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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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Detecting AI-generated code is the weak link in review policy
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Detecting AI-generated code is the weak link in review policy

#codereview #ai #agents
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5 min read
Cutting PR review time is an orchestration problem, not a reviewer problem
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Cutting PR review time is an orchestration problem, not a reviewer problem

#codereview #ai #cicd #softwareengineering
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5 min read
Copilot's review default is 'Comment', not 'Approve'. Read the docs before you trust the merge gate.
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Copilot's review default is 'Comment', not 'Approve'. Read the docs before you trust the merge gate.

#aicodereview #githubcopilot #codereview #agents
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5 min read
The "AI code creates 1.7x more problems" number, read on its own method
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The "AI code creates 1.7x more problems" number, read on its own method

#aicodequality #codereview #ai #engineering
Comments
6 min read
A code reviewer that silently skips your rules is worse than one that ignores them
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A code reviewer that silently skips your rules is worse than one that ignores them

#aicodereview #codereview #agents #claudecode
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5 min read
The 'best AI code review tool' SERP is a wall of self-rankers. One independent benchmark breaks it.
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The 'best AI code review tool' SERP is a wall of self-rankers. One independent benchmark breaks it.

#codereview #aicodereview #benchmark #developertools
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5 min read
Two AI code review benchmarks disagree on the winner, and agree on what to measure
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Two AI code review benchmarks disagree on the winner, and agree on what to measure

#codereview #ai #softwareengineering
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5 min read
When agents sped up, two teams hit the same wall: validation couldn't keep up
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When agents sped up, two teams hit the same wall: validation couldn't keep up

#ai #codereview #softwareengineering
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4 min read
Verifying an AI code review tool against GitHub itself
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Verifying an AI code review tool against GitHub itself

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

#aicodereview #codereview #softwareengineering #aiengineering
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5 min read
Cutting PR review time with AI comes down to two numbers
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Cutting PR review time with AI comes down to two numbers

#codereview #aicoding #pullrequest #engineeringmanagers
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5 min read
The AI code review bottleneck isn't throughput, it's scrutiny
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The AI code review bottleneck isn't throughput, it's scrutiny

#aicodereview #codereview #aiagents #engineeringmanagement
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5 min read
A code review benchmark that isn't the vendor ranking itself
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A code review benchmark that isn't the vendor ranking itself

#codereview #aicode #benchmark #reviewtools
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4 min read
Which "open source" AI code review tools are actually open source?
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Which "open source" AI code review tools are actually open source?

#codereview #aicode #opensource #reviewtools
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5 min read
Free AI code review tools: what "free" actually means
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Free AI code review tools: what "free" actually means

#codereview #aicode #pricing #reviewtools
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4 min read
The GitHub hookup decides whether AI review works
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The GitHub hookup decides whether AI review works

#aicodereview #github #codereview #pullrequest
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5 min read
Every agent PR costs review time even if it never merges
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Every agent PR costs review time even if it never merges

#aicodereview #codereview #engineeringmanagement
Comments 1
5 min read
What self-hosting AI code review actually costs
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What self-hosting AI code review actually costs

#ai #devops #infrastructure #opensource
2
Comments 1
2 min read
When review time plateaued, reviewers had stopped reading
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When review time plateaued, reviewers had stopped reading

#codereview #aicodereview #salesforce #reviewvolume
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2 min read
Cycle time and review time are not the same metric
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Cycle time and review time are not the same metric

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

#codereview #ai #selfhosting #devtools
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2 min read
Counting bugs is the hard part of comparing AI review tools
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Counting bugs is the hard part of comparing AI review tools

#aicodereview #codereview #benchmarking #aitools
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3 min read
GitHub's official AI review guide is a mostly-human checklist
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GitHub's official AI review guide is a mostly-human checklist

#aicodereview #codereview #ai
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2 min read
Comparing AI review tools: what the numbers actually tell you
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Comparing AI review tools: what the numbers actually tell you

#aicodereview #codereview #ai
1
Comments 1
3 min read
Multi-repo AI review: a context problem, not a volume problem
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Multi-repo AI review: a context problem, not a volume problem

#codereview #ai #devtools
Comments 1
3 min read
Cutting PR review time is really changing where review happens
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Cutting PR review time is really changing where review happens

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

#codereview #aiagents #aicodereview
Comments 1
2 min read
Where AI review pays: the codebase matters more than volume
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Where AI review pays: the codebase matters more than volume

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

#aicodereview #vibecoding #reviewbottleneck
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2 min read
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