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Artificial Intelligence

How IoT went from a Coke machine at Carnegie Mellon to the most expensive unsolved problem in AI. The coordination gap that plagued connected devices for three decades never closed. Now agentic AI is hitting the same wall at higher speed and higher cost. This is the history of a problem that finally found its moment.

Artificial Intelligence

Your agents can reason, select tools, and recover from failures. What they cannot do is see each other. When coordination is not explicitly designed, it becomes emergent, which is a polite name for a system coordinating by accident. The result is correlated retries, fanout amplification, and cascades manufactured by the system's own behavior. The missing layer is not a smarter agent. It is infrastructure that reads behavioral signals, not content, and acts before the damage hits the invoice.