Unified RAG pipeline for investment intelligence
Modular claim-first retrieval + grounded synthesis powering chat, memo generation, and research pages.
portfolio
Few-shot medical research classifier (200k records)
Automated classification with 93% human-machine agreement and a precision-first abstention strategy.
Real-time market monitoring pipelines
Operational health monitoring to reduce incident detection time and improve reliability at infrastructure scale.
takeaways
Why Technology Alone Does Not Solve Business Problems
Published:
Technology is an enabler — value comes from aligning AI systems to users, decisions, and workflows (and measuring failure).
talks
Multi-agent Negotiation
Published:
Imagine a world where AI agents not only assist individuals in decision-making but also assist groups in resolving conflicts and reaching agreements.