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Quinn Zhu

Exploring how AI is reshaping the way we build and ship software. Occasional deep dives into product stories.

Location Bangalore, India Joined Joined on 
Write a Blast-Radius File Before Your First AI Patch
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Write a Blast-Radius File Before Your First AI Patch

#beginners #git #testing #ai
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7 min read
Your First Morning on a Messy Codebase: Build a Trust Boundary Before You Ask AI Anything
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Your First Morning on a Messy Codebase: Build a Trust Boundary Before You Ask AI Anything

#ai #productivity #legacy #testing
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6 min read
The AI Canary Test: Stop Your Assistant From Trusting the Whole Repo
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The AI Canary Test: Stop Your Assistant From Trusting the Whole Repo

#ai #opensource #beginners #productivity
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4 min read
Your First PR Needs a Mutation Drill, Not More Polishing
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Your First PR Needs a Mutation Drill, Not More Polishing

#ai #testing #beginners #workflow
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4 min read
Reviewing AI Code in Your First Week: A Junior's Drill
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Reviewing AI Code in Your First Week: A Junior's Drill

#ai #codequality #beginners #productivity
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3 min read
Score Your AI Reviewer Before You Trust It: A Three-Persona Drill
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Score Your AI Reviewer Before You Trust It: A Three-Persona Drill

#ai #git #testing #productivity
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4 min read
First Hour, First PR, First Rollback: A New-Repo Drill for Juniors
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First Hour, First PR, First Rollback: A New-Repo Drill for Juniors

#git #ai #productivity #beginners
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4 min read
Don't Read the Repo. Interrogate It: A Hypothesis-Driven Onboarding Workflow
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Don't Read the Repo. Interrogate It: A Hypothesis-Driven Onboarding Workflow

#git #ai #productivity #beginners
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4 min read
Automate Conventional Commits With a Free AI Server: A Git Hook That Validates Itself
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Automate Conventional Commits With a Free AI Server: A Git Hook That Validates Itself

#git #ai #tutorial #productivity
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4 min read
I Gave My Git History to a Free AI Bot. It Broke 7 Times in 3 Days.
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I Gave My Git History to a Free AI Bot. It Broke 7 Times in 3 Days.

#ai #python #debugging #opensource
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4 min read
Why Generated Tests Fail: A Field Guide to 5 Failure Modes
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Why Generated Tests Fail: A Field Guide to 5 Failure Modes

#testing #python #ai #productivity
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4 min read
MonkeyCode Free Tier: A 20-Minute Setup with a Check at Every Step
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MonkeyCode Free Tier: A 20-Minute Setup with a Check at Every Step

#ai #tutorial #opensource #productivity
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4 min read
The $0 Filter I Run Before I Trust a New Coding Model
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The $0 Filter I Run Before I Trust a New Coding Model

#ai #testing #programming #productivity
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4 min read
A Free, Reproducible Way to Vet the MiniMax H3 Hype (No Credit Card Required)
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A Free, Reproducible Way to Vet the MiniMax H3 Hype (No Credit Card Required)

#ai #python #testing #opensource
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4 min read
I Stopped Trusting My Gut on AI Coding Models. Here's the 30-Minute Test Rig I Use Instead
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I Stopped Trusting My Gut on AI Coding Models. Here's the 30-Minute Test Rig I Use Instead

#ai #programming #testing #productivity
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6 min read
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