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

Description and use

Risk‑annotate automatically highlights the riskiest hunks in a git diff, guiding developers to critical changes and preventing blind merges.

Problem

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."

Outcome

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.

Workflow

• 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.

Evidence

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

Source

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

Source

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

Source