bm2

An open protocol for AI agent memory persistence. Your AI has a soul now. Don’t lose it.

seekstorm_client_pure_py

A hybrid search engine and RAG pipeline implementing both classical inverted-indexing and modern vector semantic search.

The Project challenges students with a difficult learning task: predicting authors of test tweets from among a very large number of authors found in training tweets.

An adaptive hybrid search routing engine (BM25 + BGE-Large) using Query Performance Indicators (QPI) for Green AI energy optimization.