Cryptographic Governance
Cryptographically signed policy agents, scoped mutation gating, and quorum-governed governance protocols. Compliance is structural.
Inference Control
Semantic admissibility gate inside the inference loop. Every candidate transition evaluated against persistent agent state before commitment.
Confidence Governance
Multi-input confidence computation. Rate of change detection. Non-executing cognitive mode. Hysteretic reauthorization.
Capability Awareness
Capability envelope. Temporal executability forecasting. Joint condition: capability × time × uncertainty.
LLM & Skill Gating
Unidirectional interface. Structural starvation. Curriculum-based progressive capability unlocking with evidence-based gates.
Training Governance
Depth-selective gradient routing. Entropy-based profiles. Provenance-traceable training dynamics with zero-weight prevention.
