# Learning from a teacher — illustrated edition

A deeper companion to ML015: follow illustrated weather forecasts, day-by-day variance, eight gradient-routing stages and an explicit rejection-sampling simulator.

Keep the original ML015 overview, or explore this deeper version with day-by-day error comparisons, an eight-stage gradient diagram and explicit acceptance and correction sampling.

Inspired by Jayden Teoh (MIT), Multi-Token Prediction Done Right (2026), arXiv:2610.38331. Original toy examples and numbers by 21IFM.

Canonical page: https://21ifm.com/ai/learning-from-a-teacher-b

## Explore

- [Original ML015 overview](https://21ifm.com/ai/learning-from-a-teacher)
- [Modern AI collection](https://21ifm.com/ai)