Disruption is not a request.
It is a mathematical certainty.

The era of manual tuning, overshoot, and "good enough" control is over.
We didn't come to compete with PID. We came to bury it.

The Problem

Standard PID is a
Dead End.

For 100 years, engineers have accepted "Trial & Error" as a necessary evil. You tune gains. You accept overshoot. You fear non-linearity.

"Dread it. Run from it. Destiny arrives all the same."

Like the horse carriage facing the combustion engine, linear control theory is now obsolete. To rely on it in the age of AI is not just inefficient—it is a liability.

Legacy Systems

  • Require manual tuning for every operating point.
  • Fail catastrophically under non-linear loads.
  • Blind to future trajectories (Reactive only).
Status: DEPRECATED

The Territory is Claimed.

We didn't just write a paper. We codified the laws of physics into a legal fortress. The "Linear Embedding Control" architecture is officially protected.

United States Patent & Trademark Office

APP NO. 63/959,937

Filed: Jan 14, 2026

Method for Physics-Informed Predictive Control
on Embedded Processing Units

To our competitors copying our Github: You are now trespassing.

Adapt or be Left Behind.

See the New World Interactive Sim →
Contact for Licensing