Sertan PRO

Audio ML on the edge: AST fine-tuning, ONNX INT8 on Raspberry Pi. Agentic development with deterministic safety harnesses, MCP servers, and replay-based evals for LLMs in real-time control loops. I roast coffee with all of it.