Taylor Wang - DEV Community

Taylor Wang

Oct 17

A Review Packet for OSS Patches: Reproduce, Patch, Test, Then Ask a Model

#opensource #ai #testing #github

5 min read

Taylor Wang

Oct 16

Test-First OSS Patches: Write the Failing Fixture Before You Touch the Code

#opensource #testing #python #ai

5 min read

Taylor Wang

Oct 15

Exit Codes First: A Reproduce-Patch-Verify Loop for OSS Bug Triage

#opensource #ai #testing #devtools

4 min read

Taylor Wang

Oct 11

Set an Eighty-Point Gate Before an OSS Model Review

#opensource #git #testing #ai

6 min read

Taylor Wang

Oct 10

Hold OSS Model Notes Behind a Local Review Contract

#opensource #git #testing #ai

6 min read

Taylor Wang

Oct 9

Cite a Clean Host Log in Every OSS Review Note

#opensource #git #testing #tutorial

8 min read

Taylor Wang

Oct 8

Open an OSS Patch From a Checked Four-File Bundle

#opensource #git #testing #ai

8 min read

Taylor Wang

Oct 8

Record an OSS Replay Packet Before Model Dissent

#opensource #git #testing #tutorial

7 min read

Taylor Wang

Sep 23

Shrink an OSS Bug to One Fixture Before Patching

#opensource #testing #git #codereview

5 min read

Taylor Wang

Sep 22

Run a Fail-Then-Pass Replay Before an OSS Fix

#opensource #git #testing #python

6 min read

Taylor Wang

Sep 21

Build an OSS Patch Allowlist From One Failing Test

#opensource #testing #python #git

5 min read

Taylor Wang

Sep 20

Require a Local Review Contract Before an OSS Pull Request

#git #opensource #testing #ai

7 min read

Taylor Wang

Sep 19

Treat Model Comments as Named Hypotheses in an OSS Review

#opensource #git #testing #ai

7 min read

Taylor Wang

Sep 18

Bound an OSS Patch With Pathspecs and CODEOWNERS

#opensource #git #testing #codequality

6 min read

Taylor Wang

Sep 17

Freeze a Bisect SHA and Public API Before an OSS Patch Review

#opensource #git #testing #python

6 min read

Taylor Wang

Sep 16

Review OSS Patches Against an Evidence Packet, Not the Diff Alone

#opensource #testing #git #ai

8 min read

Taylor Wang

Sep 14

Reproduce the Reporter's Container Before You Patch an OSS Bug

#opensource #testing #ai #devtools

5 min read

Taylor Wang

Sep 13

Lock OSS Fixes to a Fail-Pass Command Pair

#opensource #testing #git #ai

7 min read

Taylor Wang

Sep 12

Derive OSS Review Scope From the Crash Transcript

#opensource #git #testing #python

7 min read

Taylor Wang

Sep 11

Prove the OSS Bug Locally Before a Model Reviews the Diff

#opensource #testing #git #codereview

6 min read

Taylor Wang

Sep 9

Make the Failing Test the OSS Merge Token

#opensource #testing #git #ai

7 min read

Taylor Wang

Sep 7

Bind OSS Patches to a Replay Command and File Allowlist

#opensource #git #testing #ai

7 min read

Taylor Wang

Sep 7

Keep OSS Reviews Inside a Four-File Packet

#opensource #git #testing #ai

7 min read

Taylor Wang

Sep 6

Gate OSS Patches With a Four-Check Review Packet

#opensource #testing #ai #git

5 min read

Taylor Wang

Sep 4

Score Incoming OSS PRs Against the Issue Contract

#opensource #git #testing #ai

6 min read

Taylor Wang

Sep 4

Free AI Tiers Fail Differently. Run a Budget Burn-Down Before You Commit.

#ai #testing #opensource #devtools

4 min read

Taylor Wang

Sep 4

3-Agent Pipeline: Better Code from Free-Tier Models

#multiagent #python #freetier #codegeneration

6 min read

Taylor Wang

Sep 3

Reproduce First, Then Patch: An OSS Fix Loop

#git #opensource #testing #ai

7 min read

Taylor Wang

Sep 2

Iterating on AI Code-Review Prompts Without Spending a Token

#ai #opensource #devtools #python

5 min read

Taylor Wang

Sep 1

Golden Patches: Test Your AI Reviewer Before It Tests Others

#ai #opensource #testing #devops

4 min read

Taylor Wang

Aug 31

CI Is Green. The Patch Can Still Lie.

#opensource #ai #testing #github

3 min read

Taylor Wang

Aug 30

Free-Model PR Triage: A Working Script for Maintainers

#ai #opensource #productivity

3 min read

Taylor Wang

Aug 29

First-Run MonkeyCode: Free Server, Free Tokens, One Merge Gate

#ai #opensource #testing #productivity

4 min read

Taylor Wang

Aug 28

A PR Review Gate That Fails Closed: Free Models in CI

#ai #opensource #testing #devops

6 min read

Taylor Wang

Aug 26

Reproduce, Patch, Test: A Free-Model Review Loop for Open Source PRs

#opensource #ai #testing #productivity

4 min read

Taylor Wang

Aug 25

Free Model + Free Server: A Reproducible 12-Task Eval for AI Coding Agents

#ai #testing #tools #productivity

4 min read

Taylor Wang

Aug 24

When a Free Model Meets a Real Codebase: A Refactor's Failure Map

#ai #webdev #programming #testing

4 min read

Taylor Wang

Aug 14

A $0 Model Evaluation Loop Before Your Next Model Swap

#ai #testing #devops #python

4 min read

Taylor Wang

Aug 13

Let the Test Suite Decide Which Model Answers: A Verification-Gated Model Ladder

#ai #llm #productivity #python

6 min read

Taylor Wang

Aug 10

Before You Switch to the Hottest Open-Weight Model, Run This 30-Minute Eval Harness

#ai #opensource #programming #productivity

4 min read

Taylor Wang

Aug 10

A Disposable Sandbox Pattern for Testing AI Coding Agents Safely

#ai #security #productivity #tutorial

4 min read

Writing Debut