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Intelligent Products and Lifecycle

How do models, hardware, updates, data, safety and end-of-life duties form one product?

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A near-future city with connected smart devices, edge-computing nodes and distributed infrastructure representing the long operating life of AI-powered physical products
Read essayWhen Devices Become AI-Powered, Product Management Becomes Lifecycle Management
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When Devices Become AI-Powered, Product Management Becomes Lifecycle ManagementAI-powered devices force product teams to manage hardware and model dependencies, capability limits, power budgets, OTA failure paths, data flows, cybersecurity and end-of-life support.
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