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In this interview from theCUBE's AI Cybersecurity & Resilience Summit 2026, Dr. Tanmay Sah, senior quantitative modeler and AI researcher, joins Dolly Sah, senior analyst and AI researcher, to talk with theCUBE's Krista Case about accountability as AI agents gain the power to take real-world actions. The Sahs unpack their published research on agentic safety, including the "Verifier Tax" framework, and explain why task success does not equal safe success. They detail their Triad-Safety architecture, which separates the planner, actor and verifier roles so no single model can both propose and approve its own action. The conversation also explores why human-in-the-loop approval is not a sustainable safety architecture at agent scale, and how recovery must be designed before deployment rather than after failure. Tanmay Sah outlines a four-part mutation, witness, recovery and promise framework that lets agents test and reverse changes in a sandboxed environment before touching production systems. Dolly Sah frames resilience as a spectrum, from easily reversible configuration changes to irreversible actions like disclosed data, that require containment strategies. From assigning clear recovery ownership for each stage of autonomous action to testing agents for both safety and recoverability, the Sahs offer CISOs a practical checklist for scaling agentic AI with confidence. Find more SiliconANGLE news and analysis https://siliconangle.com/ Follow theCUBE's wall-to-wall event coverage https://siliconangle.com/events/ Learn about the latest theCUBE events https://www.thecube.net/ 00:00 - Safety and Accountability for Autonomous AI Agents 02:13 - Security Risks of Agents Taking Action 05:42 - Role Separation and Hybrid Verification 09:43 - Verifier Costs and Safety Success Tradeoffs 14:02 - Human Approval and Recovery Testing for Agents 18:06 - Resilience When Actions Cannot Be Reversed 22:56 - Safeguards and Recovery Ownership for Autonomous Agents #theCUBE #AICybersecurityAndResilienceSummit #theCUBEresearch #AI #Cybersecurity #Resilience

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