My role sits at the point where product ambition meets technical reality: setting boundaries, choosing tradeoffs, and helping teams ship systems they can operate.
Recall@5 + MRRRetrieval quality made measurable in the public RAG reference
CI gateEvaluation thresholds can block retrieval regressions
EnterpriseCore-system experience in regulated insurance
Selected engagements
Different systems. The same standard of engineering judgment.
Public engineering references sit alongside selected client work. Confidential details are kept out; the focus is architecture, responsibility, and production evidence.
Engineering reference / Production RAG
From RAG demo to measurable production architecture
Public reference implementation with hybrid retrieval, reranking, grounded citations, Recall@5 and MRR evaluation, CI regression gates, trace IDs, token controls, and provider boundaries.
Designed a production architecture for brand citation monitoring across LLM ecosystems, with technical auditing and grounded content remediation to close the gaps it finds, coordinated with LangGraph.
Engineered decoupled event ingestion, Redis caching, and PostgreSQL ACID transaction boundaries to process partner affiliate conversions in sub-second timelines.
Architecture experience supporting core enterprise insurance platforms at EFU Life, where data integrity, auditability, integration, and continuity were non-negotiable.