Redditor adapts Google's Harness² into an offline self-improvement loop for Claude/Codex/Gemini agents

cobresalino · reddit · 2026-11-02

Reddit user cobresalino is adapting Google's Harness² approach into an offline improvement loop for a Claude/Codex/Gemini agent setup: learn from session failures, test changes locally, keep what helps, and roll back what breaks.

The post asks whether anyone has pushed this beyond a demo — what actually improved, and how it was measured — inviting repos and failure stories. It highlights a real gap in current agent engineering: making agents genuinely get better with use (autopoiesis).

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