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docs: update Agent documentation (#1333)

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Summary:
- [new] Agent concepts (session, turn)
- [new] how to write custom tools
- [new] non-streaming API and how to get outputs
- [update] remaining `memory` -> `rag` rename
- [new] note importance of `instructions`

Test Plan:
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ehhuang 2025-03-01 22:34:52 -08:00 • committed by GitHub
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docs/source/building_applications/evals.md
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@ -149,7 +149,6 @@ agent_config = {
}
],
"tool_choice": "auto",
"tool_prompt_format": "json",
"input_shields": [],
"output_shields": [],
"enable_session_persistence": False,