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Taylor Wang

Exploring the intersection of AI and web development.

Location Sydney, Australia Joined Joined on 
AI Wrote Your Idempotency Layer? Replay Requests Until It Breaks
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AI Wrote Your Idempotency Layer? Replay Requests Until It Breaks

#ai #backend #testing #webdev
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4 min read
A Free Model Is More Useful When You Make It Write a Repro Server
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A Free Model Is More Useful When You Make It Write a Repro Server

#ai #debugging #python #testing
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4 min read
Split a Name Column? The Migration Contract Catches What Review Misses
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Split a Name Column? The Migration Contract Catches What Review Misses

#database #python #ai #testing
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4 min read
Run AI-Written Migrations on a Throwaway Database Before They Touch Yours
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Run AI-Written Migrations on a Throwaway Database Before They Touch Yours

#postgres #ai #devops #database
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4 min read
A Regression Gate for Free Model Endpoints
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A Regression Gate for Free Model Endpoints

#ai #testing #python #devops
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6 min read
Judge an AI-Generated Health Check by the Failures It Catches
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Judge an AI-Generated Health Check by the Failures It Catches

#ai #devops #testing #observability
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5 min read
Make AI-Generated HTTP Endpoints Prove Themselves on a Disposable Server
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Make AI-Generated HTTP Endpoints Prove Themselves on a Disposable Server

#ai #python #testing #webdev
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4 min read
Before You Expose That Agent, Let a Free Model Attack It
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Before You Expose That Agent, Let a Free Model Attack It

#ai #security #agents #testing
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4 min read
Let a Free Model Try to Break Your API Before Your Users Do
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Let a Free Model Try to Break Your API Before Your Users Do

#testing #ai #api #security
Comments 1
5 min read
AI-Generated Shell Commands: Test in a Throwaway Container
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AI-Generated Shell Commands: Test in a Throwaway Container

#ai #security #linux #devops
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6 min read
Cheap AI Model? Replay Collected Failures Before You Swap
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Cheap AI Model? Replay Collected Failures Before You Swap

#ai #python #testing #modelevaluation
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5 min read
Treat AI-Suggested Shell Commands Like a Merge Request, Not a Copy-Paste
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Treat AI-Suggested Shell Commands Like a Merge Request, Not a Copy-Paste

#ai #shell #devops #security
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5 min read
When a New Model Drops, Hype Is Not a Benchmark
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When a New Model Drops, Hype Is Not a Benchmark

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

#ai #devops #security #testing
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4 min read
Turn Your API Docs Into an Executable Test Plan With a Free Model
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Turn Your API Docs Into an Executable Test Plan With a Free Model

#documentation #api #testing #ai
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5 min read
Replay AI-Generated Migrations Against a Throwaway Database Before You Merge Them
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Replay AI-Generated Migrations Against a Throwaway Database Before You Merge Them

#ai #database #testing #devops
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5 min read
Before You Trust That AI Diff, Replay Real Requests Against It
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Before You Trust That AI Diff, Replay Real Requests Against It

#ai #testing #devops #python
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4 min read
Stop Asking Bug Reporters for More Details. Generate the Reproducer Yourself.
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Stop Asking Bug Reporters for More Details. Generate the Reproducer Yourself.

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

#python #openapi #ai #webdev
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5 min read
New Model Dropped? Run Your Own Git History Through It First
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New Model Dropped? Run Your Own Git History Through It First

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

#debugging #devops #productivity #beginners
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5 min read
I Moved My Discord Bot Off a Paid LLM API. Five Things Broke.
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I Moved My Discord Bot Off a Paid LLM API. Five Things Broke.

#ai #python #api #debugging
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6 min read
Reserve the Expensive Model for Thinking: A Free-Tier Pipeline for Git Chores
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Reserve the Expensive Model for Thinking: A Free-Tier Pipeline for Git Chores

#git #automation #ai #productivity
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5 min read
Make AI Patches Prove Themselves Before They Touch Main
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Make AI Patches Prove Themselves Before They Touch Main

#ai #programming #testing #productivity
Comments
7 min read
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