AI Products Fail Before the Model2026-05-23
aws-community-day-2026·ai · product · data-quality
Field Notes on AI
A personal notebook documenting AI systems, product thinking, and evolving ideas in public.
I'm Dheeraj V — a data scientist and product engineer focused on building reliable AI systems, intelligent workflows, and durable product capabilities. My work sits at the intersection of AI, data, systems design, and product thinking, with an emphasis on turning emerging AI capabilities into practical tools teams can trust, operate, and scale.
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Recent Notes
Fragments
“Most AI product failures are not model failures. They are system readiness failures.”
“The model is the easy part. The workflow is the hard part.”
“AI amplifies whatever system it sits inside — including the broken parts.”
“Observability must arrive before autonomy.”