TopoLI: Topological Pruning for ColBERT-Style Retrieval

2026-05-15

ColBERT stores documents as bags of token embeddings. Most of those tokens don't matter for retrieval. TopoLI uses persistent homology to find the ones that do.

topoli retrieval colbert topological-data-analysis research

fpre: A First Principles Reasoning Engine

2026-05-14

Pure LLM reasoning hits a ceiling on problems that need real symbolic structure. fpre is a tight loop between a model that proposes and a typed engine that verifies.

fpre reasoning rust hybrid-systems research