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Aishanee
Shah
Software Engineer
Google
Aishanee Shah is a Software Engineer at Google, where she has worked for more than 11 years. H er long-standing career at the company has given her extensive experience in developing technology within a complex, fast-moving engineering environment and a strong understanding of building software at scale.
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12 November 2026 14:00 - 14:30
Agency paradox: Deploying autonomous AI in regulated environments
Once the foundational agent stack is in place, regulated industries such as finance and healthcare confront the “Agency Paradox”: the autonomy that makes agents powerful is fundamentally at odds with legal frameworks that demand predictability, auditability and accountability. This creates a critical, potentially uninsurable liability gap, as the emergent and unforeseeable behaviour of agents challenges traditional models for assigning responsibility. Drawing lessons from mature, high-stakes engineering disciplines such as aviation and nuclear safety, this session presents a concrete architecture for verifiable autonomy. It moves beyond simple guardrails towards compliance by design, using multiple layers of safeguards to make autonomous systems more controllable, auditable and accountable.