I'm a developer and AI systems research engineer focused on understanding and building AI from the model down to the machine. My interests span LLMs, generative and diffusion models, multimodal learning, reasoning, agents, model training, efficient inference, GPU computing, distributed systems, and hardware-software co-design. I love building from scratch, reproducing research, optimizing systems,