Model confidence

The Problem with Jev: Can You Trust AI Decisions?

The Problem with Jev: Can You Trust AI Decisions?

Jeff Crume examines Jev, a new AI approach that makes structured decisions rather than generating text, through a cybersecurity lens. He argues that confidence scores are not evidence, that AI decisions expand the attack surface, and that observability, decomposed reasoning, independent controls, and human oversight are needed before trusting them.

Understanding AI Agent Hallucination in AI Systems

Understanding AI Agent Hallucination in AI Systems

Learn about AI hallucinations, why they occur in autonomous agents, and how they pose new risks as AI takes action. Discover key mitigation strategies including data grounding, tool-based reasoning, scope control, and human-in-the-loop interventions to ensure reliable AI performance.