Why reviewing AI code is a bottleneck (and how to fix it)

Описание и применение

Риск‑аннотатор автоматически выделяет самые опасные участки в diff, помогая разработчикам быстро находить критические изменения и избегать "слепых" слияний.

Задача

Developers using AI assistants generate large diffs quickly, but the cognitive load of reviewing these diffs leads to missed issues and a new technical debt called the "Blind Merge."

Результат

Risk‑annotate reduces the cognitive load of reviewing AI‑generated code by highlighting the most critical changes, helping developers avoid blind merges and technical debt.

Рабочий процесс

• Run risk‑annotate on a git diff (e.g., HEAD~1..HEAD).
• The tool scans the diff and assigns risk levels (HIGH, MED, LOW) to hunks based on heuristics.
• It outputs annotations indicating which files and lines are high risk and why.
• Reviewers focus on the highlighted high‑risk hunks before approving the merge.
• Merge proceeds with reduced blind spots and lower technical debt.

Доказательства

We’re writing code faster than we can actually review it.

Источник

It’s a completely local, zero‑dependency CLI. No cloud, no telemetry, no API keys.

Источник

Risk annotations HEAD~1..HEAD · 7 files · 3 HIGH · 3 MED · 1 LOW

Источник