Clone it, mutate any of the four fields, point a real LLM at it, and watch tool selection shift in front of you. The schemas are written as plain, readable JSON — not inferred from Python types — so ...

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Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills ...

List your movie, TV & celebrity picks.

Every time you mutate earlier turns, you invalidate the cache from that point forward. Append, do not edit. The frontier models can handle 200k plus tokens. That does not mean you should fill them.