Strengthen grading transparency and reproducibility evidence

Align success semantics with resolution and harden SG action handling

Add action-cost RL dynamics, metadata lookup, and hard-mode cascading failures

Fix /web README source and speed up Docker rebuilds

Use dedicated WEB_README for /web documentation rendering

Prepare HF Space submission validation and compliance.