AI Foundationspredict · compress · act

concepts → Heuristic

Heuristic

Compression

timeless2 connections

intelligence is compression — predicting well and compressing well are one thing

Where it sits

The prism has six jobs across and eight layers down. Its primary cell isrepresent × L0, with a noted second cell. Hatched cells cannot exist — a GPU does not learn, an institution does not infer.

measure×L0 — its quality is measured in bits

What must come first — and what it unlocks

Left to right is reading order, derived from the prerequisite_of edges. Nothing here is hand-ordered: the diagram is the graph.

PredictionCompressionnothing depends on it yet — a leaf in the reading order

Before it: Prediction

Where to read it

The chapter that introduces it, and any chapter that uses it again.

02Intelligence Is Compressionact 0 · The Core Question

Where it comes from

paperA Mathematical Theory of CommunicationClaude E. Shannon · 1948

Every connection

All 2 edges touching this node, grouped by relation family — the sections above are highlights from this list. Colours match the relation families inthe atlas.

Order · 1
requiresPredictionMechanism
Flow · 1
usesEntropyQuantity

This page is a projection of one node in src/data/concepts.ts. It has no prose file of its own — 230 declared edges produce all 236 of these pages. Edit an edge and both endpoints change.