Vocabulary across the sequence

One term.
A visible progression.

Each entry gives the shared definition, the book and chapters that supply its canonical treatment, and the refinement carried into the rest of the sequence.

A

Admission

A separate accept, reject, or abstain judgment under a named certificate and evidence contract.

Across the sequence. Infinitesimal Creativity refines admission into an explicit epistemic status for proposed theory extensions.

Canonical treatmentMachine Learning from Enforcing Compositionality
  • Chapter 9: Quotients, Localization, Repair, and Admission · p. 143

A

ARTISTIC

The visual-language system that compiles scene declarations into structural diagnosis, localized repair, and independent checking.

Across the sequence. ARTISTIC repair supplies assurance infrastructure; it is not by itself transformational creativity.

Canonical treatmentInfinitesimal Creativity
  • Chapter 18: Generative Visual Languages · p. 349

C

Categorical identification

Learning a compositional world from a presentation up to a declared class of observationally meaningful equivalences.

Across the sequence. ORACLE generalizes identification in the limit from languages or state machines to categories, presentations, doctrines, and tangent structure.

Canonical treatmentDiscovering Compositional Worlds from Interaction
  • Chapter 2: The ORACLE Program · p. 65
  • Chapter 3: Categorical Identification Under a Prior · p. 77
  • Chapter 6: The UOCL Machine · p. 139

C

Category

A collection of objects and composable morphisms with associative composition and identity morphisms.

Across the sequence. The later books use categories as languages of learning systems and maintained theories.

Canonical treatmentCategories for AGI
  • Chapter 1: Category Theory for AGI · p. 23

C

Combinational, exploratory, and transformational creativity

Boden's distinction among new combinations, exploration under current rules, and changes to the rules or conceptual space itself.

Across the sequence. DIAL-X must name which mode it targets rather than treating every adaptation as creative.

Canonical treatmentInfinitesimal Creativity
  • Chapter 7: Combinational Creativity · p. 147
  • Chapter 8: Exploratory Creativity · p. 155
  • Chapter 9: Transformational Creativity · p. 163

C

Compositional obstruction

A typed failure of a declared factorization, path agreement, or designated universal property.

Across the sequence. Diagrammatic curvature is one scalar observation of such a failure, not its general definition.

Canonical treatmentMachine Learning from Enforcing Compositionality
  • Chapter 2: Learning by Repair · p. 75
  • Chapter 3: Learning Sketches and Factorization Obstructions · p. 83

D

DIAL

Double Involution ALgebroid: the proposed interaction of two typed infinitesimal repair directions with an interchange comparison and bridge obligations to classical double Lie theory.

Across the sequence. DIAL is a proposed formal architecture, not an established theorem or a synonym for creativity.

Canonical treatmentInfinitesimal Creativity
  • Chapter 3: The Differential Geometry of Creativity · p. 65
  • Chapter 5: Algebraic Theories as Creative Targets · p. 107
  • Chapter 10: DIAL as an Algorithmic Family · p. 175

D

DIAL-X

A domain specialization of DIAL that declares its target, two repair semantics, mixed witness, finite-realization gate, proposal language, admission contract, and persistence record.

Across the sequence. The hyphen preserves the identity and semantics of the underlying domain method X.

Canonical treatmentInfinitesimal Creativity
  • Chapter 10: DIAL as an Algorithmic Family · p. 175

D

DILATE

Double Involution Learning for Artistic Theory Extension, aimed at constructing reusable operations over generative dynamics rather than repairing one image.

Across the sequence. Current results provide local paintbrush and routing evidence; a genuinely new admitted artistic generator remains open.

Canonical treatmentInfinitesimal Creativity
  • Chapter 19: Artistic Theory Extension · p. 385

D

Doctrine

A declared categorical theory specifying the kinds of structure, models, morphisms, and universal constructions admitted in a hypothesis class.

Across the sequence. The fourth volume recasts core knowledge, learning formalisms, and scientific theories as doctrinal priors rather than neutral data representations.

Canonical treatmentDiscovering Compositional Worlds from Interaction
  • Chapter 1: A Categorical and Homotopical Toolkit · p. 39
  • Chapter 2: The ORACLE Program · p. 65
  • Chapter 4: Core Knowledge and Piagetian Construction · p. 89

E

Experimental support

Compatibility of an observed result with a bounded claim under stated controls and within a registered environment.

