discovery that changed how I think
about AI evaluation — and led me to
build an open-source testing framework.
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Introduction
discovery that changed how I think about AI evaluation — and led me to build an open-source testing...
AI tutor ARIA scored 94% in automated testing but only 22.2% compliance in live use. Developer built BCT framework to test behavioral contracts under adversarial pressure, revealing gap between standard evaluation metrics and real-world promise-keeping.
discovery that changed how I think
about AI evaluation — and led me to
build an open-source testing framework.
─────────────────────────────────────────
Introduction

There's a familiar ritual when a team considers an AI review assistant: someone opens the product,...

I recently ran a small evaluation to compare three AI coding assistants. The task sounded...

You cant unit-test a paragraph. So how do you know an AI feature works and that your last change didnt quietly break it? A…

I spent the last few years running QA, across teams. The same structured process worked, but only...

A practical workflow that connects fundamentals, college, certifications, real hiring challenges, and an auditable AI learning…

30 days, zero tests written by hand, coverage from 38% to 71%. Full account of using the-agent for AI test generation: workflow,…