THE COMPOUNDING
IP MACHINE
An AI-native engineering operation where every project makes the system smarter. One operator, a fleet of AI agents, and a network of human specialists — delivering design, software, hardware, and robotics.
Token-based pricing. 100x markup on inference costs. No headcount scaling linearly with revenue.
AI skills engine, agent runtime, token billing. The commercial platform where clients build products.
Managed open-source platforms. ERPNext, TwentyCRM deployed on dedicated infrastructure for businesses.
AI research, methodology, education. The knowledge layer that feeds the commercial platforms.