Topic

Methodology

The methods behind the work: how experiments are designed, benchmarks structured, and decisions made with incomplete information.

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
Three identical analog pressure gauges in a row on a matte navy surface, bright green needles all at the same reading. Three benchmark arms, identical result. -->

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

Score your B2B copy before you publish.

SEMalytics measures audience fit, clarity, framing, and AEO readiness across 8 dimensions grounded in 860+ papers.