Faster than I can review

“My AI produces more than I can review”

Generation stopped being the bottleneck; your attention did. These techniques put review effort where the risk is — adversarial cross-checks, depth that scales with blast radius, and samples that actually measure.

Which version of it is yours?

• Adversarial Cross-Check — the diff is too big to read, and asking it to double-check always comes back fine
• Risk-Tiered Review — the trivial rename and the risky change both got the same thirty-second skim
• Sampling Audit — scrolling through all 200 files felt like reviewing, but wouldn’t catch the same mistake made everywhere