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Personal Productivity in the Age of AI

Module 6 — Compounding, Augmentation, and the Frontier

Lesson 21: Auto-Research and the Ralph Pattern — Systems That Improve Themselves

Last updated: 2026-05-12

When a task has a mechanical measure of success, a small loop can produce improvements without supervision. When it does not, the same loop produces convincing nonsense at scale. The honest practice is to use both patterns where each applies and not where they do not.

Lesson 21: Auto-Research and the Ralph Pattern — Systems That Improve Themselves

Blackboard

Improve where you can measure; collaborate where you cannot

13 min
Pause and Think

Of the recurring work you do, which pieces have a mechanical measure of success — a number that goes up — and which depend on a judgement only a person can make?

Practice Question

Question

Does not count for certificate
Choose one answer, use the hint if needed, then check your answer.
Use the hint before checking if you need a nudge.