Enforce strict (0,1) task scores in grader

Improve HF demo guidance and align scores with inference heuristic

Clarify grader behavior and add auto-demo run endpoint

Format Fixes matches req

harden and fix ci to push to hf and also pytests updates as per prereq

use ci to push to hf