From Accuracy to Accountability: The New Frontier in AI Reliability

AI Sentinel: Frontier Daily · Oct 21, 2026 · 23m · transcript

- Outcome-only evaluation is insufficient; new benchmarks and audits reveal that verifying the processes and evidence behind AI outputs is necessary to expose critical failures. ⏱️ Chapters 00:00 Intro 00:16 From Accuracy to Accountability: The New Frontier in AI Reliability 00:20 Highlights 02:01 The Verification Imperative: Moving Beyond Accuracy to Process and Evidence 04:56 The Fragility of Agent Memory: From Storage to Governance 07:27 The Physical AI Gap: From Simulation to Real-World Reliability 10:08 The New Attack Surface: Cognitive and Physical Vulnerabilities in AI Systems 12:49…