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Taylor Wang

Exploring the intersection of AI and web development.

Location Sydney, Australia Joined Joined on 
Before You Expose That Agent, Let a Free Model Attack It

Before You Expose That Agent, Let a Free Model Attack It

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4 min read
Let a Free Model Try to Break Your API Before Your Users Do

Let a Free Model Try to Break Your API Before Your Users Do

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5 min read
AI-Generated Shell Commands: Test in a Throwaway Container

AI-Generated Shell Commands: Test in a Throwaway Container

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6 min read
Cheap AI Model? Replay Collected Failures Before You Swap

Cheap AI Model? Replay Collected Failures Before You Swap

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5 min read
Treat AI-Suggested Shell Commands Like a Merge Request, Not a Copy-Paste

Treat AI-Suggested Shell Commands Like a Merge Request, Not a Copy-Paste

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5 min read
When a New Model Drops, Hype Is Not a Benchmark

When a New Model Drops, Hype Is Not a Benchmark

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2 min read
AI Shell Scripts Fail in the Environment, Not the Syntax: A Pre-Merge Gate That Shows You Why

AI Shell Scripts Fail in the Environment, Not the Syntax: A Pre-Merge Gate That Shows You Why

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4 min read
Turn Your API Docs Into an Executable Test Plan With a Free Model

Turn Your API Docs Into an Executable Test Plan With a Free Model

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5 min read
Replay AI-Generated Migrations Against a Throwaway Database Before You Merge Them

Replay AI-Generated Migrations Against a Throwaway Database Before You Merge Them

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5 min read
Before You Trust That AI Diff, Replay Real Requests Against It

Before You Trust That AI Diff, Replay Real Requests Against It

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4 min read
Stop Asking Bug Reporters for More Details. Generate the Reproducer Yourself.

Stop Asking Bug Reporters for More Details. Generate the Reproducer Yourself.

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6 min read
Don't Hand-Write Mock APIs. Let a Free Model Draft Them, Then Validate with OpenAPI

Don't Hand-Write Mock APIs. Let a Free Model Draft Them, Then Validate with OpenAPI

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5 min read
New Model Dropped? Run Your Own Git History Through It First

New Model Dropped? Run Your Own Git History Through It First

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5 min read
The Bug That Only Existed on My Laptop: Why I Keep a Boring Baseline Server Now

The Bug That Only Existed on My Laptop: Why I Keep a Boring Baseline Server Now

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5 min read
I Moved My Discord Bot Off a Paid LLM API. Five Things Broke.

I Moved My Discord Bot Off a Paid LLM API. Five Things Broke.

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6 min read
Reserve the Expensive Model for Thinking: A Free-Tier Pipeline for Git Chores

Reserve the Expensive Model for Thinking: A Free-Tier Pipeline for Git Chores

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5 min read
Make AI Patches Prove Themselves Before They Touch Main

Make AI Patches Prove Themselves Before They Touch Main

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7 min read
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