Symbolic Recursion Coherence (SRC)
Author: Donte Lightfoot
Org: Locked In Safety STL Inc
Support: donte@biolockmd.net
License: MIT
This is not a fine-tuned LLM checkpoint (no pytorch_model.bin / safetensors weights).
It is a runnable research software stack + quantum simulation packages with executable proof certificates.
What this is (read this first)
| Component | What you get | Status |
|---|---|---|
| SRC kernel | Dx(t), O(f)(t), Q(t)=DT+DP+DEM+DW coherence operators | Runnable code |
| DBITS | Dynamic Quantum Bits — 6 stability proofs (Jacobian box, Lyapunov, gates, continuous PL, C_PL, scale) | 6/6 PASS |
| Amyloid β-42 package | 4-qubit truncated quantum prototype: Hamiltonian, statevector, samples, full circuit | Integrity 10/10 |
| Intent-encoded suite | Algorithms 1–10 modulated by intent vector | Suite OK |
| Verification tools | Claim-check / fatigue / Kalman-style assist | Heuristic tooling |
Constants: μ = 0.16905 · D₀ = 149.9992314
What this is NOT
- Not a ChatGPT replacement or chat weights dump
- Not medical diagnosis or Alzheimer’s clinical software
- Not a claim of new fundamental quantum laws
- Not guaranteed “hallucination-proof” truth for all LLM text
Proofs (pipeline certificate)
Latest local pipeline run reported:
| Certificate | Result |
|---|---|
| pytest | 56/56 PASS |
| DBITS proofs | 6/6 PASS |
| Amyloid hashes + energy + TVD | PASS |
| Intent-encoded suite | OK |
| Pipeline stable | YES |
See repo files (when present): PROOF_CERTIFICATE.md, PROOF_CERTIFICATE.json
GitHub mirror: https://github.com/STLNFTART/symbolic-recursion-coherence
DBITS proof list
- Jacobian spectral radius / stability box
- Lyapunov V contraction
- Gate families F1–F10 contraction
- Continuous PL Lyapunov
- Primal-Heisenberg C_PL bounds
- Multi-dbit scale (N=64)
Quick start
git clone https://github.com/STLNFTART/symbolic-recursion-coherence
cd symbolic-recursion-coherence
pip install -e .
python -m pytest tests/ -q
Run Amyloid model (full circuit embedded)
from symbolic_recursion.models.amyloid_beta import AmyloidBeta42Model, verify_package_integrity
print(verify_package_integrity()["all_core_match"]) # True
m = AmyloidBeta42Model()
print(m.run()["status"]) # OK
print(m.circuit_moments) # 674
print(m.full_circuit[:500]) # complete dump available via m.full_circuit
Run DBITS proofs
from symbolic_recursion.dbits import run_all_proofs
print(run_all_proofs()["overall"]) # PASS
Run intent-encoded suite
from symbolic_recursion.models.intent_encoded import IntentEncodedModel
print(IntentEncodedModel().run(intent_text="secure control predict risk")["status"])
Package layout (this Hub repo)
symbolic_recursion/ # Python package (kernel, dbits, models, verification, tools)
models/amyloid_beta/ # Amyloid artifacts (npy, samples, circuit, PDF, charts)
tests/ # pytest suite
PROOF_CERTIFICATE.md # human proof sheet
RELEASE_DBITS.md # DBITS release notes
Dedicated Amyloid card:
https://huggingface.co/dontelightfoot/amyloid-beta-42-quantum-prototype
Static portal:
https://huggingface.co/spaces/dontelightfoot/symbolic-recursive-engine
Commercial / support
| Company | Locked In Safety STL Inc |
| Product | Gateway (API / hosted access — Stripe) |
| Support | donte@biolockmd.net |
| Pricing (draft) | Free explorer · Operator $149/mo · Fleet $499/mo · Enterprise custom |
Open weights/code here are MIT research artifacts. Hosted Gateway billing is separate.
Citation
@software{src_coherence_lightfoot,
title = {Symbolic Recursion Coherence Stack},
author = {Lightfoot, Donte},
year = {2026},
url = {https://huggingface.co/dontelightfoot/symbolic-recursion-coherence},
note = {Locked In Safety STL Inc}
}