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#state-management

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pydantic-ai langgraph agent-frameworks python opentelemetry human-in-the-loop

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Pydantic AI v1.87 Closes [the LangGraph Gap](/articles/langgraph-1-1-10s-toolnode-now-accepts-list-command-toolmessage-how-that-splits/): Deferred Tool Calls, OpenTelemetry Eval, Stateful Compaction

Pydantic AI v1.83-v1.87 added deferred tool calls, OpenTelemetry evaluation, and stateful compaction, closing the gap that previously favored LangGraph.
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