Blog
AWS Blog2026We orchestrate a team of specialized agents that runs medical, legal, and regulatory review of pharmaceutical content. Promotional material is checked against scientific references, regulatory codes, and approved claims, cutting review cycles by up to 90%.
Builder Center2026An agentic pipeline on Amazon Bedrock AgentCore that checks medical marketing content against compliance guidelines. We look at agent design, tool integration, and what it takes to run the workflow at scale.
AWS Blog2026We built MACROS, a system on Amazon Bedrock with Lambda and Step Functions that reviews medical articles against guidelines and proposes revisions. The proof of concept reached 80% accuracy and over 90% recall, cutting per-guideline review from hours to minutes.
AWS Blog2024We wire up a system on Amazon Bedrock that drafts medical marketing content from scientific references and revises it through expert feedback loops. Textract handles document parsing and Amazon Translate the localization, cutting drafting from weeks to hours.
Self-published2020A convolutional network that grades diabetic retinopathy severity from retina photographs, built for a Kaggle competition and the Udacity ML Engineer program. We cover retina-specific preprocessing, augmentation, and the ordinal grading setup.