Fix empty source_type from LLM crashing Pydantic Source validation

Add Interpretability tab, fix mandatory verdict logic, demo reset, UI polish

Step 9: evaluator — per-criterion verdict with threshold safety rules

Step 1: project skeleton — all stubs, directory structure, and entry point