- API - Stable auth token - Support agents - need more details - Central controlling agent that coordinates actions - Include images (and other modalities?)! - Find datasets - Multi-language support - via MT - Target fixed number of languages - Add a layer at the user-interaction point - Setup with more public content - CCEL - UW data - STT and TTS - Reproducible data loading - Data partitioning strategies