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Designing tools so an LLM actually calls them correctly: 5 patterns from the CCA-F blueprint
The first time I shipped a tool-using agent, it kept calling the wrong tool. Not occasionally — often enough that I couldn't ship it. The tools worked. The schemas were valid. The descriptions were technically accurate. The model still picked the wrong one, over and over.
What I learned, painfully, is that designing a tool for an LLM caller is closer to writing technical documentation than writing a function signature. The model is reading your tool definition as part of its decision about wh...
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