Across the sequence. Support does not imply formal proof, external validity, or unrestricted generalization.

Canonical treatmentInfinitesimal Creativity
  • Chapter 10: DIAL as an Algorithmic Family · p. 175
  • Chapter 20: Creativity as Compositional Theory Change · p. 407

F

Finite-realization observer

A declared mathematical or empirical test of whether an infinitesimal candidate composes into a coherent finite path, rollout, continuation, or action.

Across the sequence. A meaningful local direction is not an executable repair until it passes the relevant finite gate.

Canonical treatmentInfinitesimal Creativity
  • Chapter 10: DIAL as an Algorithmic Family · p. 175

F

Formal proof

A consequence derived from stated assumptions in a specified formal system.

Across the sequence. A proof establishes neither empirical adequacy nor the novelty and value of the surrounding theory.

Canonical treatmentInfinitesimal Creativity
  • Chapter 20: Creativity as Compositional Theory Change · p. 407

F

Functor

A mapping between categories that preserves identities and composition.

Across the sequence. Later books use functors to separate formal declarations from their models and to transport structure across revisions.

Canonical treatmentCategories for AGI
  • Chapter 2: Functors for AGI · p. 31

I

Infinitesimal non-compositionality (INC)

The tangent response of a typed compositional obstruction under an admitted probe.

Across the sequence. INC is not merely a gradient magnitude and does not by itself authorize a repair.

Canonical treatmentMachine Learning from Enforcing Compositionality
  • Chapter 4: Tangent Learning Sketches · p. 91

K

Kan extension

A universal way to extend a functor along another functor, using colimit-like left or limit-like right constructions.

Across the sequence. LINCS uses direct-versus-extended routes as structural obligations and Infinitesimal Creativity studies transport across theory extension.

Canonical treatmentCategories for AGI
  • Chapter 10: Kan Extension and Topological Coend Transformers · p. 137
  • Chapter 15: Adjoint Functors · p. 207

L

Learning sketch

A declaration of generators, path equations, designated limit cones, and designated colimit cocones for a learning system.

Across the sequence. Infinitesimal Creativity treats finite sketch extension as a candidate creative artifact.

Canonical treatmentMachine Learning from Enforcing Compositionality
  • Chapter 0: A Working Language of Compositionality · p. 33
  • Chapter 3: Learning Sketches and Factorization Obstructions · p. 83

L

Localization

Restriction of surviving obstruction data to a declared cover or family of substructures with the required overlap comparisons.

Across the sequence. Localization identifies where a promise fails; it does not prove identifiability, effectivity, or global repairability.

Canonical treatmentMachine Learning from Enforcing Compositionality
  • Chapter 9: Quotients, Localization, Repair, and Admission · p. 143

N

Natural transformation

A coherent family of morphisms between two functors, compatible with every morphism in their common source category.

Across the sequence. It supplies one model of coherent componentwise change, but an arbitrary family of edits is not automatically natural.

Canonical treatmentCategories for AGI
  • Chapter 2: Functors for AGI · p. 31

O

Observer

A declared map that turns a typed obstruction into evidence available to a learner, controller, or admission procedure.

Across the sequence. Observability is an assumption to justify, not a free consequence of declaring a sketch.

Canonical treatmentMachine Learning from Enforcing Compositionality
  • Chapter 2: Learning by Repair · p. 75
  • Chapter 3: Learning Sketches and Factorization Obstructions · p. 83

O

ORACLE

Online Rational Agent for Categorical LEarning: the program of discovering compositional worlds and their governing doctrines from interaction.

Across the sequence. ORACLE supplies the meta-learning setting in which UOCL discovers categorical worlds and UODL specializes discovery to decisions.

Canonical treatmentDiscovering Compositional Worlds from Interaction
  • Chapter 0: The Infant's Problem · p. 25
  • Chapter 2: The ORACLE Program · p. 65
  • Chapter 6: The UOCL Machine · p. 139
  • Chapter 17: Synthesis and the Next ORACLE Theorem Ladder · p. 263

P

PACC evolvability

A local, statistically evaluated categorical search process whose admissible mutations improve performance without conditioning updates on individual examples.

Across the sequence. The construction categorifies Valiant's evolvability while preserving explicit mutation neighborhoods, tolerance, representation bounds, and categorical discrepancy.

