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Gate the Patch, Not the Model: A Three-Check Loop for Untrusted Code Outputs

Gate the Patch, Not the Model: A Three-Check Loop for Untrusted Code Outputs

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5 min read
A Free Model's Review Had No Evidence. The Maintainer Added a Claim Ledger.

A Free Model's Review Had No Evidence. The Maintainer Added a Claim Ledger.

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4 min read
Measure a Free Coding Model's Patch Footprint Before You Merge It

Measure a Free Coding Model's Patch Footprint Before You Merge It

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4 min read
Dependency Distance: A Blast-Radius Check for AI-Generated Changes

Dependency Distance: A Blast-Radius Check for AI-Generated Changes

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4 min read
A Three-Pass Hygiene Check for Free Coding Model Diffs

A Three-Pass Hygiene Check for Free Coding Model Diffs

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3 min read
oss pr reviewer tutorial: My Node.js Validation Bug

oss pr reviewer tutorial: My Node.js Validation Bug

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8 min read
Route Your AI Code Reviews by Risk: A Two-Tier Gate That Spends Strong Models Only on Scary Diffs

Route Your AI Code Reviews by Risk: A Two-Tier Gate That Spends Strong Models Only on Scary Diffs

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5 min read
A Two-Gate Harness for AI-Generated Patches You Can Run on a Free Server

A Two-Gate Harness for AI-Generated Patches You Can Run on a Free Server

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4 min read
Treat Every `.gitlab-ci.yml` Edit as a Graph Change, Not a Text Diff

Treat Every `.gitlab-ci.yml` Edit as a Graph Change, Not a Text Diff

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6 min read
How to Review API Changes Without Breaking Clients

How to Review API Changes Without Breaking Clients

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5 min read
Your AI Reviewer Needs a Reviewer: A Free Pipeline for Stress-Testing Suggested Diffs

Your AI Reviewer Needs a Reviewer: A Free Pipeline for Stress-Testing Suggested Diffs

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5 min read
Judge AI Code Review With a Scoreboard, Not a Demo: A Repeatable Experiment That Runs on Free Access

Judge AI Code Review With a Scoreboard, Not a Demo: A Repeatable Experiment That Runs on Free Access

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7 min read
A Local AI Review Pass for Python Diffs Before You Open the PR

A Local AI Review Pass for Python Diffs Before You Open the PR

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6 min read
The Coordinated Rename Is the Agent's Most Dangerous Refactor

The Coordinated Rename Is the Agent's Most Dangerous Refactor

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8 min read
GitHub's native stacked pull requests land in public preview

GitHub's native stacked pull requests land in public preview

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4 min read
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