Topic

Evaluation

Rigorous evaluation of AI systems, frameworks, and tools — methodology, metrics, and what the results actually mean.

Two arrows from a shared origin: warm orange rising upper right, deep navy declining lower right. Diverging symmetrically. Cream background. Flat vector.

The Scores Improved. The Results Got Worse.

I built a tool to grade my writing. Then I wired it into the thing it was grading.

Jul 26, 2026·9 min read
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Benchmarking KnowledgeForge on GAIA: the Good, the Bad, and the Ugly

I'm building KnowledgeForge (KF) — a reasoning framework that sits on top of a base model and routes work to specialized

Jun 21, 2026·6 min read

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