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A Diff Autopsy Sheet for Free-Model Changes: Flag Deletions, Churn, and Repo Shape Before Review

A Diff Autopsy Sheet for Free-Model Changes: Flag Deletions, Churn, and Repo Shape Before Review

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5 min read
How to Review Test Code

How to Review Test Code

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5 min read
Free Preflight Review in CI: Cut Paid Minutes with a Simple Gate

Free Preflight Review in CI: Cut Paid Minutes with a Simple Gate

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5 min read
Stop Trusting AI-Written GitLab CI: 12 Checks to Gate It

Stop Trusting AI-Written GitLab CI: 12 Checks to Gate It

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4 min read
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
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