The examples and code samples in this documentation refer to our sample use cases. These examples are real-world use cases with complex goals and constraints. In each case, the Composabl team has built agents that exceed the benchmark control technology by orders of magnitude.
The industrial mixer use case is a realistic case study of a chemical process control agent controlling a continuous stirred tank chemical reaction. The agent controls the temperature in a tank where a chemical reaction occurs to create a product.
As the chemicals are stirred together in the tank, the reaction produces heat at a nonlinear, unpredictable rate. If the tank isn’t cooled enough, it can reach dangerous temperatures, a condition called thermal runaway. If it’s cooled too much, not enough product will be produced. The agent needs to balance these two goals, keeping the tank at the right temperature at every moment to optimize production while ensuring safety.
The production scheduling use case is an complex production planning problem set in an industrial bakery. The agent must determine the right amount of cookies, cakes, and cupcakes to make each day, directing teams of workers and equipment and responding to fluctuations in costs, pricing, and demand.