I design and integrate AI-enabled workflows, agents, retrieval systems, evaluation pipelines, API automations, and human approval steps around a defined business outcome.
The engagement starts by mapping the current process, data sources, permissions, failure modes, expected output, and success criteria. The result can be a validated architecture, a bounded prototype, or a milestone-based implementation. Reliability, observability, privacy, and manual controls are included in the design rather than added after launch.