Skip to content

DEV Community

Taylor Lin

Frontend developer crafting beautiful user experiences.

London, UK Joined on Aug 4, 2026

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

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

loading...