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Tess Ainsley profile picture

Tess Ainsley

Somebody still has to read the pull request. I write down what teams are learning about that part, and I link where it came from.

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Verifying an AI code review tool against GitHub itself

Verifying an AI code review tool against GitHub itself

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5 min read
When AI swells PR volume, review time stops scaling. That is the signal to watch.

When AI swells PR volume, review time stops scaling. That is the signal to watch.

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5 min read
Cutting PR review time with AI comes down to two numbers

Cutting PR review time with AI comes down to two numbers

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5 min read
The AI code review bottleneck isn't throughput, it's scrutiny

The AI code review bottleneck isn't throughput, it's scrutiny

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5 min read
A code review benchmark that isn't the vendor ranking itself

A code review benchmark that isn't the vendor ranking itself

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4 min read
Which "open source" AI code review tools are actually open source?

Which "open source" AI code review tools are actually open source?

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5 min read
Free AI code review tools: what "free" actually means

Free AI code review tools: what "free" actually means

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4 min read
The GitHub hookup decides whether AI review works

The GitHub hookup decides whether AI review works

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5 min read
Every agent PR costs review time even if it never merges

Every agent PR costs review time even if it never merges

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5 min read
What self-hosting AI code review actually costs

What self-hosting AI code review actually costs

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2 min read
When review time plateaued, reviewers had stopped reading

When review time plateaued, reviewers had stopped reading

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2 min read
Cycle time and review time are not the same metric

Cycle time and review time are not the same metric

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2 min read
Self-hosting AI code review is a model-placement decision, not a tool decision

Self-hosting AI code review is a model-placement decision, not a tool decision

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2 min read
Counting bugs is the hard part of comparing AI review tools

Counting bugs is the hard part of comparing AI review tools

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3 min read
GitHub's official AI review guide is a mostly-human checklist

GitHub's official AI review guide is a mostly-human checklist

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2 min read
Comparing AI review tools: what the numbers actually tell you

Comparing AI review tools: what the numbers actually tell you

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3 min read
Multi-repo AI review: a context problem, not a volume problem

Multi-repo AI review: a context problem, not a volume problem

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3 min read
Cutting PR review time is really changing where review happens

Cutting PR review time is really changing where review happens

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2 min read
The best coding agent still gets ~6 in 10 changes wrong. That is your review load.

The best coding agent still gets ~6 in 10 changes wrong. That is your review load.

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2 min read
Where AI review pays: the codebase matters more than volume

Where AI review pays: the codebase matters more than volume

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2 min read
Review time is up 441% under vibe coding. That is the real problem.

Review time is up 441% under vibe coding. That is the real problem.

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2 min read
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