AI must be deterministic, even when using probabilistic models.
Conceptually Consistent: Inputs must yield consistent outputs, regardless of phrasing nuances.
Safe Execution: All actions must be fault-tolerant, reversible, and observable.
Full Provenance: Every output requires a traceable source to ensure trust.
Ontology First: Ground knowledge in domain-specific ontologies; rely on pre-trained weights only as a fallback.
Symbolic Reasoning: New knowledge should be inferred via symbolic logic, not hallucinated.
Policy Constrained: Role based access and guardrails are non negotiable.
