Whitepaper · May 2026
The Commoditization of Intelligence
Why Context Becomes the Strategic Layer in the Age of LLMs
A small clinical practice deploys an AI assistant to support care coordination. Early sessions perform well. Six weeks in, a staff member opens a new session for a patient previously discussed in two earlier conversations. In that second session, the patient's daughter had made clear she was not able to provide home support — a constraint relevant to any discharge recommendation. The constraint was noted. It was not loaded into the new conversation. The system recommends home discharge as the strongest option. The recommendation is well-reasoned, contextually appropriate to the information it has, and wrong. Not because the model lacked intelligence. Because the system lacked operational memory.
— The Commoditization of Intelligence, Section 3
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