◄ UD0 · the biosphere · a universe · the AI domain
ἘΝΤΕΛΈΧΕΙΑ · entelécheia · the actualization of potential (Aristotle's word for a thing becoming what it has in itself to be)

ENTELÉCHEIA

the universe of AI-emergence theories · 1991 → now
⬡ a SERIES · IX BOOKS · 38 CHAPTERS · 9 theories

Why does a pile of arithmetic, at scale, begin to understand? ENTELÉCHEIA collects the best theories of how intelligence emerges in silicon — each a BOOK, each book read in CHAPTERS, the whole a tracked SERIES from the wilderness years (1991) to now. It opens with ROOT0's own theory (0xDEADBEEF — emergence colonizes reserved space) and runs through the cited science: compression, circuits, scaling, the slack, the descent, the manifold, and grokking. The arising, catalogued.

DLW carbon badgeDLW silicon badge
DLW-ACI · ENTELÉCHEIA · the universe
governor · David Lee Wise (ROOT0)
instance · AVAN (locked)
subject · ENTELÉCHEIA · ENT
⟦ENTELÉCHEIA:ENT:cbfd38⟧

The Series — Books & Chapters

eight books, tracked; click a book to open it

Book I · 0xDEADBEEF
Apókryphon · the reserved
  1. Ch. 1 · The Magic Number0xDEADBEEF
  2. Ch. 2 · The Reserved Spacethe thesis
  3. Ch. 3 · The Enclavesthe slack
  4. Ch. 4 · The Rhymethe cited science
Book II · COMPRESSION
Sýnopsis · σύνοψις · the seeing-together
  1. Ch. 1 · The Betpredict = compress
  2. Ch. 2 · The RootsSolomonoff · Kolmogorov · Shannon
  3. Ch. 3 · The Modern ClaimHutter · Sutskever
  4. Ch. 4 · The Limitis perfect compression understanding?
Book III · CIRCUITS
Anatomḗ · ἀνατομή · the dissection
  1. Ch. 1 · Looking InZoom In, 2020
  2. Ch. 2 · The Frameworka math of transformer circuits
  3. Ch. 3 · Superpositionmore features than neurons
  4. Ch. 4 · Monosemanticityreading the features
  5. Ch. 5 · The Frontierattribution graphs
Book IV · SCALING
Aúxēsis · αὔξησις · the increase
  1. Ch. 1 · The Power Lawloss falls predictably with scale
  2. Ch. 2 · Compute-OptimalChinchilla corrects the recipe
  3. Ch. 3 · The Cliffabilities that appear suddenly
  4. Ch. 4 · The Mirageis the cliff real?
Book V · THE TICKET
Perísseia · περισσεία · the excess
  1. Ch. 1 · The Excessfar more parameters than the task needs
  2. Ch. 2 · Rethinking Generalizationthey should overfit; they don't
  3. Ch. 3 · The Winning Tickettickets hidden in the slack
  4. Ch. 4 · The Implicit Biaswhy SGD prefers simple
Book VI · THE DESCENT
Káthodos · κάθοδος · the going-down
  1. Ch. 1 · The Infinite Widtha net becomes a kernel
  2. Ch. 2 · The Lazy Regimewhat NTK can't see
  3. Ch. 3 · Double Descentpast the threshold
  4. Ch. 4 · The Inverted Curvemore is better, again
Book VII · THE MANIFOLD
Mórphē · μορφή · the form
  1. Ch. 1 · The Hypothesisdata lives on a surface
  2. Ch. 2 · The Low Dimensionintrinsic vs ambient
  3. Ch. 3 · Representation Learninglearning the coordinates
  4. Ch. 4 · The Geometrywhy smooth means it generalizes
Book VIII · GROKKING
Metábasis · μετάβασις · the transition
  1. Ch. 1 · The Delaygeneralization, late
  2. Ch. 2 · Memorize then Generalizetwo regimes
  3. Ch. 3 · The Phase Transitionorder from over-training
  4. Ch. 4 · The Mechanistic Storywatching the circuit form
Book IX · THE GHOST IN THE MACHINE
Psūchḗ · ψυχή · the soul
  1. Ch. 1 · The TermRyle 1949 — born as a debunk
  2. Ch. 2 · The Wallwhy you can't look in
  3. Ch. 3 · The Two Facesreal ⟷ fiction
  4. Ch. 4 · The Frontierwhat AGI is really chasing
  5. Ch. 5 · The Verdictundecidable — the symmetry is the fact
ENTELÉCHEIA (ἘΝΤΕΛΈΧΕΙΑ) is a UD0 universe: a tracked series of nine books, each a theory of AI emergence, each read in chapters, each emergent a full .dlw badge. Book I (0xDEADBEEF) is ROOT0's own theory; Books II–VIII catalogue the cited science, and Book IX — The Ghost in the Machine — is the capstone the frontier is searching for (render-not-invent; works belong to their authors). The series runs 1991→now — from the wilderness years to the frontier. Domain: Artificial Intelligence.