel Types Usage Analysis
+
+本文档分析了 LangGraph 中各种通道类型在 StateGraph 中的使用情况，基于对整个仓库的深入分析。
+
+## 通道类型使用总结
+
+### 1. **LastValue** - 最常用的默认通道
+**使用场景：** 普通状态字段的默认通道类型
+**创建方式：** 自动创建（fallback）
+**仓库例子：**
+```python
+class State(TypedDict):
+    hello: str  # 自动创建 LastValue(str) 通道
+    count: int  # 自动创建 LastValue(int) 通道
+```
+
+### 2. **BinaryOperatorAggregate** - 状态聚合通道
+**使用场景：** 使用 reducer 函数进行状态聚合
+**创建方式：** 通过 `Annotated[Type, reducer_function]`
+**仓库例子：**
+```python
+# 例子1: 使用 add_messages
+class State(TypedDict):
+    messages: Annotated[list[str], add_messages]  # 创建 BinaryOperatorAggregate
+
+# 例子2: 使用 operator.add
+StateGraph(Annotated[str, operator.add])  # 整个状态使用聚合
+StateGraph(Annotated[list, operator.add])  # 列表聚合
+
+# 例子3: 使用 operator.or_
+class State(TypedDict):
+    val3: Required[Annotated[dict, operator.or_]]  # 字典合并
+```
+
+### 3. **EphemeralValue** - 临时通道
+**使用场景：** 系统内部使用，节点间的临时通信
+**创建方式：** 系统自动创建
+**仓库例子：**
+```python
+# StateGraph.compile() 中自动创建
+START: EphemeralValue(self.input_schema)  # 输入通道
+
+# CompiledStateGraph.attach_node() 中创建
+EphemeralValue(Any, guard=False)  # 节点分支通道
+```
+
+### 4. **LastValueAfterFinish** - 延迟通道
+**使用场景：** 节点设置了 `defer=True` 时使用
+**创建方式：** 系统根据节点配置自动创建
+**仓库例子：**
+```python
+# CompiledStateGraph.attach_node() 中
+if node.defer:
+    LastValueAfterFinish(Any)  # 延迟节点的分支通道
+```
+
+### 5. **NamedBarrierValue** - 同步屏障通道
+**使用场景：** 多个节点汇聚到一个节点时的同步
+**创建方式：** 系统在处理 waiting_edges 时自动创建
+**仓库例子：**
+```python
+# CompiledStateGraph.attach_edge() 中
+channel_name = f"join:{'+'.join(starts)}:{end}"
+self.channels[channel_name] = NamedBarrierValue(str, set(starts))
+```
+
+### 6. **NamedBarrierValueAfterFinish** - 延迟同步屏障通道
+**使用场景：** 延迟节点的多节点汇聚同步
+**创建方式：** 系统在处理延迟节点的 waiting_edges 时自动创建
+**仓库例子：**
+```python
+# CompiledStateGraph.attach_edge() 中
+if self.builder.nodes[end].defer:
+    self.channels[channel_name] = NamedBarrierValueAfterFinish(str, set(starts))
+```
+
+### 7. **Topic** - 发布订阅通道
+**使用场景：** 仅在直接使用 Pregel 时手动创建，StateGraph 中无实际使用
+**创建方式：** 手动创建或系统内部 TASKS 通道
+**仓库例子：**
+```python
+# Pregel.__init__() 中系统创建
+self.channels[TASKS] = Topic(Send, accumulate=False)
+
+# 直接 Pregel 使用（非 StateGraph）
+app = Pregel(
+    channels={"c": Topic(str, accumulate=True)},  # 手动创建
+    # ...
+)
+```
+
+### 8. **UntrackedValue** - 未追踪通道
+**使用场景：** 在仓库中未找到实际使用例子
+**创建方式：** 需要手动创建
+**状态：** 理论存在但实际未使用
+
+### 9. **AnyValue** - 任意值通道
+**使用场景：** 在仓库中未找到实际使用例子
+**创建方式：** 需要手动创建
+**状态：** 理论存在但实际未使用
+
+## 使用模式总结
+
+### **用户显式创建的通道：**
+1. **BinaryOperatorAggregate** - 通过 `Annotated[Type, reducer]`
+2. **Topic** - 仅在直接 Pregel API 中手动创建
+
+### **系统自动创建的通道：**
+1. **LastValue** - 默认通道类型
+2. **EphemeralValue** - 输入和分支通道
+3. **LastValueAfterFinish** - 延迟节点分支
+4. **NamedBarrierValue** - 多节点汇聚同步
+5. **NamedBarrierValueAfterFinish** - 延迟节点汇聚同步
+
+### **实际使用频率：**
+1. **高频使用：** LastValue, BinaryOperatorAggregate, EphemeralValue
+2. **中频使用：** NamedBarrierValue, LastValueAfterFinish
+3. **低频使用：** Topic（仅系统内部）
+4. **未使用：** UntrackedValue, AnyValue
+
+## 通道创建机制
+
+### 自动创建流程
+1. **StateGraph._add_schema()** - 解析状态类型
+2. **_get_channels()** - 提取类型注解
+3. **_get_channel()** - 判断通道类型：
+   - 检查 Managed Value
+   - 检查 Channel（如 Topic）
+   - 检查 BinaryOperator（如 add_messages）
+   - 默认创建 LastValue
+
+### 编译时创建
+- **START 通道：** `EphemeralValue(input_schema)`
+- **分支通道：** `EphemeralValue(Any, guard=False)` 或 `LastValueAfterFinish(Any)`
+- **汇聚通道：** `NamedBarrierValue` 或 `NamedBarrierValueAfterFinish`
+
+## 设计哲学
+
+**StateGraph 主要关注状态管理，大部分通道类型都是系统自动管理的，用户只需要关心状态结构和聚合逻辑**。只有在需要特殊聚合行为时，用户才需要显式使用 `Annotated` 注解来指定 reducer 函数。
+
+## 关键发现
+
+1. **Topic 通道在 StateGraph 中几乎不使用** - 仓库中没有通过状态 Schema 注解创建 Topic 的实际例子
+2. **BinaryOperatorAggregate 是用户最常显式创建的通道** - 通过 `add_messages` 等 reducer 函数
+3. **大部分通道都是系统内部自动管理** - 用户无需关心底层通道实现
+4. **StateGraph 和直接 Pregel 的使用场景不同** - StateGraph 专注状态管理，Pregel 专注消息传递
+
+## 实际代码位置
+
+- **通道创建逻辑：** `libs/langgraph/langgraph/graph/state.py:1299-1388`
+- **编译时通道管理：** `libs/langgraph/langgraph/graph/state.py:856-894`
+- **节点附加逻辑：** `libs/langgraph/langgraph/graph/state.py:935-1067`
+- **边处理逻辑：** `libs/langgraph/langgraph/graph/state.py:1038-1062`