Mnemosyne

Ask a question about the risks a big company listed in its annual report, and it answers in plain English while pointing to the exact sentence in the exact filing each fact came from.

A retrieval-augmented generation (RAG) system: structure-aware chunking, local sentence-embeddings in a Chroma vector store, and grounded generation where citations are resolved in code, not written by the model. Shipped with an LLM-as-judge eval harness scoring retrieval hit rate, faithfulness, and answer relevance.