Make your AI system improve itself: regression sets, weekly handbook updates

FinanceYF5 · x · 2026-11-15

Part 9 of Greg Isenberg's 49-point guide on continuous improvement: keep 50 real cases with known answers and re-test on every new model release; humans retain final approval, accountability, and client communication; write successes and failure causes back to the knowledge base after each task; auto-summarize support tickets, analytics, and social comments nightly; have agents revise the handbook every Friday with human-reviewed diffs; monthly, rank processes by profit per labor hour — kill the worst, double down on the best.

Related event: Greg Isenberg shares 49 rules for building an AI-native company(12 posts)→

Original post →

More from coding & agent

coding & agent channel →