Don?t rip out the machine. Teach it.

Most enterprises do not need a new platform. They need a way to place custom models inside the systems they already trust ? the ledgers, the CRMs, the factory software that actually runs the business.

The work is architectural, not theatrical. It is about interfaces, permissions, latency budgets, and the unglamorous path from a notebook to a production endpoint.

Legacy as a constraint, not a curse

A comprehensive integration starts with the grain of the existing stack. When models respect those constraints, they scale. When they ignore them, they become another unused dashboard.