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Upcoming writing on AI systems that perceive, reason, and act across workflows, documents, and visual environments.

When should an AI system act instead of just classify?

A practical view of the jump from perception to decision and from decision to operational action.

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What sports tracking teaches about real-world AI systems

Tracking players is only one part of the challenge. Reliable systems need context, temporal reasoning, and usable outputs.

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How to think about AI decisions in telecom and infrastructure

Spatial optimization and visual evidence create a useful lens for designing AI systems that work beyond the screen.

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