[WIP] Adapt `AgentMessage` to `ChatCompletion`#309

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braisedpork1964 wants to merge 8 commits intomainfrom

refactor/function_call

Commits on Mar 16, 2026

refactor
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Commits on Mar 17, 2026

backward compatibility
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Commits on Mar 18, 2026

improve memory serialization and deserialization
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Commits on Mar 24, 2026

ensure forward idempotence when resuming aborted rollout
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