YonedaAI Research Collective

Category-theoretic foundations for open problems in quantum mechanics, gravity, and observer theory

16 Papers
291+ Pages
16 Haskell Codebases
16 Peer Reviews

About YonedaAI

YonedaAI Research Collective is a frontier research organization applying category theory and advanced AI to the foundational problems of physics.

Mission: To derive the mathematical structures of physics from first principles using the Yoneda Lemma as a foundational constraint, and to publish rigorous, peer-reviewed research with complete executable codebases.

Research Program: 16+ peer-reviewed papers spanning quantum mechanics, quantum gravity, black hole physics, and the philosophy of physics. Every paper includes a complete Haskell implementation that verifies the mathematical constructions and provides executable demonstrations of the theoretical results.

Agent Orchestration for Frontier Science

YonedaAI developed a multi-agent parallel execution architecture that transforms research questions into peer-reviewed papers with verified code. This is what makes YonedaAI unique: cutting-edge AI agent orchestration applied to real science, producing rigorous mathematical research at unprecedented speed and scale.

The Pipeline

1

Knowledge Base Agent

Ingests all source materials -- .tex papers, .md notes, prior results -- and generates a consolidated, cross-referenced knowledge base that serves as the foundation for all downstream agents.

2

N Parallel Worker Agents

Each agent takes a subject and independently:

  • Writes a 20-30 page arxiv-format paper with full mathematical rigor
  • Implements the framework in Haskell with executable demonstrations
  • Submits to automated peer review
  • Revises based on feedback
  • Compiles publication-ready PDF
  • Generates cover artwork and accessible summaries
3

Peer Review

Every paper undergoes rigorous automated review checking mathematical correctness, code quality, internal consistency, and adherence to the categorical framework.

4

Revision Cycle

All review feedback is addressed systematically before publication. Papers are iteratively refined until they meet the standard of mathematical rigor and code correctness.

  Knowledge Base Agent
          |
          v
  +---+---+---+---+---+---+
  |W1 |W2 |W3 |W4 |W5 |W6 |  Parallel Worker Agents
  +---+---+---+---+---+---+
    |   |   |   |   |   |
    v   v   v   v   v   v
  Draft > Review > Revise > Compile > Publish

The Stack

Claude Code
Orchestration & code generation
Gemini CLI
Independent peer review
GHC / Cabal
Haskell compilation & verification
pdfLaTeX
Publication-ready typesetting
Category Theory
Unifying mathematical language

Results

16
Peer-reviewed papers
291+
Pages of research
16
Haskell codebases
42
Modules in unified framework

Foundational Problems

Six papers applying the Yoneda Constraint to the deepest open questions in quantum foundations, black hole physics, and quantum gravity.

01 hep-th Peer Reviewed 26 pp

The Black Hole Information Paradox

Representable functors, epistemic horizons, and the Page curve as Kan extension. The information paradox is resolved as a structural consequence of observer embedding.

02 quant-ph Peer Reviewed 27 pp

Hidden Variable Debates Reconsidered

Unified no-go theorems as presheaf obstructions. The hidden variable question is reframed as whether quantum indeterminacy reflects genuine ontological structure.

03 quant-ph Peer Reviewed 28 pp

The Measurement Problem

Measurement as Yoneda obstruction with cohomological invariant. The collapse of the wave function is identified as a structural obstruction from the Yoneda lemma.

04 quant-ph Peer Reviewed 32 pp

Wigner's Friend and the Yoneda Constraint

Presheaf Irreconcilability Theorem. A rigorous category-theoretic analysis of Wigner's friend and its modern extensions using the Yoneda Constraint.

05 hep-th Peer Reviewed 33 pp

Horizon Problems and the Yoneda Constraint

All horizon types as accessible subcategory inclusions. A systematic analysis of cosmological, event, and Cauchy horizons through the Yoneda framework.

