Taylor Lin

Taylor Lin

Sep 22

Free-Tier Agent Output Is a Sketch Until You Promote It

#ai #testing #git #productivity

8 min read

Taylor Lin

Sep 21

Replay Is Not Rerun: A Session-Receipt Glossary, a Four-Leaf Tree, and a Worked Example at Every Leaf

#ai #git #debugging #testing

8 min read

Taylor Lin

Sep 20

If the Agent Can See Every Test, Green Is Not Evidence

#testing #ai #python #agents

8 min read

Taylor Lin

Sep 18

The Model Said Done: A Completion-Evidence Glossary, a Four-Leaf Tree, and a Worked Example at Every Leaf

#ai #testing #python #productivity

8 min read

Taylor Lin

Sep 17

What Leaves the Laptop: A Prompt-Payload Glossary, a Four-Leaf Tree, and a Worked Example at Every Leaf

#ai #security #python #programming

7 min read

Taylor Lin

Sep 16

Three Sets, One Diff: A Write-Set Glossary, a Four-Leaf Tree, and a Worked Example at Every Leaf

#ai #testing #python #productivity

7 min read

Taylor Lin

Sep 14

Where Should the Task Run? A Placement Glossary, a Four-Branch Tree, and a Worked Example at Every Leaf

#ai #agents #opensource #tutorial

6 min read

Taylor Lin

Sep 13

Classify the Failure Before You Retry the Agent

#ai #agents #testing #programming

9 min read

Taylor Lin

Sep 12

Pin the Oracle Before the First Agent Iteration

#ai #testing #agents #productivity

7 min read

Taylor Lin

Sep 11

Name the Host of Record Before the First Prompt

#ai #testing #agents #python

7 min read

Taylor Lin

Sep 10

Grant Shell Access by Side-Effect Class, Not by Model Confidence

#ai #agents #python #security

7 min read

Taylor Lin

Sep 9

Not Every Ticket Wants an Agent: A Glossary and Four-Leaf Decision Tree

#ai #agents #testing #opensource

7 min read

Taylor Lin

Sep 6

Classify the Path Before You Keep the Diff

#ai #python #git #testing

8 min read

Taylor Lin

Sep 5

When the Patch Invents Requirements: A Glossary and Four-Leaf Tree for Assumption Debt

#ai #python #testing #agents

7 min read

Taylor Lin

Sep 4

Assumption Traps in Agentic Patches: A Glossary, a Decision Tree, and Four Worked Leaves

#ai #python #agents #testing

8 min read

Taylor Lin

Sep 4

Free Model PR Review: 27 Hits, 3 Critical Misses

#aicodereview #pullrequests #python #codequality

6 min read

Taylor Lin

Sep 3

Oracle First: Routing AI-Generated Diffs With a Glossary and Four Leaves

#ai #testing #architecture #productivity

8 min read

Taylor Lin

Sep 2

Choosing a Free AI Backend Without Losing Sleep: A Glossary, a Decision Tree, and Three Leaves

#ai #opensource #serverless #tutorial

1

4 min read

Taylor Lin

Sep 1

Context Budgeting: A Decision Tree for Long-Running Free-Model Agents

#ai #llm #architecture #python

5 min read

Taylor Lin

Aug 31

MonkeyCode Unwrapped: A Decision Tree for Free AI Tokens and a Free Server

#ai #opensource #productivity #tutorial

4 min read

Taylor Lin

Aug 30

Free Tokens + Free Server: A Decision Tree for Zero-Cost AI Scripts

#ai #devops #tutorial #productivity

6 min read

Taylor Lin

Aug 29

A Field Guide to Free-Tier AI Code Reviewers: Glossary, Decision Tree, and Worked Leaves

#ai #testing #productivity #opensource

4 min read

Taylor Lin

Aug 28

The Score Is a Symptom: A Diagnostic Tree for Free-Model Evals

#ai #llm #testing #python

4 min read

Taylor Lin

Aug 26

A Decision Tree for Free-Tier AI Automation: Terms, Branches, Worked Leaves

#ai #llm #automation #tutorial

5 min read

Taylor Lin

Aug 25

From Unstructured Logs to Clean JSON: A Free-Model ETL Case Study

#python #data #ai #casestudy

4 min read

Taylor Lin

Aug 24

Case Study: A Zero-Cost Release Notes Bot on a Free Model and a Free Server

#ai #python #opensource #productivity

5 min read

Taylor Lin

Aug 14

I Built a 5-Task Free Coding Model Gauntlet (Instead of Arguing About Leaderboards)

#ai #python #programming #testing

4 min read

Taylor Lin

Aug 10

I Built a Personal Regression Suite for LLMs — Here's the Design, Not Just the Code

#llm #testing #ai #python

7 min read

Taylor Lin

Aug 10

A Practical Scorecard for Deciding If a Free Coding Model Earns a Place in Your Workflow

#ai #productivity #testing #programming

5 min read

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Free-Tier Agent Output Is a Sketch Until You Promote It

Replay Is Not Rerun: A Session-Receipt Glossary, a Four-Leaf Tree, and a Worked Example at Every Leaf

If the Agent Can See Every Test, Green Is Not Evidence

The Model Said Done: A Completion-Evidence Glossary, a Four-Leaf Tree, and a Worked Example at Every Leaf

What Leaves the Laptop: A Prompt-Payload Glossary, a Four-Leaf Tree, and a Worked Example at Every Leaf

Three Sets, One Diff: A Write-Set Glossary, a Four-Leaf Tree, and a Worked Example at Every Leaf

Where Should the Task Run? A Placement Glossary, a Four-Branch Tree, and a Worked Example at Every Leaf

Classify the Failure Before You Retry the Agent

Pin the Oracle Before the First Agent Iteration

Name the Host of Record Before the First Prompt

Grant Shell Access by Side-Effect Class, Not by Model Confidence

Not Every Ticket Wants an Agent: A Glossary and Four-Leaf Decision Tree

Classify the Path Before You Keep the Diff

When the Patch Invents Requirements: A Glossary and Four-Leaf Tree for Assumption Debt

Assumption Traps in Agentic Patches: A Glossary, a Decision Tree, and Four Worked Leaves

Free Model PR Review: 27 Hits, 3 Critical Misses

Oracle First: Routing AI-Generated Diffs With a Glossary and Four Leaves

Choosing a Free AI Backend Without Losing Sleep: A Glossary, a Decision Tree, and Three Leaves

Context Budgeting: A Decision Tree for Long-Running Free-Model Agents

MonkeyCode Unwrapped: A Decision Tree for Free AI Tokens and a Free Server

Free Tokens + Free Server: A Decision Tree for Zero-Cost AI Scripts

A Field Guide to Free-Tier AI Code Reviewers: Glossary, Decision Tree, and Worked Leaves

The Score Is a Symptom: A Diagnostic Tree for Free-Model Evals

A Decision Tree for Free-Tier AI Automation: Terms, Branches, Worked Leaves

From Unstructured Logs to Clean JSON: A Free-Model ETL Case Study

Case Study: A Zero-Cost Release Notes Bot on a Free Model and a Free Server

I Built a 5-Task Free Coding Model Gauntlet (Instead of Arguing About Leaderboards)

I Built a Personal Regression Suite for LLMs — Here's the Design, Not Just the Code

A Practical Scorecard for Deciding If a Free Coding Model Earns a Place in Your Workflow