From Model Scaling to Agency Architecture: Memory, Verification, and Liability

AI Sentinel: Frontier Daily · Oct 7, 2026 · 26m · transcript

- Agent memory is shifting from passive context storage to an active attack surface and primary operational failure mode, requiring provenance-aware governance rather than simple retention or auditing. ⏱️ Chapters 00:00 Intro 00:16 From Model Scaling to Agency Architecture: Memory, Verification, and Liability 00:21 Highlights 02:28 Persistent Memory as a Security and Reliability Frontier 05:51 Verifiable Environments and Evidence-Grounded Evaluation for Long-Horizon Agents 08:44 Open-Weight Frontier Expansion and the Democratization of Specialized Deployment 12:08 Safety Vulnerabilities in…