Software Engineer
Engineering Advisor and System Architect with 15+ years o f experience helping organizations design, assess, and evolve large-scale, risk-sensitive systems. I specialize in guiding teams through architectural trade-offs in fraud prevention, real-time data platforms, and production Al systems - with a focus on failure modes, data correctness, cost exposure, and auditability. M y work often involves reviewing complex systems, identifying hidden risk surfaces, and translating technical issues into clear decisions for engineering, product, and leadership stakeholders. I've advised and led teams building platforms ranging from real-time fraud detection and bot prevention systems to streaming analytics and computer vision pipelines for medical diagnostics. I'm particularly experienced i n incident-driven redesigns, CDC and streaming failure scenarios, and establishing ownership and operational clarity in environments where ambiguity is high. I'm most effective in advisory and architecture roles where trust, judgment, and long-term system behavior matter more than short-term feature delivery.
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Education
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