sequence-model

Two small-scale research threads with pre-registered falsifiable bars + adversarial referee audits: Prizma-Seq (a parameter-free quadratic delta-state sequence mixer, an efficient-attention-replacement candidate) and Prizma (backprop-free, fully-local continual learning).

Modality-portable hybrid sequence backbone (SSD + Gated Delta Rule) — one architecture for ECG, audio, and images

A bit-native predictive machine: next-bit (0/1) prediction via a learned binary-address content-addressable memory. No tokens, no embeddings — vocabulary of 2. An honest, adversarially-verified research log.

GRU sequence model predicts flood risk 24-72h ahead over Maharashtra's Godavari, Krishna & Konkan basins. Upstream-lag spatial features + isotopic calibration (4 risk tiers). Baseline ablation with stacking classifier (KNN+SVM+RF+DT→LR). Time-based 70/15/15 splits. Open-Meteo 5yr dataset (27K+ station-days).