What can humans safely stop looking at?

• AI can produce more code than humans can inspect, and that imbalance is unlikely to reverse. Reading everything cannot remain the quality-control strategy.
• Attention should go where judgement has the most value: consequential behaviour, ambiguity, weak guarantees, novelty and unresolved failures.
• Mechanical work can move into codemods, contracts, tests and analysis. Some decisions need constrained search; others still need human judgement.
• Focus may emerge from dependency and risk, but visible failures aren't enough. We also need to notice what has never been adequately verified.

• #ai
• #software-engineering
• #verification