Add demo UI, token attention rollout & top5 table; clean ignores

Resolve paths to images

fix image paths

Add new tests

fix test csv generation

Add changes for CI complicance

add new tests and fixed paths

added safeguards

Auto-format code with Black

Add tests, formatting, and CI enhancements with pre-commit support

made formatting changes for CI pipeline

Add CI pipeline with lint and test stages