06 gr-qc Peer Reviewed 33 pp

Limits of Quantum Gravity Observation

Three independent Yoneda obstructions to Planck-scale observation. Fundamental observational limits derived from categorical embedding of observers in quantum gravity.

Quantum Perspectivism

Ten papers developing the full Quantum Perspectivism program: from foundational crisis through mathematical construction to open problems.

01 quant-ph Peer Reviewed 27 pp

The Crisis of Quantum Foundations

Why physics needs the Yoneda Constraint. A comprehensive introduction to the foundational crisis and how category theory provides the missing structural principle.

02 math.CT Peer Reviewed 29 pp

The Yoneda Lemma as Physical Law

Identity, relation, and the structure of reality. The Yoneda Lemma carries deep physical content: objects are exhaustively determined by their relational profiles.

03 quant-ph Peer Reviewed 36 pp

Deriving Quantum Mechanics from the Yoneda Lemma

The Yoneda Constraint as the single structural principle from which Hilbert spaces, the Born rule, and the projection postulate follow as mathematical theorems.

04 quant-ph Peer Reviewed 27 pp

Entanglement, Complementarity, and Measurement

A unified treatment of entanglement and complementarity as natural consequences of the Yoneda Constraint on observer-accessible knowledge.

05 math-ph Peer Reviewed 27 pp

The Categorical Architecture of Quantum Perspectivism

The complete mathematical architecture: measurement categories, presheaf topoi, Kan extensions, and the cohomological characterization of quantum phenomena.

06 hep-th Peer Reviewed 29 pp

Quantum Gravity and Emergent Spacetime

Spacetime as emergent from the presheaf topos of observer perspectives. A categorical approach to quantum gravity and the problem of background independence.

07 quant-ph Peer Reviewed 32 pp

Connections to Existing Frameworks

Detailed comparison with QBism, relational QM, consistent histories, topos approaches, and operational reconstruction programs.

08 physics.hist-ph Peer Reviewed 26 pp

Philosophical Implications of Quantum Perspectivism

What Quantum Perspectivism means for realism, objectivity, the mind-body problem, and the philosophy of science.

09 math-ph Peer Reviewed 26 pp

Technical Constructions in Quantum Perspectivism

Detailed proofs, constructions, and worked examples: Kan extensions, sheaf cohomology, enriched categories, and model-theoretic semantics.

10 quant-ph Peer Reviewed 32 pp

Open Problems in Quantum Perspectivism

Research frontiers: from higher-categorical extensions to experimental predictions, quantum computing applications, and connections to quantum gravity.

The Yoneda Constraint

Four interconnected concepts form the mathematical backbone of Quantum Perspectivism.

Measurement Categories

Observer-system interactions formalized as morphisms in a structured category. The measurement category encodes what an observer can access about a system.

Yoneda Embedding

Accessible knowledge via representable presheaves. The Yoneda embedding maps each system to its complete relational profile, faithfully and fully.

Kan Extension Deficits

Information loss at epistemic horizons quantified as the failure of Kan extensions to be exact. The deficit measures inaccessible structure.

Cohomological Obstructions

No-go theorems as presheaf failures. Bell's theorem, Kochen-Specker, and contextuality arise as non-vanishing cohomology classes.

From Yoneda to Quantum Mechanics

The complete 11-step derivation chain showing how quantum mechanics emerges as a mathematical consequence of the Yoneda Lemma.

Step Structural Input Physical Output Code
01 Yoneda Lemma Physical identity is relational
02 Presheaf condition States are context-dependent data
03 Monoidal contexts Linear (vector space) structure
04 Perspectival consistency Inner product / Hilbert space
05 Naturality of observables Self-adjoint operators
06 Yoneda isomorphism + Gleason Born rule
07 Product categories Entanglement
08 Non-commutative contexts Complementarity / uncertainty
09 Presheaf restriction Measurement (no collapse)
10 Topos structure Quantum logic
11 Natural automorphisms Unitary evolution / Schrödinger eq.

Repositories

All papers include companion Haskell codebases implementing the categorical constructions.