The Hone blog

Field notes on making production AI agents better every day.

July 2, 2026

Why green evals still ship broken agents

A test suite proves your agent handles the cases you imagined. Here's what that misses — and how reading production closes the gap.

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June 18, 2026

Intent is the unit of agent quality

Accuracy metrics hide the real question: did the user get what they came for? A look at scoring agents by intent instead.

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June 3, 2026

Anatomy of a self-improving pull request

How Hone turns a recurring failure into a diff, replays it against history, and hands it to a human to merge.

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