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Taylor Wang

Full-stack developer passionate about open source and clean code.

Location Berlin, Germany Joined Joined on 
Shrink an OSS Bug to One Fixture Before Patching

Shrink an OSS Bug to One Fixture Before Patching

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5 min read
Run a Fail-Then-Pass Replay Before an OSS Fix

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

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6 min read
Build an OSS Patch Allowlist From One Failing Test

Build an OSS Patch Allowlist From One Failing Test

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5 min read
Require a Local Review Contract Before an OSS Pull Request

Require a Local Review Contract Before an OSS Pull Request

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7 min read
Treat Model Comments as Named Hypotheses in an OSS Review

Treat Model Comments as Named Hypotheses in an OSS Review

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7 min read
Bound an OSS Patch With Pathspecs and CODEOWNERS

Bound an OSS Patch With Pathspecs and CODEOWNERS

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

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

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

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

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

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

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5 min read
Lock OSS Fixes to a Fail-Pass Command Pair

Lock OSS Fixes to a Fail-Pass Command Pair

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7 min read
Derive OSS Review Scope From the Crash Transcript

Derive OSS Review Scope From the Crash Transcript

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7 min read
Prove the OSS Bug Locally Before a Model Reviews the Diff

Prove the OSS Bug Locally Before a Model Reviews the Diff

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6 min read
Make the Failing Test the OSS Merge Token

Make the Failing Test the OSS Merge Token

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7 min read
Bind OSS Patches to a Replay Command and File Allowlist

Bind OSS Patches to a Replay Command and File Allowlist

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7 min read
Keep OSS Reviews Inside a Four-File Packet

Keep OSS Reviews Inside a Four-File Packet

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7 min read
Gate OSS Patches With a Four-Check Review Packet

Gate OSS Patches With a Four-Check Review Packet

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5 min read
Score Incoming OSS PRs Against the Issue Contract

Score Incoming OSS PRs Against the Issue Contract

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

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

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4 min read
3-Agent Pipeline: Better Code from Free-Tier Models

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

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6 min read
Reproduce First, Then Patch: An OSS Fix Loop

Reproduce First, Then Patch: An OSS Fix Loop

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7 min read
Iterating on AI Code-Review Prompts Without Spending a Token

Iterating on AI Code-Review Prompts Without Spending a Token

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5 min read
Golden Patches: Test Your AI Reviewer Before It Tests Others

Golden Patches: Test Your AI Reviewer Before It Tests Others

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4 min read
CI Is Green. The Patch Can Still Lie.

CI Is Green. The Patch Can Still Lie.

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3 min read
Free-Model PR Triage: A Working Script for Maintainers

Free-Model PR Triage: A Working Script for Maintainers

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

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

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

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

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

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

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

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

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

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

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4 min read
A $0 Model Evaluation Loop Before Your Next Model Swap

A $0 Model Evaluation Loop Before Your Next Model Swap

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

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

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

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

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4 min read
A Disposable Sandbox Pattern for Testing AI Coding Agents Safely

A Disposable Sandbox Pattern for Testing AI Coding Agents Safely

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4 min read
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