Now

What is on the bench, most recent first. Dated on purpose: a "now" page that is not dated is a lie by omission.

  1. Mizan: a governance layer for AI trading agents, with Team SuperBuddies at the Alpaca AI Trading Agents Hackathon. Paper trading only. Every proposal clears a deterministic risk engine before any broker sees it.

  2. Published The Control You Cannot Run with Apart Research: a 7B model reported something unusual on 66.5% of responses when nothing had been done to it.

  3. Detection ≠ Loyalty at the Secret Loyalties sprint, and QuantBench, an independent 4-bit benchmark with its 7 failing configurations published as results.

Open to AI-safety and ML engineering roles: interpretability, evaluations, model auditing, inference on constrained hardware. mohammedfaisalparvez@gmail.com.