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fix(docs): clarify value of context (#5689)
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@@ -8,7 +8,7 @@ Context includes *any* data outside the message list that can shape behavior. Th
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- Internal state updated during a multi-step reasoning process.
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- Persistent memory or facts from previous interactions.
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LangGraph provides **three** primary ways to supply context:
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LangGraph provides **three** primary ways to manage context:
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| Type | Description | Mutable? | Lifetime |
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|------------------------------------------------------------------------------|-----------------------------------------------|----------|-------------------------|
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@@ -18,14 +18,21 @@ LangGraph provides **three** primary ways to supply context:
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### Runtime Context
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!!! note "`config['configurable']` -> `runtime.context`"
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Runtime context is for immutable data like user metadata, tools, db connections, etc. Use this when you have values that don't change mid-run.
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In LangGraph < v1.0, static runtime context was passed via the `config['configurable']` key, paired with a `config_schema` argument
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to `StateGraph` or `Pregel`. This is now deprecated and will be removed in v2.0.
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!!! version-added "New in LangGraph v0.6: `Runtime.context` replaces `config['configurable']`"
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As of LangGraph v1.0, the Runtime object is recommended to access static context and runtime-specific information like the store and stream writer.
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The `Runtime` object is recommended to access static context and runtime-specific information like the store and stream writer.
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Runtime context is for immutable data like user metadata or API keys. Use this when you have values that don't change mid-run.
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!!! note
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Runtime context refers to local context: data and dependencies your code needs to run. It does not refer to:
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* The LLM context, which is the data passed into the LLM's prompt.
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* The "context window", which is the maximum number of tokens that can be passed to the LLM.
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You likely want to use the local context to optimize the LLM's context window. For example, you
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could use a user id to fetch a user's name and information from a database to populate the context window with relevant memories.
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Specify static context via the `context` argument to `invoke` / `stream`, which is reserved for this purpose:
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