1. Architectural Mandate & Vertical Depth
"The Glass Stack establishes an unbreakable closed-loop bridge between high-level human governance policy and local silicon execution."
By enforcing mathematical invariants top-down and cryptographic attestations bottom-up, the platform guarantees that model inference and algorithmic execution cannot deviate from sovereign intent.
2. 4-Layer Formal Domain Translation Specification
LAYER 4: HUMAN GOVERNANCE
- Self-Sovereign Identity (SSI) DID Resolution
- Constitutional Invariant Specification
- Zero-Knowledge Proof (zk-SNARK) Authorizations
LAYER 3: KYOSEI ENGINE
- Non-Euclidean Geodesic Pareto Synthesis
- Multi-Party Preference Convergence
- Game-Theoretic Non-Zero-Sum Resolution
LAYER 2: STRUCTURAL INTERPRETABILITY
- Glass-Box Activation Vector Steering Probes
- Real-time Polysemantic Feature Auditing
- Deterministically Bounded Circuit Guardrails
LAYER 1: HARDWARE RUNTIME
- Air-Gapped Edge NPU/GPU Execution
- Trusted Execution Environment (TEE) Enclave
- Silicon Hardware Root-of-Trust (TPM 2.0 PCRs)
3. Closed-Loop Mathematical Invariants
Every telemetry packet emitted from Layer 1 carries a cryptographic attestation hash verified by Layer 2's circuit probes, synthesized against Layer 3's Pareto manifold, and checked against Layer 4's constitutional invariant key. If any layer fails validation, execution halts at the hardware enclave level within < 0.5 milliseconds.