Story
Took a senior colleague's PR review feedback on a documentation repo, analyzed what they changed, and extracted the patterns into reusable AI skills — not just for that one article, but as general content quality rules. Updated AI's long-term memory mid-session when the reviewer's guidance was better than existing rules.
Blog Angle
How human expertise from PR reviews becomes durable AI improvement. The AI doesn't just fix one article — it learns the pattern forever. 'Your best reviewers are also your best AI trainers.'
Key Themes
- Human-AI collaboration loop
- PR reviews as training data
- Durable skill extraction from ephemeral feedback
- Correcting AI assumptions in real-time
Source Session
Acrolinx skill improvement (May 26, 2026)
Story
Took a senior colleague's PR review feedback on a documentation repo, analyzed what they changed, and extracted the patterns into reusable AI skills — not just for that one article, but as general content quality rules. Updated AI's long-term memory mid-session when the reviewer's guidance was better than existing rules.
Blog Angle
How human expertise from PR reviews becomes durable AI improvement. The AI doesn't just fix one article — it learns the pattern forever. 'Your best reviewers are also your best AI trainers.'
Key Themes
Source Session
Acrolinx skill improvement (May 26, 2026)