Canonical treatmentDiscovering Compositional Worlds from Interaction
  • Chapter 8: Probably Approximately Categorically Correct Learning · p. 159

P

PACC learning

Probably Approximately Categorically Correct learning, where success is measured probabilistically through a categorical discrepancy or query semantics rather than literal equality of hypotheses.

Across the sequence. It extends PAC learning to structured hypotheses while making the chosen observer, sampling law, equivalence, and compositional error explicit.

Canonical treatmentDiscovering Compositional Worlds from Interaction
  • Chapter 8: Probably Approximately Categorically Correct Learning · p. 159

R

Repair

A typed proposed edit selected from a registered repair language, with an explicit target and preservation obligations.

Across the sequence. A structural repair becomes a causal intervention only when explicit mechanism and intervention semantics support that reading.

Canonical treatmentMachine Learning from Enforcing Compositionality
  • Chapter 2: Learning by Repair · p. 75
  • Chapter 9: Quotients, Localization, Repair, and Admission · p. 143

S

Scalarization

A task-dependent numerical measurement or ranking applied after the structural type and semantics of an obstruction have been declared.

Across the sequence. A scalarization may be useful for optimization without becoming the definition of non-compositionality.

Canonical treatmentMachine Learning from Enforcing Compositionality
  • Chapter 2: Learning by Repair · p. 75
  • Chapter 3: Learning Sketches and Factorization Obstructions · p. 83

S

Sketch

A compact presentation of a categorical theory by generators, equations, and designated universal constructions.

Across the sequence. Categories for AGI supplies the diagrammatic language; LINCS operationalizes sketches; Infinitesimal Creativity studies their acquisition and extension.

Canonical treatmentMachine Learning from Enforcing Compositionality
  • Chapter 0: A Working Language of Compositionality · p. 33
  • Chapter 3: Learning Sketches and Factorization Obstructions · p. 83

T

Tangent category

A category equipped with a tangent endofunctor and coherent projection, zero, addition, lift, and canonical-flip structure.

Across the sequence. The structure abstracts differentiation without requiring the category of ordinary smooth manifolds to be Cartesian closed.

Canonical treatmentMachine Learning from Enforcing Compositionality
  • Chapter 0: A Working Language of Compositionality · p. 33
  • Chapter 4: Tangent Learning Sketches · p. 91

T

Theory extension

A typed map from a maintained presentation to an augmented one, together with semantics for new generators and transport of the old theory.

Across the sequence. A theory extension is proposed finitely and admitted independently; it is not identical to an infinitesimal probe.

Canonical treatmentInfinitesimal Creativity
  • Chapter 0: A Working Language for Creative Theory Change · p. 25
  • Chapter 2: Creativity as Theory Construction · p. 53
  • Chapter 5: Algebraic Theories as Creative Targets · p. 107

U

Universal property

A characterization of an object by its canonical maps to or from all relevant objects, typically determining it up to canonical isomorphism.

Across the sequence. LINCS treats failure to realize designated universal properties as typed structural obstruction.

Canonical treatmentCategories for AGI
  • Chapter 4: Diagrams and Universal Constructions · p. 49

U

UOCL

Universal Online Categorical Learning: incremental identification of an unknown categorical world from a growing interaction presentation.

Across the sequence. UOCL contains familiar model learning—automata, predictive-state, causal, language, and MDP learning—as doctrine-restricted cases.

Canonical treatmentDiscovering Compositional Worlds from Interaction
  • Chapter 5: Learning Inside Fixed Doctrines · p. 109
  • Chapter 6: The UOCL Machine · p. 139
  • Chapter 7: Persistent Categorical Identification · p. 151

U

UODL

Universal Online Decision Learning: the decision-making specialization of UOCL under progressively revealed information and declared online/offline comparison observers.

Across the sequence. Classical online convex optimization, regularized action, bandits, and decentralized decisions arise under different clock and information doctrines.

Canonical treatmentDiscovering Compositional Worlds from Interaction
  • Chapter 9: Online and Persistent Universal Decision Learning · p. 171
  • Chapter 10: Convex and Regularized Universal Action · p. 201
  • Chapter 11: Universal Bandit Decision Learning · p. 211
  • Chapter 12: Information Categories and Decentralized Decisions · p. 219
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