Peter Yang's 10/80/10 rule: the last 10% of manual work separates AI slop from quality

petergyang · x · 2026-10-01

Peter Yang shares his "10/80/10 rule" for AI workflows: run a skill to kick things off (first 10%), let AI do the middle 80%, then spend the final 10% on manual feedback and tweaks.

Writing a newsletter, he runs the skill first, gives feedback, and AI handles 80% of the work. He's skeptical of "fully end-to-end automation" claims, arguing that what separates slop from genuinely good output is the human time spent on that last 10%.

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