Weekly agent transcript reviews: mine your sessions into AGENTS.md to level up agents
JeremyNguyenPhD · x · 2026-10-10
weswinder argues your agent transcripts are the most underrated dataset you own. The recipe: once a week, point an agent at the last 7 days of sessions and extract (1) mistakes it keeps repeating, (2) commands that failed more than twice, (3) files it always gets wrong — then paste the list into AGENTS.md so the agent improves weekly without waiting for a new model.
JeremyNguyenPhD adds a synergy angle: he already does weekly human reviews and periodic agent transcript reviews (often via compound engineering), but hadn't considered having Codex or Claude Code cross-reference both to learn from a combined picture.
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