Fifteen years across every stage of company — large, early, growth, pre-IPO. Kernel and file systems at NetApp, SOCs at NVIDIA, distributed systems and data at Uber, finance at scale at Fisdom, data at scale at Peritus, security at scale at Foxpass. A generalist by nature, with a strong bias towards action. The domain and context keep changing. The loop never does: identify bottlenecks/challenges, respond to company and customer needs, prototype it, build it right, scale, and keep it less ops heavy.