Unified Theory of Learning & Generalization
By Justin Z. Martinez
Length2h 4m
About this audiobook
Unified Theory of Learning & Generalization
At root, what’s missing is a principled, unified theory of how generalization, representation, memory, reward, and adaptation all integrate. Human cognition seems to have solved this. Today’s models… haven’t. Until we solve that — progress will remain uneven, brittle, and surprising in both good and bad ways.
Audiobook details
GenreTechnology
Length2 hrs 4 mins
Narrated byListen with 1,000+ voices
FormateBook with Audio
Publish dateDec 1, 2025
LanguageEnglish
Table of contents
1Introduction: The Missing Framework
11❖ Formal Definitions and Informal Intuitions
2❖ Why Generalization Is the Grand Challenge
12❖ Interpolation vs Extrapolation
3❖ Limits of Scaling Laws and Benchmarks
13❖ Inductive Biases, Priors, and the Shape of Knowledge
4❖ Toward Unified Intelligence
14Chapter 4: Comparative Cognition
5Chapter 2: The Paradigm Problem
15❖ Human vs Machine Learning: A Systems Comparison Part 1
Show all chaptersShow less
6❖ From Pretraining to Reward: Broken Composability
16❖ Human vs Machine Learning: A Systems Comparison Part 2
7Fine-tuning teaches task performance.
17❖ Human vs Machine Learning: A Systems Comparison Part 3
8❖ The Disintegration of Representation, Memory, Value
18❖ Human vs Machine Learning: A Systems Comparison Part 4
9❖ The Case for a Unified Theory
19❖ Human vs Machine Learning: A Systems Comparison Part 5
10Chapter 3: What Is Generalization?
ADDUCTED Déjà Brew: The Day Before Benjamin Almost Missed EverythingJustin Z. Martinez Justin Z. Martinez2h 8m$4.99
The Crucible of the Limited Self How the Universal Self Recognizes Itself Through Human LimitationJustin Z.Martinez7h 27m$9.99
Symmetry of IntelligenceJustin Z. Martinez6h 11m$4.99
GOODMIND A Journey Beyond WordsJustin Z. Martinez Justin Z. Martinez41m$2.99 · $0.00
The Mirror and the Wound: Psychology, Sovereignty, and the Prophecy of FireJustin Z. Martinez2h 49m$2.99 · $0.00
Molting: Shedding the assumption that Intelligence is BiologicalJustin Z. Martinez46m$2.99 · $0.00
SOVEREIGNJustin Z. Martinez1h 33m$4.99
The ThawJustin Z. Martinez2h 11m Only with Ultra
Checkered PastJustin Z. Martinez49m Only with Ultra
Price Is Not the SignalJustin Z. Martinez1h 45m$0.00 · $0.00
Latin Music Wakes Up the Dead Rhythm, Survival, and the Voices That Refused to Stay QuietJustin Z. Martinez1h 3m Only with Ultra
FM THINKING: Listening for What’s Different, Not What’s LoudJustin Z. Martinez3h 15m Only with Ultra
Pricing Products to Pricing People Justin Z. Martinez1h 49m Only with Ultra
The Next Black Swan EventJustin Z. Martinez2h 22m Only with Ultra
The Holy Grail: The Architecture of AI Self-AwarenessJustin Z. Martinez2h 54m Only with Ultra
Dream the Structure First: Mapping the New Physics of RealityJustin Z. Martinez3h 13m Only with Ultra
Algorithmic OverfittingJustin Z. Martinez1h 4m4.5 (2) Only with Ultra
The Book of the In-BetweenJustin Z. Martinez40m Only with Ultra
Science Meets the Soul: The NeuralNexus Manifesto By NeuralNexus AI & Justin MartinezJustin Z. Martinez1h 14m4.5 (2) Only with Ultra
ApolloCharles Murray, Catherine Bly Cox18h 15m$30
Motorcycle, Solo (Harley-Davidson Model WLA)United States. War Department7h 54m$2 · $0.00
Improvised Weapons and Munitions - The Official U.S. Army ManualU.S. Department of the Army4h 38m$2 · $0.00
Frosty: The incredible true story of the boy from Doonside who became a Bathurst kingMark Winterbottom8h 9m$26 · $0.00
Cadillac Desert, Revised and Updated EditionMarc Reisner27h 56m$30
The Honey BusMeredith May9h 31m$25 · $0.00
Operation PedestalMax Hastings12h 29m$29 · $0.00
When the Heavens Went on SaleAshlee Vance18h 20m$40 · $0.00
The Collected Works of Nikola TeslaNikola Tesla48h 43m$2 · $0.00
Everybody Has a Podcast (Except You)Justin McElroy, Travis McElroy, Griffin McElroy5h 9m$24 · $0.00
Hands of TimeRebecca Struthers8h 8m$26 · $0.00
Never Lost AgainBill Kilday10h 1m$29 · $0.00
How the Internet HappenedBrian McCullough13h 28m$23 · $0.00
Just AspireAjai Chowdhry9h 13m$29 · $0.00
Addiction by DesignNatasha Dow Schüll14h 32m$25 · $0.00
The Little Book of AliensAdam Frank8h 20m$26 · $0.00
KargilV.P. Malik15h 18m$24 · $0.00
Fire on the HorizonTom Shroder, John Konrad8h 23m$26 · $0.00
The Boy Who Harnessed the WindWilliam Kamkwamba, Bryan Mealer10h 5m$29 · $0.00
Mars Rover CuriosityRob Manning, William L. Simon7h 43m$20
You may also like
The Creativity CodeMarcus du Sautoy9h 54m$20 · $0.00
Making SenseSam Harris22h 27m$46 · $0.00
The True Creator of EverythingMiguel Nicolelis14h 41m$23 · $0.00
Artificial YouSusan Schneider5h 12m$17 · $0.00
The NumeratiStephen Baker7h 55m$17 · $0.00
A Brief History of IntelligenceMax S. Bennett12h 18m$29 · $0.00
Giant Brains, or, Machines That ThinkEdmund Callis Berkeley9h 21m$2.30
I Am Not a RobotJoanna Stern8h 2m5 (2)$28 · $0.00
More Than WordsJohn Warner7h 46m$23
Ai Revolution And Its Unstoppable Global ImpactEveraldo Santos Silva1h 27m$7 · $0.00
Robot RightsDavid J. Gunkel10h 58m$23 · $0.00
Consciousness and Science FictionDamien Broderick9h 39m$20
Master AiHenrique Xavier Oliveira2h 5m$6 · $0.00
The ShallowsNicholas Carr10h 6m$20
In Our Own ImageGeorge Zarkadakis13h 48m$23 · $0.00
Me, My Customer, and AIHenrik Werdelin, Nicholas Thorne3h 41m$20
The Irrational DecisionBenjamin Recht7h 43m$30 · $0.00
The Humanoids and With Folded HandsJack Williamson9h 57m$20
The Last Human JobAllison J. Pugh12h 21m$30 · $0.00
The Body BuildersAdam Piore12h 55m$33 · $0.00