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Taylor Wang

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

Location Berlin, Germany Joined Joined on 
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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