We design edge‑AI pipelines and bioelectronic instrumentation—FPGA/SoC/GPU‑based—for real‑time signal acquisition and processing in medical devices. Activities cover hardware–software co‑design, programming of embedded electronic systems, analog/digital interfacing, and closed‑loop control, with emphasis on verification, explainability, safety, reliability, and sustainability.