Finley Zhou

Finley Zhou

Aug 16

He Let a Free Model Propose C++ Patches. A Three-Way Build Held the Veto.

#cpp #ai #testing #devops

5 min read

Finley Zhou

Aug 16

A Free Model Wrote a Dangerous One-Liner. A Permit Ledger Made It Earn Execution.

#cpp #ai #security #linux

3 min read

Finley Zhou

Aug 15

Sanitizer Stacks Look Identical Until You Normalize Them: A C++ Crash Triage Harness

#cpp #testing #ai #debugging

5 min read

Finley Zhou

Aug 15

A Local Disagreement Filter Stopped a Free Model Endpoint From Re-Explaining the Same C++ Warnings

#automation #cpp #software #tooling

6 min read

Finley Zhou

Aug 15

The Crash Tagger Kept Passing the JSON Contract Until It Didn't: A C++ Drift Ledger for Free Model Labels

#cpp #ai #reliability #observability

5 min read

Finley Zhou

Aug 15

A Known-Answer Canary Is the Safety Rail for Free Model Endpoints

#ai #testing #python #devops

5 min read

Finley Zhou

Aug 15

A Free Server Caught the GUI Fallback a Model Buried in a CLI

#python #testing #devops #ai

4 min read

Finley Zhou

Aug 14

A Free Model Endpoint Replied Twice, Then Went Silent. The Fix Was a C++ Replay Envelope, Not Retries

#cpp #ai #testing #reliability

4 min read

Finley Zhou

Aug 14

A Free Model Endpoint Returned 200 With an Empty Body. The Fix Was a Lease, Not a Retry.

#ai #cpp #devops #programming

1

2

5 min read

Finley Zhou

Aug 14

Free Model Explanations Are Just Another Build Input. So I Gave Them a Replay Cache.

#cpp #ai #testing #devops

5 min read

Finley Zhou

Aug 14

He Turned a Use-After-Free Into a Hypothesis Queue. A Free Server Did the Voting.

#cpp #testing #ai #devops

4 min read

Finley Zhou

Aug 14

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

#ai #codereview #testing #python

4 min read

Finley Zhou

Aug 14

One Weak Symbol, Two Definitions: A C++ ODR Bug and a Two-Stage Free Triage

#cpp #ai #debugging #testing

4 min read

Finley Zhou

Aug 14

A Free Model's Server Passed My Smoke Test, Then Hung on Shutdown. The Exit Contract Caught It.

#ai #devops #testing #python

4 min read

Finley Zhou

Aug 14

Free AI Endpoints Are Unreliable Dependencies. Test Them Like One.

#ai #testing #api #python

4 min read

Finley Zhou

Aug 13

A Free Model Answer Is a Hypothesis. Give It an Error Budget Before It Reaches Main.

#ai #python #testing #codequality

4 min read

Finley Zhou

Aug 13

Free Model Endpoints Make Good Fuzz Generators and Bad Oracles

#testing #ai #cpp #devops

4 min read

Finley Zhou

Aug 13

Stop Asking Coding Models to Write Code. Test Whether They Can Review a Patch

#ai #python #testing #codequality

5 min read

Finley Zhou

Aug 13

Weekly 'Game-Changer' Models Burned Me Twice. Now They Earn Production Access Through Gates.

#ai #productivity #llm #programming

1

6 min read

Finley Zhou

Aug 13

Free AI Models in Your CI Pipeline Will Fail Silently. Build the Circuit Breaker First.

#ai #devops #python #productivity

1

5 min read

Finley Zhou

Aug 12

My README Promised Flags My CLI Doesn't Have. I Built a Drift Detector.

#documentation #cli #python #ai

5 min read

Finley Zhou

Aug 12

I Inherited 60,000 Lines of Undocumented C++. I Read It With an AI and Assumed Every Answer Was a Lie.

#cpp #ai #legacycode #productivity

1

5 min read

Finley Zhou

Aug 12

My Free Coding Model Kept Failing on Big Repos. The Fix Was a Context Budget, Not a Better Model.

#ai #python #programming #productivity

1

6 min read

Finley Zhou

Aug 12

Your Extraction Pipeline Doesn't Need a Smarter Model. It Needs a Schema Contract Test.

#ai #python #llm #dataengineering

6 min read

Finley Zhou

Aug 12

Your Free AI Model Changed Overnight. Here's a Snapshot Test Suite That Notices.

#ai #testing #llm #automation

5 min read

Finley Zhou

Aug 10

I Stopped Trusting My Gut on New Open Models. A 30-Minute Scoring Loop Replaced It.

#ai #opensource #python #productivity

6 min read

Finley Zhou

Aug 10

Don't Trust the Demo: A Repeatable Test Harness for Evaluating Free AI Coding Models

#ai #programming #testing #productivity

1

4 min read

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He Let a Free Model Propose C++ Patches. A Three-Way Build Held the Veto.

A Free Model Wrote a Dangerous One-Liner. A Permit Ledger Made It Earn Execution.

Sanitizer Stacks Look Identical Until You Normalize Them: A C++ Crash Triage Harness

A Local Disagreement Filter Stopped a Free Model Endpoint From Re-Explaining the Same C++ Warnings

The Crash Tagger Kept Passing the JSON Contract Until It Didn't: A C++ Drift Ledger for Free Model Labels

A Known-Answer Canary Is the Safety Rail for Free Model Endpoints

A Free Server Caught the GUI Fallback a Model Buried in a CLI

A Free Model Endpoint Replied Twice, Then Went Silent. The Fix Was a C++ Replay Envelope, Not Retries

A Free Model Endpoint Returned 200 With an Empty Body. The Fix Was a Lease, Not a Retry.

Free Model Explanations Are Just Another Build Input. So I Gave Them a Replay Cache.

He Turned a Use-After-Free Into a Hypothesis Queue. A Free Server Did the Voting.

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

One Weak Symbol, Two Definitions: A C++ ODR Bug and a Two-Stage Free Triage

A Free Model's Server Passed My Smoke Test, Then Hung on Shutdown. The Exit Contract Caught It.

Free AI Endpoints Are Unreliable Dependencies. Test Them Like One.

A Free Model Answer Is a Hypothesis. Give It an Error Budget Before It Reaches Main.

Free Model Endpoints Make Good Fuzz Generators and Bad Oracles

Stop Asking Coding Models to Write Code. Test Whether They Can Review a Patch

Weekly 'Game-Changer' Models Burned Me Twice. Now They Earn Production Access Through Gates.

Free AI Models in Your CI Pipeline Will Fail Silently. Build the Circuit Breaker First.

My README Promised Flags My CLI Doesn't Have. I Built a Drift Detector.

I Inherited 60,000 Lines of Undocumented C++. I Read It With an AI and Assumed Every Answer Was a Lie.

My Free Coding Model Kept Failing on Big Repos. The Fix Was a Context Budget, Not a Better Model.

Your Extraction Pipeline Doesn't Need a Smarter Model. It Needs a Schema Contract Test.

Your Free AI Model Changed Overnight. Here's a Snapshot Test Suite That Notices.

I Stopped Trusting My Gut on New Open Models. A 30-Minute Scoring Loop Replaced It.

Don't Trust the Demo: A Repeatable Test Harness for Evaluating Free AI Coding Models