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Avery Lin

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Opinion: Your Review Gate Is Untested Code — Feed It Known-Bad Patches on the Free Server

Opinion: Your Review Gate Is Untested Code — Feed It Known-Bad Patches on the Free Server

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4 min read
Opinion: An AI Server Patch Should Pass a Traffic Replay Before You Read Its Diff

Opinion: An AI Server Patch Should Pass a Traffic Replay Before You Read Its Diff

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5 min read
Stop Reading the Free-Model Diff. Inject the Fault It Assumes Away.

Stop Reading the Free-Model Diff. Inject the Fault It Assumes Away.

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4 min read
Cost per Verified Change: The Metric That Survives Free Model Access

Cost per Verified Change: The Metric That Survives Free Model Access

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4 min read
Opinion: AI Server Changes Need a Fault Drill, Not Just a Rollback Plan

Opinion: AI Server Changes Need a Fault Drill, Not Just a Rollback Plan

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6 min read
Opinion: Let the Test Suite Pick the AI Patch, Not the Reviewer

Opinion: Let the Test Suite Pick the AI Patch, Not the Reviewer

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5 min read
Opinion: The Diff Is a Claim, the Probe Is the Proof

Opinion: The Diff Is a Claim, the Probe Is the Proof

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5 min read
Opinion: A Disposable Server Turns Free Model Mistakes Into Rollback Data

Opinion: A Disposable Server Turns Free Model Mistakes Into Rollback Data

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5 min read
Opinion: A Disposable Server Turns Free Model Mistakes Into Rollback Data

Opinion: A Disposable Server Turns Free Model Mistakes Into Rollback Data

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5 min read
Opinion: A Free Model Is Most Useful When It Writes the Rollback, Not the Change

Opinion: A Free Model Is Most Useful When It Writes the Rollback, Not the Change

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6 min read
Opinion: Judge AI Server Patches by Their Rollback Plan, Not Their Diff

Opinion: Judge AI Server Patches by Their Rollback Plan, Not Their Diff

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4 min read
Opinion: A Free Server Is a Verifier, Not a Demo: Gate AI-Proposed Server Changes by Diffing Runtime Shape

Opinion: A Free Server Is a Verifier, Not a Demo: Gate AI-Proposed Server Changes by Diffing Runtime Shape

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5 min read
Opinion: Free Model Access Should Make systemd Drafts Disposable

Opinion: Free Model Access Should Make systemd Drafts Disposable

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5 min read
Opinion: AI Should Fill systemd Templates Instead of Writing Units

Opinion: AI Should Fill systemd Templates Instead of Writing Units

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5 min read
Static Review Is Not a Runtime Guarantee: Diff the Shape of an AI-Managed Server Before You Accept It

Static Review Is Not a Runtime Guarantee: Diff the Shape of an AI-Managed Server Before You Accept It

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5 min read
Run AI-Proposed Shell Commands in a systemd Probe Before You Run Them for Real

Run AI-Proposed Shell Commands in a systemd Probe Before You Run Them for Real

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4 min read
A Preflight Harness for Evaluating a New Open Model Before You Wire It Into a Server

A Preflight Harness for Evaluating a New Open Model Before You Wire It Into a Server

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5 min read
Validate the Failure Assumptions in an AI-Generated systemd Service Before a Free Server Exhausts Its Memory

Validate the Failure Assumptions in an AI-Generated systemd Service Before a Free Server Exhausts Its Memory

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4 min read
Give AI-Generated systemd Services a Resource Ceiling Before You Enable Them

Give AI-Generated systemd Services a Resource Ceiling Before You Enable Them

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5 min read
Validate the Failure Assumptions in an AI-Generated systemd Service Before a Free Server Exhausts Its Memory

Validate the Failure Assumptions in an AI-Generated systemd Service Before a Free Server Exhausts Its Memory

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4 min read
Derive a systemd Sandbox from AI-Generated Service Code Instead of Trusting Its Permissions

Derive a systemd Sandbox from AI-Generated Service Code Instead of Trusting Its Permissions

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5 min read
A Receipt-First Preflight for AI-Written Config Changes on a Free Server

A Receipt-First Preflight for AI-Written Config Changes on a Free Server

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6 min read
A Rollback Contract for Free-Model Server Changes: Record, Replay, and Require an Inverse

