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Hyper-scale is not only a growth problem. It is a coordination problem. Every new customer, teammate, and system introduces another surface where context can get lost.

The companies that compound build a layer that keeps context alive. It connects the signal to the decision, the decision to the action, and the action back to the system that learned from it.

That is the opportunity for agentic software: not a chatbot bolted onto a workflow, but a system with enough context and agency to move the workflow forward.

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Build systems that compound.