Insights

Notes on retrieval, agents, document intelligence, evaluation, product engineering, and the operational details behind dependable systems.

Sample draftRAG

Evaluating retrieval systems beyond the demo

A practical framework for measuring retrieval, grounding, and usefulness before deployment.

Not publicly published
Sample draftAI engineering

Designing permissions for tool-using AI agents

Why tool boundaries, approvals, and audit trails belong in the first architecture conversation.

Not publicly published
Sample draftDocument intelligence

From document search to structured workflow

How reliable document systems connect extraction, retrieval, review, and downstream action.

Not publicly published