A Rollback Contract for Free-Model Server Changes: Record, Replay, and Require an Inverse

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5 min read
Audit the Declared Capability Surface of an AI-Generated Service Before It Binds a Port

Audit the Declared Capability Surface of an AI-Generated Service Before It Binds a Port

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5 min read
A Change Ledger for AI-Edited Server Configs That Puts Rollback Before Merge

A Change Ledger for AI-Edited Server Configs That Puts Rollback Before Merge

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5 min read
A Five-Field Runtime Contract for AI-Generated systemd Timers

A Five-Field Runtime Contract for AI-Generated systemd Timers

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5 min read
Grade AI-Generated Patches by the File System They Leave Behind, Not by Diff Size

Grade AI-Generated Patches by the File System They Leave Behind, Not by Diff Size

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4 min read
Free Models Are Bad Reviewers but Useful Test Factories

Free Models Are Bad Reviewers but Useful Test Factories

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5 min read
A Deny-by-Default Manifest for AI-Generated Services on a Free Server

A Deny-by-Default Manifest for AI-Generated Services on a Free Server

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5 min read
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
Dry-Run AI-Generated Shell Commands in a No-Network Sandbox Before They Touch a Real Host

Dry-Run AI-Generated Shell Commands in a No-Network Sandbox Before They Touch a Real Host

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5 min read
What Did That Free-Model Setup Script Actually Do? Audit It With Honeypot Files and Syscall Traces

What Did That Free-Model Setup Script Actually Do? Audit It With Honeypot Files and Syscall Traces

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6 min read
A Contract Harness for AI-Generated Patches: Review Behavior, Not Vibes

A Contract Harness for AI-Generated Patches: Review Behavior, Not Vibes

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6 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
A Burn-In Gate for Free AI Models: Test the Assistant Before It Touches Your Repo

A Burn-In Gate for Free AI Models: Test the Assistant Before It Touches Your Repo

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5 min read
The Read-Only Worktree Gate for AI-Generated Patches

The Read-Only Worktree Gate for AI-Generated Patches

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5 min read
The Free-Model Agreement Test for AI Code Generation

The Free-Model Agreement Test for AI Code Generation

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6 min read
Pin Your AI Model Like a Dependency: A Model Lockfile for Reproducible Code Generation

Pin Your AI Model Like a Dependency: A Model Lockfile for Reproducible Code Generation

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4 min read
A Flake Triage Card for Your CI: Classify Failures First, Read Logs Second

A Flake Triage Card for Your CI: Classify Failures First, Read Logs Second

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5 min read
Why AI-Generated Migrations Need a Different Gate Than Code Patches

Why AI-Generated Migrations Need a Different Gate Than Code Patches

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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
Don't Let a Free Model Rewrite Your Code. Let It Generate the Tests You Forgot.

Don't Let a Free Model Rewrite Your Code. Let It Generate the Tests You Forgot.

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5 min read
Catch Cheap-Model Truncation Before It Wastes Your CI Minutes

Catch Cheap-Model Truncation Before It Wastes Your CI Minutes

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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
A Zero-Cost Pre-Merge Gate for AI-Generated Changes: Fixtures, Diff Tests, and a Throwaway Server

A Zero-Cost Pre-Merge Gate for AI-Generated Changes: Fixtures, Diff Tests, and a Throwaway Server

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6 min read
The Umlauts Were Fine, the Word Length Wasn't: A Pseudo-Localization Bug Hunt

The Umlauts Were Fine, the Word Length Wasn't: A Pseudo-Localization Bug Hunt

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6 min read
A Two-Lane Workflow for AI-Assisted Coding: Cheap Models for Volume, Careful Review for Judgment

A Two-Lane Workflow for AI-Assisted Coding: Cheap Models for Volume, Careful Review for Judgment

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5 min read
Your Alerts Are Not a Story Yet: Turn Noisy Logs Into a Reviewable Timeline

Your Alerts Are Not a Story Yet: Turn Noisy Logs Into a Reviewable Timeline

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7 min read
A Two-Hour Fit Test for AI Coding Models on Your Own Codebase

A Two-Hour Fit Test for AI Coding Models on Your Own Codebase

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4 min read
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