Streaming Long-Lag Encoder for Event-Sequence Platforms

A drop-in sequence layer for transaction, order, and clickstream data that scores events in real time while exactly retaining rare markers from 1,000+ steps back — and trains fast thanks to a closed-form parallel forward pass.