Jordan Huang - DEV Community

Jordan Huang

Aug 20

Where Does a Free Model Server Break? Run This 15-Minute Ceiling Test.

#ai #llm #testing #python

5 min read

Jordan Huang

Aug 19

One Curl Is Not an Evaluation. Here's the 3-Layer Harness I Use for Free Model Servers.

#ai #testing #devops #cicd

4 min read

Jordan Huang

Aug 19

You Benchmarked the Model. Now Benchmark the Server.

#ai #gitlab #ci #testing

5 min read

Jordan Huang

Aug 19

The Endpoint Was Fine. My Pipeline Was the Weak Link.

#testing #python #ci #ai

4 min read

Jordan Huang

Aug 19

I Built a 40-Minute Evaluation for Free Model Endpoints. Here's the Scorecard.

#ai #testing #devops #security

4 min read

Jordan Huang

Aug 19

Free Triage Bots Look Great in Demos. Count the Confusion Before You Ship.

#ai #python #cicd #evaluation

5 min read

Jordan Huang

Aug 18

Field-Level Golden Tests for Free Model Security Reviews

#security #ai #testing #gitlab

4 min read

Jordan Huang

Aug 18

Free Model Endpoints Need a Scorecard, Not a Leaderboard

#testing #ai #cicd #gitlab

4 min read

Jordan Huang

Aug 18

Free Model Diff Review Can Be Tricked. Here's a Reproducible Test.

#ai #security #cicd #llm

4 min read

Jordan Huang

Aug 18

A Free Model vs 30 Security Advisory Records: An Accuracy Test You Can Rerun

#security #ai #python #devops

3 min read

Jordan Huang

Aug 17

Free Model Endpoints Are Not Magic: Five Checks Before CI Trust

#ai #testing #cicd #gitlab

4 min read

Jordan Huang

Aug 17

I Load-Tested a Free Inference Server. The P95 Tells a Different Story.

#ai #performance #devops #programming

4 min read

Jordan Huang

Aug 17

My Dependency Scanner Spits Out 120 Warnings. My Free Server Turns Them Into 6 Lines.

#python #security #automation #dependencies

4 min read

Jordan Huang

Aug 17

I Stopped Reading 1,200-Line MRs Blind: A Free Diff Triage Job

#gitlab #cicd #python #ai

5 min read

Jordan Huang

Aug 17

CI Treats Free-Model Output Like an Integer. It's Actually a Flaky Dependency.

#gitlab #cicd #ai #testing

5 min read

Jordan Huang

Aug 17

A Bad Prompt Will Waste Your Free Model Calls. Lint the Contract First.

#gitlab #cicd #ai #python

4 min read

Jordan Huang

Aug 17

Stop Reviewing Prompt Changes by Gut Feel. Diff Them Like Code

#gitlab #ai #cicd #testing

4 min read

Jordan Huang

Aug 16

I Stopped Hand-Writing Seed Data. Now a Free Model Builds It From My Migration.

#ai #testing #sqlite #python

4 min read

Jordan Huang

Aug 16

A Rebase Wave of Parallel CI Jobs Drowned My Free Model. Singleflight Saved It.

#gitlab #cicd #ai #go

4 min read

Jordan Huang

Aug 16

Move Your Free-Model Health Check Out of Every Pipeline

#gitlab #cicd #ai #devops

5 min read

Jordan Huang

Aug 16

CI Is a Bad Place to Repeat Model Calls. I Moved That Verdict to a Free Server Sidecar.

#go #cicd #ai #devops

5 min read

Jordan Huang

Aug 16

Give a Free Model a Latency Budget Before You Let It Into CI

#gitlab #cicd #ai #devops

3 min read

Jordan Huang

Aug 15

You Don't Need More Free Model Quota. You Need a Content-Addressed Cache.

#gitlab #cicd #ai #caching

1

4 min read

Jordan Huang

Aug 15

You Don't Need a New Model Call for Every Commit: A Content-Hash Gate for GitLab CI

#gitlab #cicd #ai #python

1

5 min read

Jordan Huang

Aug 15

My CI Doesn't Know Which Free Model It's Calling Anymore

#gitlab #devops #ai #python

3 min read

Jordan Huang

Aug 15

When Your Free Model Endpoint Drifts, Fail the Build

#gitlab #cicd #ai #python

4 min read

Jordan Huang

Aug 15

Stop Wasting Free Model Calls on Trivial Diffs: A Three-Tier Escalation Ladder

#gitlab #cicd #ai #python

3 min read

Jordan Huang

Aug 15

Make Free Model CI Jobs Replayable Before You Retry Them

#gitlab #cicd #ai #observability

5 min read

Jordan Huang

Aug 14

Catch Prompt Drift Before It Breaks Your Free-Model CI Job

#gitlab #ai #python #cicd

5 min read

Jordan Huang

Aug 14

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

#ai #cicd #devops #codereview

4 min read

Jordan Huang

Aug 14

Put a JSON Contract in Front of a Free Model Route Before Your CI Ever Calls It

#gitlab #ai #programming #devops

6 min read

Jordan Huang

Aug 14

Add a Token Meter, Not Another Monitor, to Free Model Jobs

#gitlab #ci #automation #ai

4 min read

Jordan Huang

Aug 14

Log the Meta, Not the Prompt: A Free Model Observability Job for GitLab CI

#gitlab #ai #devops #observability

6 min read

Jordan Huang

Aug 14

Read-Only Test Checklist Generation: A Free-Model Workflow That Fails Closed

#ai #testing #cicd #productivity

5 min read

Jordan Huang

Aug 13

Triage Open-Source Issues With a Model That Only Reads Public Text

#opensource #ai #devops #productivity

6 min read

Jordan Huang

Aug 13

A Readiness Contract for Free Model Endpoints in CI

#gitlab #ai #cicd #testing

5 min read

Jordan Huang

Aug 13

A New Cheap Model Dropped. Here's the 2-Hour Canary Test I Run Before Touching It

#ai #llm #testing #productivity

1

6 min read

Jordan Huang

Aug 13

Gate Agent-Generated Patches With a Shadow CI Lane

#ai #testing #automation #devtools

1

6 min read

Jordan Huang

Aug 12

A Two-Model Bake-Off on Your Own Repo: Isolating Runs With Git Worktrees

#ai #git #productivity #tooling

1

5 min read

Jordan Huang

Aug 12

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

#gitlab #devops #automation #codereview

6 min read

Jordan Huang

Aug 12

Self-Review Your Diff With a Free Coding Model Before You Open the PR

#ai #productivity #codequality #git

5 min read

Jordan Huang

Aug 12

I Stopped Reading CI Logs Cold: A Flaky-Failure Triage Pipeline That Fits on a Free Tier

#ai #devops #testing #productivity

1

6 min read

Jordan Huang

Aug 10

A Personal Scorecard for Evaluating New Coding Models (With the Scripts I Use)

#ai #programming #opensource #productivity

6 min read

Jordan Huang

Aug 10

Giving an AI Coding Agent a Job Without Giving It Your Credentials

#security #ai #devops #programming

1

5 min read

Writing Debut