Blog
Engineering insights from the Codzee team.
Code review practices, AI in engineering workflows, and product updates. New posts weekly.
Code Review
Why most AI code reviewers get muted within a month
We looked at how teams actually use AI reviewers and why so many end up disabling them. The answer isn't quality - it's volume.
Engineering
How expertise-based reviewer routing actually works
Static CODEOWNERS files don't account for who's been active lately, who's overloaded, or who actually wrote the code you're changing.
Product
The confidence threshold: why we cap at 75%
Every AI model produces findings at different confidence levels. We decided that below 75% we'd rather stay quiet. Here's why.
Code Review
What happens when you dismiss an AI comment
Codzee stores dismissed patterns and uses them to avoid repeating similar feedback. Here's how that feedback loop works under the hood.
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