Agentic AI architect and forward deployed engineer. CPU inference for mixture-of-experts models, speculative decoding, quantization, self-hosted LLMs, DSPy and GEPA prompt optimization, robotics simulation with LeRobot and Genesis. Measured results, published with the recipe: apeg.dev