TrustAI structure

The whole system as one self-improving loop — context, user interaction, and offline self-improvement — in a single animated diagram.

July 2026

Our browser agent benchmarks

How TrustAI compares to Dex, Gemini Spark, Claude Cowork, and Claude for Chrome across web search, personal context, and automations.

July 2026

Thoughts on Interaction Models

A research agenda for interaction models — dreaming, fetching, and knowing when to interrupt. Password-protected.

June 2026

Muon

What Muon is actually doing, why it works, and what my experiments suggest about spectral optimization.

February 2026