Abstract: A platform for developing autonomous AI agents capable of intelligent behavior includes a simulation environment for creating AI trainable simulations, an agent shell configurator for customizing agent frameworks, a sensor configurator for feedback provision, a perceptor configurator for processing sensor variables, a scenario configurator for training variability, and a skills configurator for task-specific expertise. These components are used to create untrained autonomous AI agents with sensor, perceptor, scenario, and skills modules, along with performable actions. A training module dynamically transforms untrained AI agents into trained ones through training exercises, and a deployment module exports trained AI agents as executable code or file artifact. When deployed in real-world systems, the trained autonomous AI agents exhibit intelligent behavior by perceiving environments, autonomously taking actions, and improving performance through learning based on real-world expertise data.