Work

Selected work

Four public proof records across governed data preparation, grounded AI review, behavior evaluation, and ML product discipline.

Cloud AI operations / grounded review

AWS Bedrock CaseOps Control Tower

AWS Bedrock proof

A public AWS Bedrock proof for grounded document review with retrieval, validation, citations, structured outputs, and escalation boundaries.

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AI workflow evaluation

Agent Behavior Evals Lab

behavior evaluation

A public deterministic evaluation lab for turning assistant behavior policies into cases, traces, reports, adjudication fixtures, and quality gates.

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Data / ML product proof

E-commerce Purchase Intention MLOps

ML product proof

A public ML product proof for purchase-intent prediction with reproducible evaluation, local serving, tests, model-card notes, and explicit production limits.

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Contact

Send the working context.

Send the business pressure, workflow, source boundary, or proof question. Best fit: hiring, AI roadmap, product-system work, and collaboration where evidence matters before claims.

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