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Golden Sets Are the Unit Tests Your LLM Feature Never Had

Golden Sets Are the Unit Tests Your LLM Feature Never Had

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4 min read
Migration Diary: Benchmarking Your AI Reviewer Before a Free-Tier Cutover

Migration Diary: Benchmarking Your AI Reviewer Before a Free-Tier Cutover

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5 min read
Benchmark a Free AI Coding Tier on a Cold Server

Benchmark a Free AI Coding Tier on a Cold Server

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4 min read
Free Models, a Free Server, and a Reference That Outlived Its Function

Free Models, a Free Server, and a Reference That Outlived Its Function

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4 min read
Same Input, Different Answer? A Differential Harness for AI Code Fixes

Same Input, Different Answer? A Differential Harness for AI Code Fixes

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6 min read
The Context Budget: A 90-Minute Workshop for AI Code Review

The Context Budget: A 90-Minute Workshop for AI Code Review

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5 min read
Your Free LLM Can Call Tools. Prove It With This Harness.

Your Free LLM Can Call Tools. Prove It With This Harness.

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4 min read
5 Places a Real-Time Camera Filter Drops Frames

5 Places a Real-Time Camera Filter Drops Frames

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9 min read
Deterministic Agent Contracts Without Making CI Brittle

Deterministic Agent Contracts Without Making CI Brittle

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6 min read
Pick a Free AI Model by Score, Not by Reputation: A 20-Prompt Harness

Pick a Free AI Model by Score, Not by Reputation: A 20-Prompt Harness

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4 min read
Verdict: Evidence-First Agent Harness for Reproducible Bug Fixes

Verdict: Evidence-First Agent Harness for Reproducible Bug Fixes

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5 min read
The rollback in gemini-cli restored an empty directory, and the test for it passed

The rollback in gemini-cli restored an empty directory, and the test for it passed

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3 min read
From string-concatenation to a real DSH bundle: one link, six verified plugins

From string-concatenation to a real DSH bundle: one link, six verified plugins

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3 min read
I built a source-to-clipboard test for documentation code blocks

I built a source-to-clipboard test for documentation code blocks

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2 min read
A button that covers another button passes every test you have

A button that covers another button passes every test you have

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4 min read
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