Head technical consultant in Data Science & AI Engineering. Presently largely in gov, finance & investment banking; formerly in defence. Research interests include PPLs, applied statistics, XAI, HCI; philosophy of science, mind and computer science. Currently running gov programmes in AI/ML Engineering.