feat(chat): multi-turn sessions + chat UI, hero preserved

fix(agent): use claude-opus-4-7 to match hackathon + repo-wide config

Day-2 afternoon: field heatmaps, Dockerfile, README

Day-2 morning: UQ tools, SSE API, Streamlit fallback, demo scenarios

Day-1 evening milestone: both engines live, agent answers Q1