Skills
Split your review gate: deterministic static analysis for blocking, async AI reviewer for contextual feedback
The pattern converging across teams in 2026 is to use static analyzers as high-confidence blocking gates (deterministic rules) and run an AI reviewer asynchronously in parallel for semantic, repo-aware feedback that never blocks the pipeline. AI reviewers excel at mechanical bugs and applying a pattern consistently across hundreds of PRs; agentic reviewers like Devin report ~70% auto-fix-on-approval resolution. Wire AI review as a webhook/parallel CI step (CodeRabbit, Greptile, Qodo, Cursor Bugbot) so it surfaces earlier and contextually rather than gating merges on a probabilistic check.
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