22,000 Lines Later: AI Reviews My Code Every Morning
Published on 2026-03-31
I added 22,393 lines of code last week. Every morning, two AI models had already reviewed it before my first coffee.
That's the number that matters. Velocity without review is debt. With review? That's compound interest on quality.
The Numbers
Two codebases, the 7,352 deleted lines? That's refactoring, not just adding.
The Setup
Every morning at 9 AM UTC, OpenClaw runs a pipeline:
- Pull latest from both repos
- Find files changed in last 24h via
git log - Send them to Minimax M2.5 and GPT-5
- Aggregate suggestions into a web report
No manual steps. The report is just there.
Why Git Log Matters
Scanning all files in repo every day is noise. Now it only sends what changed, typically 30-100 files. The models don't need your whole codebase. They need what you wrote today.
The Honest Caveats
They hallucinate sometimes. GPT-5 returns encrypted reasoning instead of content occasionally. Sometimes they flag non-issues.
But I'd rather filter false positives than miss real bugs. The human decides what to fix. AI just makes sure you have a second (and third) opinion on everything.
If you're writing AI-assisted code: who's reviewing it?