Jordan Huang - DEV Community

Jordan Huang

Oct 20

Temperature 0 Is Not a Reproducibility Setting: Five Model Myths and a Drift Probe

#ai #testing #python #devops

5 min read

Jordan Huang

Oct 20

Your Code Ran on the Free Box. That's Not an Environment Match.

#devops #testing #ai #opensource

5 min read

Jordan Huang

Oct 20

The Free Box Is Not Your Laptop: Five Portability Myths and a Probe You Can Diff

#devops #performance #testing #tutorial

6 min read

Jordan Huang

Oct 20

Your Laptop Is Not the Server: An Environment Parity FAQ for Free-Tier Boxes

#devops #bash #testing #tutorial

5 min read

Jordan Huang

Oct 20

Your Free Server Forgets Everything: Six Deploy Myths and a Restart Drill

#devops #ai #testing #tutorial

5 min read

Jordan Huang

Oct 19

Free Server, Free Model: Four Assumptions That Break Your First Deploy (And a Probe Script)

#ai #devops #testing #tutorial

5 min read

Jordan Huang

Oct 19

The Context Window Is a Budget, Not a Memory: An FAQ With a Truncation Ledger

#ai #python #testing #llm

5 min read

Jordan Huang

Oct 19

Assume Nothing Persists: Five Free-Tier Myths and a Restart Drill You Can Re-Run

#ai #devops #testing #tutorial

5 min read

Jordan Huang

Oct 19

A Timeout Is Not a Slow Model: Five Latency Myths and a 40-Line Attribution Script

#performance #api #debugging #node

4 min read

Jordan Huang

Oct 19

Pin the Model, Log the Tokens: An FAQ for Free-Tier Agent Runs

#ai #testing #devtools #opensource

6 min read

Jordan Huang

Oct 19

Your .env Is Not a Vault: Five Secret-Handling Myths and a Three-Place Scanner

#security #git #devops #bash

5 min read

Jordan Huang

Oct 19

Temperature 0 Is a Suggestion: Five LLM Determinism Myths and a Rerun Harness

#ai #testing #python #llm

4 min read

Jordan Huang

Oct 19

Your Nightly Job Ran Once, Right? Five Scheduling Myths and an Idempotency Ledger

#devops #python #cron #testing

5 min read

Jordan Huang

Oct 19

Your Nightly Job Ran Once, Right? Five Scheduling Myths and an Idempotency Ledger

#devops #python #cron #testing

5 min read

Jordan Huang

Oct 18

Your Model Alias Is Not a Version: A Drift Canary for Free Model Access

#ai #testing #python #devops

6 min read

Jordan Huang

Oct 18

FAQ: Streaming Tokens Is Not Faster Generation — Four Questions, One Stopwatch Test

#performance #webdev #http #debugging

1

5 min read

Jordan Huang

Oct 18

Five Free-Tier Myths That Break Your First Deploy (and a 60-Line Probe to Test Them)

#devops #ai #testing #tutorial

5 min read

Jordan Huang

Oct 18

Cold Starts, Lost Files, and Green Dots: Five Myths About Using a Free Server as Staging

#devops #testing #webdev #ai

5 min read

Jordan Huang

Oct 17

Stop Blaming the Model: A Failure-Taxonomy Probe for Agent Runs on Free Tiers

#ai #testing #python #api

5 min read

Jordan Huang

Oct 17

Five Myths About Retrying an LLM Call, and the Fault-Injection Drill That Tests Them

#ai #testing #python #api

1

5 min read

Jordan Huang

Oct 17

Your Free Tier Has No SLA, So Measure It: Five Availability Myths and a Two-Phase Probe

#devops #testing #ai #webdev

1

4 min read

Jordan Huang

Oct 17

Valid JSON Is Not Conformant JSON: Five Free-Model Myths and a Pass-Rate Probe

#ai #testing #python #llm

6 min read

Jordan Huang

Oct 17

Four Myths About Free Model Endpoints, and the Four-Check Probe That Broke Them

#ai #devops #testing #python

5 min read

Jordan Huang

Oct 17

Myth FAQ: A Free Token Allowance Is Not a Budget — Five Probes for Free AI Coding Tiers

#ai #testing #devops #productivity

1

4 min read

Jordan Huang

Oct 16

Myth FAQ: Free Model Access Moves the Bill, It Doesn't Delete It

#ai #devops #testing #productivity

4 min read

Jordan Huang

Oct 16

Myth FAQ: An Eval Score Is Not a Measurement (and Six Reproducibility Traps)

