Projects

loopmath.ai
loopmath
RSI for the masses. A command-line tool your orchestrator calls around each agent task. It compares agent workflows, prices each one before the task, and learns from every run after it.

orchestrationcontextprotocol.io
Orchestration Context Protocol (OCP)
An open JSON format for agent orchestration runs. One document records one run: the work graph, every attempt with its harness, model, reasoning effort and token cost, and each outcome with the evidence.

getviberia.com
Viberia
Civilization meets Claude Code. A desktop app for macOS and Windows that runs a team of AI coding agents from a map, the way a strategy game runs its units.
Smaller projects

Research code
eci-benchmaxxing
The code and data behind A Statistical Analysis of LLM Benchmaxxing. It adds a model-level term to Epoch AI's Capabilities Index, to estimate how much a model over-performs on particular benchmarks relative to its general capability.

Explainer
The Switch
A one-page illustrated explainer of the 2026 Nobel Prize in Physiology or Medicine.

Hackathon project
QM Raid
An RTS-style board for QM agent swarms, built for the YC (Own Your Intelligence) Hackathon on September 27, 2026.



Python tool
yt-pundit-analyzer
A tool that checks how well pundits' predictions held up. It takes a video of early takes and a later video on what actually happened, pulls the key points from each with Gemini, and writes a comparison. It was built for the post on Lords of Limited's early format guesses.