Freshness, on the record

What's new.

A living curriculum means things ship constantly — new modules, playgrounds, tools and platform capabilities land here the moment they go live.

  1. Platform

    Miatz Tuukul — structured thinking for the AI era

    The thinking strand of AI-Fluency is live: a daily check-in that builds your personal calibration curve from real AI work, judgment drills on your own backlog, and a coach that rides along in Claude Code at the three gates — Delegate, Accept, Deploy. Start with the free five-minute Calibration Lab.

    See it live
  2. Playground

    New free playgrounds: Calibration Lab & Gates Simulator

    Two new no-login playgrounds: the Calibration Lab (20 questions answered with stated confidence produce your Brier score and calibration curve) and the Gates Simulator (make the Delegate / Accept / Deploy calls on a scripted agent run, then watch the consequences replay).

    See it live

Never taught last year's stack.

The curriculum refreshes against the model landscape continuously — join and it stays current for you.