PQC-signed neurosymbolic reasoning ledger. Chain-of-thought steps hash-chained in real time during AI inference, Merkle-rooted, ML-DSA-65 signed. Produces legally defensible reasoning trails that survive quantum transition. 11 StepKinds (thought, observation, hypothesis, deduction, retrieval, tool-call, tool-result, self-critique, refinement, decision, meta). 36 tests passing.
Use this model
Pull with QuantumShield
quantumshield pull quantmrkt/PQC Neurosymbolic Reasoning Ledger Verify integrity
quantumshield verify quantmrkt/PQC Neurosymbolic Reasoning Ledger pip install
pip install quantumshield && quantumshield pull quantmrkt/PQC Neurosymbolic Reasoning Ledger PQC-Verified with ML-DSA-87
This model has a real FIPS 204 ML-DSA-87 (Dilithium5) signature from the platform signing authority. Signature chain includes 3 verification(s). Last verified 2026-03-26.
README.md
PQC Neurosymbolic Reasoning Ledger
PQC-signed neurosymbolic reasoning ledger. Chain-of-thought steps hash-chained in real time during AI inference, Merkle-rooted, ML-DSA-65 signed. Produces legally defensible reasoning trails that survive quantum transition. 11 StepKinds (thought, observation, hypothesis, deduction, retrieval, tool-call, tool-result, self-critique, refinement, decision, meta). 36 tests passing.
Model Details
| Framework | Python |
| Parameters | N/A |
| License | Apache 2.0 |
| Signature Algorithm | ML-DSA-87 |
| Source | github |
Intended Uses
This model is registered on the QuantaMrkt quantum-safe registry. All files have been cryptographically verified using post-quantum signatures.
Quick Start
# Install the CLI pip install quantumshield # Pull the model quantumshield pull quantmrkt/PQC Neurosymbolic Reasoning Ledger # Verify file integrity quantumshield verify quantmrkt/PQC Neurosymbolic Reasoning Ledger
About
PQC-signed neurosymbolic reasoning ledger. Chain-of-thought steps hash-chained in real time during AI inference, Merkle-rooted, ML-DSA-65 signed. Produces legally defensible reasoning trails that survive quantum transition. 11 StepKinds (thought, observation, hypothesis, deduction, retrieval, tool-call, tool-result, self-critique, refinement, decision, meta). 36 tests passing.
Get this model
Pull with QuantumShield
quantumshield pull quantmrkt/PQC Neurosymbolic Reasoning Ledger Verify signatures
quantumshield verify quantmrkt/PQC Neurosymbolic Reasoning Ledger