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This pull request fixes #2487 a resume bug where agent.as_tool() nested HITL runs could re-interrupt indefinitely after RunState.to_json()/from_json() if weakref-backed cache state was lost. The change serializes pending nested agent-tool run state inside last_processed_response.functions[*], restores it into the ephemeral agent-tool cache during deserialization, and replaces stale signature-matching cache entries to avoid reusing outdated pending interruptions. It also adds a regression test that reproduces the GC + JSON round-trip scenario and verifies that approve-and-resume completes instead of looping.