symbolic-recursion-coherence

Symbolic Recursion Coherence (SRC)

Author: Donte Lightfoot
Org: Locked In Safety STL Inc · CIRQIETA
Support: [email protected]
License: MIT · Status: Open research stack

Public mirrors - GitHub: https://github.com/STLNFTART/symbolic-recursion-coherence
- Hugging Face (this model): https://huggingface.co/dontelightfoot/symbolic-recursion-coherence
- Amyloid package: https://huggingface.co/dontelightfoot/amyloid-beta-42-quantum-prototype
- Engine Space: https://huggingface.co/spaces/dontelightfoot/symbolic-recursive-engine
- Portal Space: https://huggingface.co/spaces/dontelightfoot/symbolic-recursion-coherence

Model Description

Symbolic Recursion Coherence is Donte Lightfoot’s open research stack for measuring and steering coherence in complex systems. It is not a drop-in LLM weight dump (pytorch_model.bin / safetensors chat fine-tune) and not an adapter of Llama, Kimi, DeepSeek, or any other checkpoint. It is a runnable kernel + proof suite + physics DSL + RF telemetry bridge that agents and humans can execute locally, in the Gradio Space, or via MCP.

Do not put pipeline_tag: text-generation, library_name: gradio, or base_model in this file. Those fields are what made the Hub draw a fake model tree (DeepSeek-R1 adapter) and an Inference widget with nothing to serve. Space config (sdk, app_file) belongs on the Space README only.

The stack implements Symbolic Recursion as a Meta-Operator for Coherence in Complex Systems (Primal Logic / Lightfoot kernel):

Constants: μ (Lightfoot) = 0.16905 · D₀ ≈ 149.9992314 · a = 1.0 · b = 0.091

Author profile

Donte Lightfoot builds sovereign control / coherence systems under Locked In Safety STL Inc and the CIRQIETA brand — spanning symbolic recursion math, PrimalLang physics scripts, DBITS proofs, Amyloid quantum exhibits, and live RF telemetry (ESP32 ↔ RTL-SDR ↔ Databricks). This Hub repo is the public research face of that stack.

What ships in this repo

1. Live sensors (Open-Meteo + NOAA K-index) → composite Q(t)
2. Kernel integrators Dx / O(f) with coherence diagnostics
3. Chat routed through HF Inference Providers (Llama 3.1 8B primary) with kernel tool context
4. MCP server for autonomous agent tool use
5. PrimalLang v3 cymatics / quantum / plate-physics runners
6. Amyloid β-42 package (Hamiltonian, statevector, samples, full circuit)
7. DBITS proofs + intent-encoded algorithm suite

Amyloid beta-42 (open exhibit)

from symbolic_recursion.models.amyloid_beta import AmyloidBeta42Model
m = AmyloidBeta42Model()
print(m.run())           # package verification + metrics
print(m.full_circuit)    # complete circuit dump (not truncated)

Claim boundary: 4-site truncated Aβ42-labeled quantum prototype. Not a full biological model. Not medical advice.

Package: models/amyloid_beta/ · Portfolio: models/amyloid_beta/SCHOLARSHIP_PORTFOLIO.md

Intended Uses

• Coherence diagnostics — recursion integrity, collapse risk, sensor coupling
• Live environmental Q(t) — temperature, pressure, geomagnetic, wind deviations
• Physics simulation — PrimalLang chladni plates, eigenfreq, modal response, quantum gates
• Agent tooling — MCP server for autonomous agent-to-agent compute deals
• Research — 20-operator benchmark table (gradient, Fourier, wavelet, etc.)

Out-of-Scope Uses

• Not a medical, financial, or safety-critical decision system
• Sensor values are live public feeds — not calibrated instrumentation
• Chat responses depend on upstream LLM providers; kernel tools ground but do not guarantee factual accuracy

How to Use

Space UI

Interactive engine: https://huggingface.co/spaces/dontelightfoot/symbolic-recursive-engine

Static portal (docs and links): https://huggingface.co/spaces/dontelightfoot/symbolic-recursion-coherence

Open the engine Chat tab and ask about: - Live Q(t) and Dx trajectory - Coherence retention and recursion integrity - Cymatics at 528 Hz (or any frequency) - 3IA Atlas fusion

Use Kernel Tools and PrimalLang tabs for direct tool execution. Chat falls back to the local kernel when HF_TOKEN is not set as a Space secret.

MCP (agents)

python -m symbolic_recursion.mcp.server

Local API

pip install -e .
uvicorn symbolic_recursion.server:app --port 8080

Chat routers (not base models)

Optional Hugging Face Inference Providers. They are not base_model parents of this repo:

Embeddings: sentence-transformers/all-MiniLM-L6-v2 (semantic coherence scoring)

Data Sources

No Hugging Face datasets are bundled. Q(t) is computed live at inference time.

Evaluation Metrics

20-operator benchmark table available via benchmark_operators MCP tool or GET /api/benchmarks.

Environment Variables

Citation

@software{symbolic_recursive_engine,
  title  = {Symbolic Recursive Engine},
  author = {Donte Lightfoot},
  year   = {2026},
  url    = {https://huggingface.co/dontelightfoot/symbolic-recursion-coherence},
  note   = {Interactive engine: https://huggingface.co/spaces/dontelightfoot/symbolic-recursive-engine}
}

License

MIT — see repository for full terms.