ℓNotes
Mousse-notes.
A long, chapter-by-chapter book on the algebraic and topological foundations underlying the rest of the research. The constellation below is the structure at a glance — each dot a note, edges drawn from explicit cross-references.
Part 0 · Soft Cognitive Cohesion
- §0.0
Soft Cognitive Cohesion — Canonical Specification (CV-1.11)
The canonical formal text of SCC. The programme's canonical has since advanced to CV-1.17 (68 Cat A + 19 B + 6 C + 5 Retracted = 98 claims, ~70% proved, sealed 2026-05-15); this page is the CV-1.11 (W6, 2026-05-08) formal snapshot — the CV-1.12–1.17 additions are logged in the status page. OMS-2.0 Accepted — Full.
- §0.0
SCC Canonical Spec — Part 1: Foundations & Formal Universe
Sections 0, 2–5 of the SCC canonical specification (CV-1.5.2): the summation convention, the foundational orientation, the formal universe, the primacy of the soft form, and the derived geometric and morphological notions.
- §0.0
SCC Canonical Spec — Part 2: Axiomatic Groups & Proto-Cohesion
Sections 6–7 of the SCC canonical specification (CV-1.5.2): the five axiomatic groups (closure, adjacency, co-belonging, distinction, temporal transport) and the proto-cohesion diagnostic vector with its four component predicates.
- §0.0
SCC Canonical Spec — Part 3: Energy Principle & Provisional Operators
Sections 8–9 of the SCC canonical specification (CV-1.5.2): the volume constraint, the four-term canonical energy functional, and the currently favored provisional realizations of closure, distinction, co-belonging, and temporal transport operators.
- §0.0
SCC Canonical Spec — Part 4: Structural Interpretation, Commitments & Open Problems
Sections 10–12 of the SCC canonical spec (CV-1.5.2): structural interpretation, fixed commitments vs open design choices, and open problems by foundational/bridging/extension layer. W4 close (2026-04-24) resolved Critical-3 (F-1, M-1, MO-1); CV-1.5.2 promoted T-L1-F as the first multi-formation Cat A theorem.
- §0.0
SCC Canonical Spec — Part 5: Proved Results Registry & Closing Notes
Sections 13–15 of the SCC canonical specification. Canonical is now CV-1.17 (68 Cat A / 98 claims, sealed 2026-05-15); this part is the CV-1.11 (W6) snapshot — 54 Category A + 14 B + 5 C + 5 retracted = 78 claims, ~69% proved. W6 additions: T-ST-5a (Stereo-SCC), T-OP6-B (OP-0006 RESOLVED), P-F-A1 Package I fully Cat A, OMS-2.0 Full.
- §0.0
Chapter 0 — Formal State Space
Formalises the state space of RelationWorld — the mathematical object describing all possible world configurations and the structure of transitions between them.
- §0
SCC Glossary
Plain-language definitions of all formal SCC concepts — formal ID, intuitive description, why it matters, concrete analogy. Aligned with canonical CV-1.5.2: covers multi-formation vocabulary (Commitment 16 K-status, σ-tuple, OP-0008/0009) and L1-J / T-L1-F Hard-Bar / Active-Count Bridge.
- §0
SCC Research Overview
Narrative overview of Soft Cognitive Cohesion — what the theory does, core thesis, conceptual inversion, mathematical problem. Canonical is now CV-1.17 (68 Cat A / 98 claims, sealed 2026-05-15); this overview is the CV-1.11 (W6 EOD, 2026-05-08) snapshot — 54 Cat A / 78 claims, ~69% proved. OMS-2.0 Accepted — Full. OP-0006 RESOLVED. P-F-A1 Package I complete.
- §0
SCC Theorem Registry
Canonical is now CV-1.17 (68 Cat A + 19 B + 6 C + 5 Retracted = 98 claims, ~70% proved, sealed 2026-05-15); this registry is the CV-1.11 (W6) snapshot — 54 Cat A / 78 claims, ~69% proved. The CV-1.12–1.17 additions are logged in the status page. W6 additions: T-ST-5a (CV-1.6), T-OP6-B/OP-0006 RESOLVED (CV-1.7), P-F-A1 Package I fully Cat A (CV-1.8–CV-1.9), OMS-2.0 Full.
- §0.1
SCC — Research Status Snapshot (April 2026, W5 Day 1 G0 close, CV-1.5) — HISTORICAL
Historical SCC status snapshot frozen at W5 Day 1 G0 close (2026-04-27, CV-1.5) — 43 Cat A / 57 claims / 75% proved, the W4 resolution of the 3 Critical OPs (F-1, M-1, MO-1), and the W5 Day 1 G0 σ-framework canonical merge. Superseded; for the active living status page see scc-status-2026-05.
- §0.1
SCC — Current Research Status (May 2026, CV-1.17)
Active SCC status as of CV-1.17 (sealed 2026-05-15 — W7 close). Ledger: 68 Cat A + 19 B + 6 C + 5 Retracted = 98 claims, ~70% proved; 215 passed + 1 xfailed. H-COMP-KERNEL CLOSED Cat B. H-MORSE partially closed. First _archive/ cohort instantiated.
