See repo files (when present):
PROOF_CERTIFICATE.md,
PROOF_CERTIFICATE.json
GitHub mirror:
https://github.com/STLNFTART/symbolic-recursion-coherence
1git clone https://github.com/STLNFTART/symbolic-recursion-coherence
2cd symbolic-recursion-coherence
3pip install -e .
4python -m pytest tests/ -q
1from symbolic_recursion.models.amyloid_beta import AmyloidBeta42Model, verify_package_integrity
2
3print(verify_package_integrity()["all_core_match"]) # True
4m = AmyloidBeta42Model()
5print(m.run()["status"]) # OK
6print(m.circuit_moments) # 674
7print(m.full_circuit[:500]) # complete dump available via m.full_circuit
1from symbolic_recursion.dbits import run_all_proofs
2print(run_all_proofs()["overall"]) # PASS
1from symbolic_recursion.models.intent_encoded import IntentEncodedModel
2print(IntentEncodedModel().run(intent_text="secure control predict risk")["status"])
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
Open weights/code here are MIT research artifacts. Hosted Gateway billing is separate.
1@software{src_coherence_lightfoot,
2 title = {Symbolic Recursion Coherence Stack},
3 author = {Lightfoot, Donte},
4 year = {2026},
5 url = {https://huggingface.co/dontelightfoot/symbolic-recursion-coherence},
6 note = {Locked In Safety STL Inc}
7}