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Closes #36177. --- Ollama's deserialization path already captures `"thinking"` content as `additional_kwargs["reasoning_content"]` on `AIMessage`, but the reverse direction — serializing back to the Ollama wire format — was missing. This means multi-turn conversations with reasoning models like `deepseek-r1` would silently drop the chain-of-thought, breaking agents that need prior reasoning preserved across turns.