STAR + FAR

STAR + FAR

Research

Continual learning for LLMs that stays fresh without forgetting

  • +4.1 pp Freshness (FFI)
  • +3.2 pp Legacy retention
  • 1.7 min Daily update cost
Python PyTorch LoRA adapters sparse routing (2-layer MLP)
Prototype

Real-time, explainable multi-agent AI for tornado disaster response

  • 0.86 Radar ROC-AUC
  • 0.99 Tweet macro-F1
Python PyTorch / TensorFlow LangGraph DistilBERT + LoRA