Hi! Everyone! My role is to design and own the AI system end to end: architecture, model strategy, data flow, evaluation, and production behavior. The goal is not to ship something impressive, but to ship something correct, measurable, and durable. I design AI as infrastructure. Deterministic systems where possible, probabilistic intelligence where it earns its keep. Models are observable, replaceable, and cost-aware. No hard coupling to vendors, no fragile cleverness. You get clear technical decisions, explicit trade-offs, and a system that can evolve without rewrites or heroics. If youāre looking for someone to engineer outcomes, not just implement features, Iām a strong fit.
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