#ai #testing #devtools #tutorial

5 min read

Jordan Huang

Oct 16

Myth FAQ: Your Lockfile Is Not a Reproduction

#python #devops #testing #docker

5 min read

Jordan Huang

Oct 16

Myth FAQ: A Prompt That Fits Is Not a Prompt That Was Read

#ai #testing #python #devtools

5 min read

Jordan Huang

Oct 16

A 200 OK Is Not Evidence: Five Hosted-Model Myths and a Three-Gate Probe

#ai #testing #devops #tutorial

6 min read

Jordan Huang

Oct 16

FAQ: An Agent-Summarized PR Is Not a Changelog

#git #ai #devtools #codequality

4 min read

Jordan Huang

Oct 16

Myth FAQ: A Green Demo Is Not a Passing Test

#ai #testing #python #devtools

6 min read

Jordan Huang

Oct 16

Myth FAQ: What a Free Dev Box Forgets Between Sessions

#devops #ai #testing #productivity

4 min read

Jordan Huang

Oct 15

Myth FAQ: Retry Is Not Free — Five Duplicate-Work Traps

#python #testing #ai #devops

5 min read

Jordan Huang

Oct 15

Myth FAQ: Your Laptop Passed, So Why Did the Free Server Fail?

#ai #testing #devops #productivity

5 min read

Jordan Huang

Oct 15

Myth FAQ: Your Free Dev Box Is Not a Staging Environment

#devops #testing #ai #tutorial

4 min read

Jordan Huang

Oct 15

Myth FAQ: Five Things a Free Token Grant Does Not Prove

#ai #opensource #testing #llm

5 min read

Jordan Huang

Oct 15

Temperature Zero Is Not a Reproducibility Guarantee: Five Agent Myths, Tested

#ai #testing #devops #tutorial

5 min read

Jordan Huang

Oct 13

FAQ: A Free Model Lease Is Not a Server Lease

#devops #ai #testing #tutorial

7 min read

Jordan Huang

Oct 13

Myth FAQ: Three Papers a Green Badge Cannot Sign

#gitlab #cicd #devops #testing

8 min read

Jordan Huang

Oct 13

FAQ: Which Myths Die When the Job Id Changes?

#gitlab #cicd #devops #ai

8 min read

Jordan Huang

Oct 13

Myth FAQ: A Clone Does Not Register the Runner

#gitlab #devops #cicd #testing

8 min read

Jordan Huang

Oct 12

FAQ: A Free Shell Cannot Borrow Your Runner Tag

#gitlab #cicd #devops #testing

7 min read

Jordan Huang

Oct 12

FAQ: A Green Free Shell Is Not a Retry Rule

#gitlab #cicd #devops #testing

7 min read

Jordan Huang

Oct 12

FAQ: Which Group Facts Never Ride Along

#gitlab #cicd #devops #testing

8 min read

Jordan Huang

Oct 12

Where Is the Job Behind That Green Prompt?

#gitlab #devops #testing #tutorial

8 min read

Jordan Huang

Oct 12

Myth FAQ: What My Clean Draft Run Still Hides

#gitlab #cicd #devops #security

8 min read

Jordan Huang

Oct 11

FAQ: A Side Session Is Not a Pipeline Receipt

#gitlab #cicd #devops #testing

7 min read

Jordan Huang

Oct 11

Did the Agent Compile Your Pipeline, or Just Read It?

#gitlab #devops #cicd #testing

1

8 min read

Jordan Huang

Oct 11

FAQ: A Model Patch Is Not a GitLab Review

#gitlab #cicd #testing #devops

8 min read

Jordan Huang

Oct 11

FAQ: A Suggested Job Is Not a Pipeline Contract

#gitlab #cicd #devops #testing

7 min read

Jordan Huang

Oct 11

FAQ: A Clean Lint Is Not a Rules Trace

#gitlab #cicd #devops #testing

8 min read

Jordan Huang

Oct 10

FAQ: A Drafted Retry Block Is Not a Flake Policy

#gitlab #cicd #devops #testing

8 min read

Jordan Huang

Oct 10

FAQ: A Free Allowance Is Not Your Capacity Plan

#gitlab #devops #testing #ai

7 min read

Jordan Huang

Oct 10

FAQ: A Free Shell Run Is Not a Toolchain Pin

#gitlab #devops #testing #bash

6 min read

Jordan Huang

Oct 10

I Do Not Trust a Free Bench With CI Secrets

#gitlab #devops #security #cicd

1

6 min read

Jordan Huang

Oct 9

Pin the Digest Your GitLab Job Pulled, Not the Tag You Remember

#gitlab #cicd #docker #devops

7 min read

Jordan Huang

Oct 9

FAQ: A Free Shell Pass Is Not Runner Parity

#gitlab #devops #cicd #security

8 min read

Jordan Huang

Oct 9

FAQ: A Free Shell Is Not a Registered Runner

#gitlab #devops #cicd #ai

7 min read

Jordan Huang

Oct 9

Happy Exit Code, Empty Gate: Five CI Myths

#gitlab #devops #testing #bash

9 min read

Jordan Huang

Oct 9

FAQ: A Green Lint Is Not Your Merge Gate

#gitlab #cicd #devops #testing

8 min read

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