AI code review reads the patch, not the execution
When AI writes 30% of your lines, patch-text review hits a ceiling. The fix is an execution layer, not a bigger reviewer.
Category · 5 of 30 articles
What the category actually is, in terms an engineer can argue with.
When AI writes 30% of your lines, patch-text review hits a ceiling. The fix is an execution layer, not a bigger reviewer.
I ran zizmor 1.29.0 against the exact Snowflake GitHub Actions workflow. A deterministic static rule flagged the injection at High confidence while AI review cleared it.
AI code review statistics for 2026: adoption, trust, review turnaround, AI code volume, and bug-catch benchmarks — every stat linked to a primary source.
AI code review vs static analysis compared: determinism vs reasoning, false positives, SAST coverage, cost, and why mature teams run both.
AI code review explained: how LLM reviewers work, what they catch and miss, how they differ from linters and static analysis, plus sourced adoption data.