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Tools can now declare an `output_schema`, set explicitly or inferred from a Pydantic return annotation. `format_output_for_agent` validates the raw result against it and serializes to JSON for the agent, while `run` keeps returning the raw value. Falls back to `str(raw_result)` with a warning when validation or serialization fails.