72+ research white papers on cellularized instances, origin-centric data, and distributed intelligence.
Papers span computational geometry (Eisenstein lattices, Wigner-D harmonics), distributed systems (CRDTs, federated learning, asymmetric information), AI architecture (LoRA swarms, FPS paradigm, LLM distillation), and mathematical frameworks (category theory, cohomology, statistical mechanics). Each paper includes formal proofs, simulation code, and production validation.
- Origin-centric data systems, SuperInstance type system, confidence cascade architecture, Pythagorean geometric tensors, rate-based change mechanics, laminar vs turbulent systems
- SMPbot architecture, tile algebra formalization, GPU scaling, thermal simulation, distributed consensus, agent network topology, multi-modal fusion, neuromorphic circuits
- Wigner-D harmonics (SO(3)), adversarial robustness, game theory, energy harvesting, causal traceability
- Dreaming systems, LoRA swarms, federated learning, guardian angels, time-travel debugging, ZK proofs, holographic memory, quantum superposition, CRDT-SuperInstance
- FPS paradigm, LLM distillation, asymmetric understanding, cellular-scale computation, multiagent coordination, geometric encoding, arXiv preparation
- Lucineer chip analysis (20 research cycles), quantum-inspired computing, GPU simulation framework (phases 6–8), production simulation framework
papers/ # 54+ paper directories, each with paper.md
simulations/ # Simulation suites (federated, lora, hydraulic, etc.)
research/
├── lucineer_analysis/ # Chip topology & thermal simulation research
├── phase6-9_*/ # GPU simulations, validation, platform, collaboration
└── quantum_inspired/ # Quantum-classical hybrid computing
spreadsheet-moment/ # Spreadsheet Tiles prototype (Tauri + Cloudflare Workers)
src/ # TypeScript infrastructure (API, agents, benchmarks)
deployment/ # Terraform, Docker, K8s deployment configs
scripts/ # Build, deploy, simulation batch scripts
Each paper lives in papers/NN-name/paper.md. Papers include:
- Formal mathematical proofs
- Algorithm pseudocode
- Production validation results
- Venue targets (ICML, NeurIPS, AAMAS, ICDCS, etc.)
Browse the papers directory for the full index.
The repo includes extensive simulation suites:
| Suite | Location | Focus |
|---|---|---|
| Federated Learning | simulations/federated/ |
Byzantine, DP, convergence |
| LoRA Composition | simulations/lora/ |
Scaling laws, interference, rank analysis |
| Hydraulic | simulations/hydraulic/ |
Pressure dynamics, flow optimization |
| Meta-learning | simulations/meta/ |
MAML, Reptile, plasticity |
| Robustness | simulations/advanced/robustness/ |
Byzantine agents, prompt injection |
| SMP Validation | simulations/smp-validation/ |
Seed-model-programming cross-language |
| Chaos & Stat Mech | simulations/physics/ |
Attractors, phase transitions, renormalization |
| Category Theory | simulations/novel/category-theory/ |
Functors, monads, topos theory |
research/lucineer_analysis/ contains 20 research cycles analyzing chip topology, thermal dynamics, and neuromorphic circuit design. Includes RTL (Verilog/SystemVerilog), simulation scripts, and synthesis results.
The repo includes production infrastructure:
- TypeScript backend — API server, agent framework, benchmarking suite
- Cloudflare Workers — Edge deployment for spreadsheet-moment
- Tauri desktop app — Native spreadsheet-moment client
- Vector DB — Paper vectorization setup for semantic search
- CI/CD — GitHub Actions workflows for testing and deployment
- fleet-router — Route AI queries to the cheapest model that won't break
- collective-ai — Simulation-first collective inference library
- plato-training — PLATO Training Rooms for LoRA adapters
- snapkit-python — Tolerance-compressed attention allocation
MIT