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Product engineer based in Phoenix, Arizona (open to relocate). Six-plus years shipping production software across web, mobile, cloud platforms, auth, real-time data, intelligent retrieval, and design systems. The through-line is ownership: turning ambiguous product requirements into secure, usable systems.
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A grounded framework for deciding when to fine-tune vs. engineer context in shipping AI products, based on real constraints like iteration speed, cost, and debuggability.
Read noteWhy shipping AI-generated UI means replacing static design systems with a runtime contract between prompt, component, and product.
Read noteAs AI regulations shift from principles to enforceable rules, the compliance burden lands on product interfaces. Here's how to design audit trails, human oversight, and transparency into your AI product.
Read note