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From Six Questions to a Script: My 30-Minute Eval Harness for Every New Model Release

From Six Questions to a Script: My 30-Minute Eval Harness for Every New Model Release

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6 min read
Dev Log: 2026-08-12 — a 96s suite that became 42s, a capability that wasn't a scope, and four steps to a passkey

Dev Log: 2026-08-12 — a 96s suite that became 42s, a capability that wasn't a scope, and four steps to a passkey

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8 min read
Comparing AI Coding Models Without Burning Budget: A Reproducible Harness on Free Compute

Comparing AI Coding Models Without Burning Budget: A Reproducible Harness on Free Compute

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4 min read
A New Cheap Model Dropped This Week. Here's the Harness I Run Before I Switch Anything

A New Cheap Model Dropped This Week. Here's the Harness I Run Before I Switch Anything

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5 min read
A Lower Price Tag Is Not a Migration Plan: Quarantining New Models Before They Touch Your Agent

A Lower Price Tag Is Not a Migration Plan: Quarantining New Models Before They Touch Your Agent

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6 min read
The Umlauts Were Fine, the Word Length Wasn't: A Pseudo-Localization Bug Hunt

The Umlauts Were Fine, the Word Length Wasn't: A Pseudo-Localization Bug Hunt

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6 min read
I Stopped Trusting Demo Prompts: A Repeatable Smoke Test for Free Coding Models

I Stopped Trusting Demo Prompts: A Repeatable Smoke Test for Free Coding Models

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5 min read
A Two-Gate Harness for AI-Generated Patches You Can Run on a Free Server

A Two-Gate Harness for AI-Generated Patches You Can Run on a Free Server

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4 min read
Probe the Endpoint Before You Probe the Model

Probe the Endpoint Before You Probe the Model

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5 min read
Mechanisms, not agreements

Mechanisms, not agreements

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9 min read
A Two-Lane Workflow for AI-Assisted Coding: Cheap Models for Volume, Careful Review for Judgment

A Two-Lane Workflow for AI-Assisted Coding: Cheap Models for Volume, Careful Review for Judgment

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5 min read
From Manual Testing to Playwright: How My QA Journey Evolved

From Manual Testing to Playwright: How My QA Journey Evolved

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2 min read
How AI Development Has Changed Software Testing

How AI Development Has Changed Software Testing

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8 min read
Google upgraded Android's UI language, can test automation keep up?

Google upgraded Android's UI language, can test automation keep up?

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3 min read
Free Coding Models Are Good Enough for Some of Your Tasks — Here's How to Find Which Ones

Free Coding Models Are Good Enough for Some of Your Tasks — Here's How to Find Which Ones

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4 min read
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