Essays

Essays on the road to a Type 1 civilisation

  1. TT1-2026-001Post-training from scratch: a tutorial2026-07-04

    How a base model becomes a math solver: SFT and GRPO explained from first principles, with the actual code and formulas from a laptop-scale project.