Lucidic AI builds the training and optimization layer for AI agents. Its platform uses simulations, parameter tuning, and optimization algorithms to improve agent performance without changing model weights. The company reports benchmark gains such as improving GPT-4.1-mini from 53 percent to 72 percent on tau squared bench, reaching GPT-5.2-like performance at lower cost.