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Optimizing my AI Spend with an Open Model, A Commercial Model, and Deterministic Scripts

calendar_today September 22, 2026 domain api-evangelist

Every provider in the API Evangelist and catalog gets profiled by a pipeline. It reads the company’s site and documentation, finds and verifies the contracts they publish, and writes the artifacts the Kin Score reads: the API entries, the pointers, the authentication and error and rate-limit records, the agent-facing surfaces. For most of this year that pipeline was one long prompt handed to Claude, and it worked.

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