build log // selected work

Projects

prototypes and experiments around search and data.

retrieval Python backend

hybrid vector search engine

A retrieval playground for learning how embeddings, chunking, nearest neighbor search, reranking, and API latency affect the quality of search results.

FastAPI Postgres FAISS Embeddings
AI learning product

PrepNest AI

An AI-powered study platform idea for turning scattered material into drills, feedback, and targeted practice.

LLM workflows Python Search
markets data

Market Signal Lab

A small data project for exploring market narratives, price movement, and event-driven signals while getting better with APIs and analysis workflows.

Pandas APIs Dashboards