Keep the critical path out of the model's free generation.
The threat
the model produces a plausible but false answer, with potentially critical impact if it drives an action; drift degrades reliability over time.
Blind spotWhy classic frameworks miss it
frameworks have no notion of a probabilistic output; for them an output is true or false, not plausible but unguaranteed.
MitigationProposed approach
deterministic vital instructions outside the model (the critical path stays out of free generation), plausibility and confirmation guardrails, drift supervision.
The proposed control
high-impact outputs go through a deterministic logic independent of the model.
Expected evidence
show that high-impact outputs go through a deterministic logic independent of the model.
SourcesReferences and public research
MITRE ATLAS 2026.07AML.T0060 Publish Hallucinated Entities
OWASP GenAIOWASP GenAI LLM09:2025 Misinformation
Public researchPublic research sources: MITRE ATLAS 2026.07 (verified technique mapping), OWASP GenAI, and the public risk-voicebot (aivansoul/risk-voicebot) template defining the 20 checkpoints. No client registry data: generic card, no rating, no verdict.