When you should delegate to AI (and when you shouldn’t).
Only delegate work that’s verifiable, low risk, boring, and easy to define as “done.”
Everything else needs real human ownership....
Inspiring you to be a better technical leader 🚀 Featuring original content on software engineering, leadership, management, infrastructure, teams, tech, tools.
Joined September 2014
- Codex reviewing Claude's code dropped the pass rate from 91.4% to 82.8%. Flip it the other way: Claude reviewing Codex's code lifted the pass rate from 71.6% to 89.7% Your AI-coding agents might need an org chart! Article by @stokel
- AI governance is now an engineering problem. @McKinsey's found 88% of orgs use AI in at least one business function. Only 6% qualify as high performers capturing real value from it, and 50% have experienced at least one negative consequence.
- Your junior software engineers don’t need an office. They need you!
- AI productivity gains are closer to 10% than 10x The benchmark is wrong, not the results.

