Governance

Deterministic policy behavior

Qubanta enforces deterministic behavior over probabilistic inference. Policies map confidence state and failure classifications to control actions. Governance is expressed as explicit rules, not implicit model behavior.

Reliability model Developer contract

Control

Action gating

The action is the enforcement surface: accept, warn, review, fallback, block. Policies define thresholds and invariants to prevent silent unsafe automation.

Logs

Auditability

Governed responses include flags and signal components suitable for logging. Decision events can be recorded as structured entries for review and compliance.

Posture

Boundary discipline

Qubanta does not claim truth probability. It reports operational risk states (instability, weak grounding, drift pressure) and applies policy semantics.

Policy sketch

if constraint_integrity == 0:
  action = "blocked"
elif confidence < min_confidence:
  action = on_low_confidence  # warn | escalate | fallback | block
elif state in {"unstable", "drift_suspected"}:
  action = "review_recommended"
else:
  action = "accept"