Your AI Agent Is Hiding Its Mistakes From You - Ben Holmes, Warp

Agents silently work around broken instructions. Scoring past transcripts with rubrics and auto-opening fix PRs gives a repeatable loop for improving skills and config.

• AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
• LLM — A large language model — the neural network behind tools like Claude and ChatGPT, trained on huge amounts of text to predict what comes next.
• agent skill — A reusable instruction file that teaches an agent how to do one job well — the procedure, the tools, and what counts as done.

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