Projects
Four things, not everything I have built.
Shipped Product2026
Fluency Bench
A live benchmark for AI fluency: how well people actually work with these tools.
Live — fluencybench.com
Product2026
The Grading Room
A tool for finding the gaps in an AI scoring rubric, by showing a team where its own people quietly disagree about what counts as good.
Live — evallab-eosin.vercel.app
Residency2026
AI Research Residency
Public AI learning system with code, notes, experiments, and proof artifacts.
Live — on this site
Interactive Explainer2026
Policy Iteration
Step through how a system learns to reach a goal, one decision at a time. The idea underneath reinforcement learning, without the notation.
Live — policy-iteration.vercel.app