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We publish insights, case studies, industry analysis and applied research in smart infrastructure, automation, AI and energy efficiency.

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Deterministic Edge Control for AI Agents via Model Context Protocol over MQTT

How we bridge probabilistic AI models with deterministic hardware endpoints using strict JSON schemas over MQTT for safe, reliable real-time edge computing.

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