- §0.2
Integrated Architecture — SCC × ONN as one cognitive-reasoning system
The ultimate design target of the whole research programme: a single cognitive-reasoning architecture that unifies Soft Cognitive Cohesion (SCC) and Ontology Neural Networks (ONN). Four layers, one pipeline, one vision.
- §0.3
Claim C-0001 — The Soft Cohesion Field is Primitive
The foundational claim that the graded cohesion field u_t is ontologically prior to discrete objecthood. Aligned with canonical CV-1.5.2 (W5 Day 6 close, 2026-05-02; 2026-05-04 audit pass).
- §0.4
Claim C-0002 — The K-Field Architecture is Necessary
K-field architecture as structural multi-formation realisation. Reframed post-W4: no longer the sole mechanism (T-PreObj-1 (i) gives single-field F≥2 default). Superseded by Commitment 16 (CV-1.5.1): two-tier K_field (architectural cap) / K_act (dynamic stratum) decomposition; OAT-1 closes OP-0009-K. Confidence 65→80%.
- §0.100
T-L1-F — Hard-Bar / Active-Count Bridge under L1-J Regime
First multi-formation canonical Cat A conditional theorem. Under hypothesis package (P0)-(P11) on shared-pool Σ̃_M^K_field, the hard-bar count from H_0 superlevel persistence equals the active-slot count, with labelled bijection.
- §0.100
T-PreObj-1 — Pre-Objective Multi-Peak Formation Mechanism (W4 Capstone)
Under full SCC on any (G1)-(G4) graph, the F=1 single-disk is not a critical point of full E, and gradient flow attracts to multi-peak F≥2 configurations. The W4 capstone — SCC's pre-objective character is theorem, not modeling choice. Resolves F-1.
- §0.100
T-V5b-T — Pre-Objective Goldstone on Translation-Invariant Graphs (W4-Extended Capstone)
On translation-invariant graphs (torus T^d, cycle C_n), a sub/super-lattice spectral dichotomy at the F=1/F≥2 transition. 2D: Goldstone doublet with commensurability split; 1D: 1-fold Goldstone; nodal count = 2 universal. W4-extended capstone (8 V5b iterations + NQ-172 reproducibility check).
- §0.100
T1 — Existence of Minimizers
The energy E attains its minimum on the constraint manifold Σ_m. The well-posedness foundation of SCC: every other result is a refinement of the bare existence statement.
- §0.100
T11 — Sharp-Interface Γ-Convergence
As ε = α/β → 0, the boundary-morphology energy E_bd Γ-converges to a perimeter functional. Minimizers converge to characteristic functions of minimal-perimeter sets. The soft-to-crisp bridge — recovery of object-like sharp interfaces from the soft cohesion field.
- §0.100
T14 — Gradient Flow Convergence (Łojasiewicz)
The projected gradient flow on Σ_m converges to a critical point. With analytic energy (b_D = 0), convergence is exponential via the Łojasiewicz inequality. The dynamical existence theorem — variational minimizers are reachable by descent.
- §0.100
T20 — Axiom Consistency (A1' resolves A1↔A3 incompatibility)
The axioms A1' / A2 / A3 / A4 of Group A (closure) are mutually consistent. The original A1 (weak extensivity) is incompatible with A3 (contraction) for the sigmoid closure realization; A1' (conditional extensivity) resolves the tension. The theory's foundational legitimacy.
- §0.100
T6 — Closure Fixed Point (Banach Contraction)
When the closure steepness parameter a_cl < 4, the sigmoid closure operator has a unique fixed point on [0,1]^n with geometric convergence rate a_cl/4. The convergence guarantee for the central self-referential operator.
- §0.100
T7-Enhanced — Non-Idempotent Metastability Advantage
At a non-idempotent closure fixed point with operator norm < 1, the closure Hessian contribution is strictly positive definite (n/n positive eigenvalues). For idempotent closure, only n-k of n eigenvalues are positive. The mathematical payoff of SCC's deliberate non-idempotence commitment.
- §0.100
T8-Core — Phase Transition (Spectral Universality)
On any connected graph with Fiedler eigenvalue λ_2 > 0, when β/α exceeds 4λ_2/|W''(c)|, the uniform field becomes unstable and a non-uniform minimizer exists. Formation birth is topologically universal — depending only on the spectral gap.
- §0.100
SCC Hero Theorems — 16 Major Results
Curated index of the 16 hero theorems of Soft Cognitive Cohesion (current canonical CV-1.17). Foundation, phase transition + stability, W4 Pre-Objective Mechanism, W5 multi-formation bridge (T-L1-F), W6 stereo + boundary (T-ST-5a, T-OP6-B), and W6 stochastic foundation (P-F-A1 Package I). Full proofs live in the canonical spec.
