Robert Davis
The ValueCare (UK)
Testing Agentic AI in Embedded Healthcare: From Safety Cases to On-Device Reality
Agentic AI changes the test surface: systems that observe, reason, and act introduce non-determinism, tool use, and continuous feedback loops that classic QA does not cover. This keynote presents a practical playbook for testing and validating agentic AI on embedded and edge devices in healthcare (wearables, hubs, home sensors). We’ll map safety and regulatory requirements (ISO 13485/IEC 62304 and EU AI Act expectations) to workable engineering steps: expressing safety properties as test oracles, applying metamorphic and property-based testing where no single “right answer” exists, standing up hardware-in-the-loop to capture latency/power constraints, designing “safety cages” and operational boundaries, and running continuous V&V in production with rollback criteria and audit trails. Attendees will leave with checklists and patterns they can adopt immediately—bridging regulatory assurance and AI technical validation from day one.
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Robert Davies is Head of Operations at The ValueCare Group (London, Canary Wharf), where he leads deployment and validation of AI-enabled care technologies across NHS settings. His work spans conversational AI wearables and virtual-ward sensor hubs, with a focus on testing and assurance for safety-critical environments. Robert’s teams bridge regulatory obligations (ISO 13485/IEC 62304, GDPR/EU AI Act readiness) with practical QA methods for non-deterministic systems, including property-based and metamorphic testing, hardware-in-the-loop, and continuous V&V. He is passionate about translating cutting-edge AI into reliable, scalable solutions for ageing populations and complex, real-world care pathways.
