01 / The problem
Document-heavy workflows often involve repetitive retrieval, extraction and handoffs. AI is useful when its outputs can be checked and its scope is clear.
// capabilities
AI & Agents
Engineering approach · see the professional profile for documented experience.
02 / The approach
Define the task and evaluation examples first. Use structured outputs, grounded retrieval where needed, scoped tools, and human review for consequential actions. Measure quality, latency and cost.
03 / What to define
An evaluation plan, data flow, tool boundaries and a workflow prototype with explicit review points.
// next step
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