Part I · Foundations of RelationWorld
- §1.1
Overview — The Sweet-Potato-Vine Worldview
Philosophy and roadmap of RelationWorld Theory. Five foundational principles, the central sweet-potato-vine metaphor, and a correspondence dictionary between the discrete formalism and its classical counterparts.
- §1.2
Relation
The fundamental unit of RelationWorld — a relation tuple (i, j, w, g) carrying scalar intensity and group-valued transit, with symmetrised weight, degree, and their basic properties.
- §1.3
Relational Field
Gauge group and action on relational fields, scalar invariants, holonomy and discrete curvature, and the completeness of invariants in the connected case.
- §1.4
Fruit
Low-conductance clusters as the basic unit of cohesive existence. Cheeger conductance, the fruit definition with threshold θ, and Theorems A (Energy Isolation) and D (Metastability).
- §1.5
Stem
The connective tissue between fruits. Stem region, bridge edges, and the no-boundary principle that prevents the exterior from being defined explicitly.
- §1.6
Door
Internal singularities arising from anomalous external contact, detectable only within the fruit interior. The intrinsic data axiom A5, door definitions, and Theorems B, C, G.
- §1.7
Existence
Existence as a gauge-invariant triple combining the optimal gauge class, door locus, and residual energy. Flattening energy, optimal gauge, and Theorems E and H.
- §1.8
World
The world as a three-layer hierarchy of relational fields, fruits with existence triples, and their inter-fruit connectivity. Theorem F (Spectral Stability) closes Part I.
Part II · Main Theorems & Examples
- §2.9
Main Theorems A–H
Complete statements and full proofs of the eight core theorems of RelationWorld Theory — energy isolation, door finiteness, self-interpretation, metastability, curvature localisation, spectral stability, door stability, and flow stability.
- §2.9
Part II · Main Theorems A–H (summary)
A condensed statement of the eight main theorems of RelationWorld Theory with one-paragraph proof ideas and their logical dependencies. Full proofs live in the research archive.
- §2.9
Theorem A — Energy Isolation
Internal edge-energy of a fruit is at least (1-theta) of its total volume. A three-step proof from the conductance bound.
- §2.9
Theorem B — Finiteness of Doors
The number of door nodes is bounded by theta times the volume divided by the threshold. A direct energy-budget argument.
- §2.9
Theorem C — Self-Interpretation
Under Axiom A5, the door set and door energies are determined entirely by the fruit's intrinsic data — no exterior information is needed.
- §2.9
Theorem D — Metastability
The expected escape time from a fruit under the lazy walk is at least 1/(2 theta), via the Cheeger inequality and the Sinclair–Jerrum spectral bound.
- §2.9
Theorem E — Curvature Localisation
Residual curvature under the optimal gauge concentrates exponentially near doors for U(1), and satisfies a contraction bound for general compact G.
- §2.9
Theorem F — Spectral Stability
Small weight perturbations produce bounded conductance changes; strong fruits persist under perturbation with an explicit constant C1 = 2(1+theta).
- §2.9
Theorem G — Door Stability
Under weight perturbation, doors with sufficient margin above the threshold are stable — only the epsilon-boundary layer may change.
- §2.9
Theorem H — Flow Stability
The Yang–Mills gradient flow converges to a stable critical point, with exponential rate when the Lojasiewicz exponent is 1/2, via real-analyticity and compactness.
- §2.10
Chapter 10 — Worked Examples
Fully worked examples of RelationWorld on the U(1), SU(2), and Z_2 theories. Explicit calculations of holonomies, cohomological invariants, and the three-axis readout on concrete small graphs.
Part III · Cohomology
- §3.11
Chapter 11 — Čech Cohomology Framework
Čech cohomology as the natural language of the theory — what holds exactly in the discrete setting, what requires additional topological hypotheses, and how the cocycle condition encodes the closure of relational transit.
- §3.12
Chapter 12 — Three Computational Axes
The three computational axes of invariants: intrinsic cohomology, relative cohomology of the fruit–door pair, and persistence barcodes of the door set.
Part IV · Dynamics
- §4.13
Chapter 13 — Yang–Mills Flow
Discrete Yang–Mills gradient flow on the space of connections. How curvature-energy minimisation automatically stabilises the world's essential structure over time.
- §4.14
Chapter 14 — Time Evolution
How the instantaneous world W_t evolves with t. Hybrid dynamics on the state space, event-driven transitions, and the emergence of coarse trajectories.
Part V · Applications
Part VI · Frontiers & Open Problems
Part VII · Robotics
Appendices
- §8.1
Appendix A — Unified Notation Table
A single comprehensive symbol reference for the entire theory.
- §8.2
Appendix B — Prerequisites
Mathematical prerequisites assumed by the main text.
- §8.3
Appendix C — Discrete–Continuous Correspondence Dictionary
A thirty-row dictionary mapping discrete RelationWorld constructions to their continuous differential-geometry counterparts, plus theorem and axiom correspondence tables.
- §8.4
Appendix D — Hybrid Dynamical Systems Background
Mathematical background on hybrid dynamical systems and their application to RelationWorld's state space.