Driven by intuition from the human brain, I aim to build reliable AI systems capable of operating in complex, unstructured environments. My work bridges the gap between theoretical first principles and practical implementation—ranging from solving complex mathematical Problem via Rainforcement learning and PINNs to the ground-up development of reasoning models.