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We publish what we learn building and testing AI: uncertainty you can act on, evaluation that catches failures before customers do, and the methods we use in client work. Practical, with code where it helps.

Latest · 8 November 2026 · 8 min read

A release gate for AI agents: what we test before every update

AI agents break quietly when a model, prompt or tool changes. Here is the automated gate we put in front of every release: what goes in the test suite, how to set pass thresholds, and how to read zero failures honestly.

  • LLM evaluation
  • AI agents
  • Release gates
  • Prompt injection
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