When agents may act — and when they may not.

Cryptographically signed policy agents, scoped mutation gating, and quorum-governed governance protocols. Compliance is structural.

Semantic admissibility gate inside the inference loop. Every candidate transition evaluated against persistent agent state before commitment.

Multi-input confidence computation. Rate of change detection. Non-executing cognitive mode. Hysteretic reauthorization.

Capability envelope. Temporal executability forecasting. Joint condition: capability × time × uncertainty.

Unidirectional interface. Structural starvation. Curriculum-based progressive capability unlocking with evidence-based gates.

Depth-selective gradient routing. Entropy-based profiles. Provenance-traceable training dynamics with zero-weight prevention.