fix

Fix chat query failures and benchmark ID mismatches

fix: GEPA current_generation, task_id mapping, Connect DB button, remove difficulty from header

feat: add Demo button with scripted autoplay showcase

Initial submission: SQL Agent OpenEnv for Meta+HF hackathon