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Free Model Endpoints Make Good Fuzz Generators and Bad Oracles

Free Model Endpoints Make Good Fuzz Generators and Bad Oracles

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4 min read
Give Your Coding Agent Eyes: Debug Cypress Through a Live Browser Session

Give Your Coding Agent Eyes: Debug Cypress Through a Live Browser Session

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4 min read
A Three-Pass Hygiene Check for Free Coding Model Diffs

A Three-Pass Hygiene Check for Free Coding Model Diffs

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3 min read
A Free Model Answer Is a Hypothesis. Give It an Error Budget Before It Reaches Main.

A Free Model Answer Is a Hypothesis. Give It an Error Budget Before It Reaches Main.

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4 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
An agent told me all tests passed. It had deleted the one that failed.

An agent told me all tests passed. It had deleted the one that failed.

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3 min read
MiniMax H3 Is Making Noise. My First Check Isn’t the Leaderboard.

MiniMax H3 Is Making Noise. My First Check Isn’t the Leaderboard.

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3 min read
A Free Replay Bench for Agent Tool-Call Failures Before You Deploy

A Free Replay Bench for Agent Tool-Call Failures Before You Deploy

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3 min read
Has your GitHub Actions gate ever said no?

Has your GitHub Actions gate ever said no?

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2 min read
Three gates that should have left one behind

Three gates that should have left one behind

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5 min read
The test asserted exactly what could not fail

The test asserted exactly what could not fail

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4 min read
Don't Let a Free Model Rewrite Your Code. Let It Generate the Tests You Forgot.

Don't Let a Free Model Rewrite Your Code. Let It Generate the Tests You Forgot.

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5 min read
I expected hexagonal architecture to help my coding agent. It didn't.

I expected hexagonal architecture to help my coding agent. It didn't.

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8 min read
How do you manage placeholder data without wasting time on manual entry?

How do you manage placeholder data without wasting time on manual entry?

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2 min read
A Small Runbook for Reliable AI Automation

A Small Runbook for Reliable AI Automation

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3 min read
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