NextPlaid provides multi-vector search capabilities using late-interaction models. ColGREP leverages this for semantic code search in terminals and coding agents, combining regex filtering with semantic ranking. It runs locally as a single Rust binary, building and maintaining indexes automatically. Users can switch between ColBERT-style models from HuggingFace, defaulting to the lightonai/LateOn-Code-edge model for code understanding.