Calibrate ZeroGPU duration from measured ~8s/turn throughput

Fix Gradio 6 API: Chatbot kwargs, theme/css moved to launch()

TRUST-SQL agent demo: four-phase tool-integrated text-to-SQL over unknown schemas

initial commit