Ex-Apple engineer open-sources Harness Tuner: Claude Code auto-tunes agents, 2.5x fewer failures

davernow · reddit · 2026-11-14

An ex-Apple engineer released Harness Tuner (MIT, open source), which lets Claude Code automatically tune AI agents—rewriting tools, tightening prompts/skills, and trying other models—while measuring every change against your full eval suite. On a real production agent it achieved 2.5x fewer failures, 6x lower cost, and 2x speedup, validated on held-out conversations enforced in code. A loop of small Claude Code agents plans experiments, builds them, and decides what to keep; Codex and OpenCode also work. Install with uv tool install harness-tuner and try harness-tuner --demo.

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