Feature/enforce black formatting (#61)

* docs: fix example filename references and swap documentation URLs

- Changed complete_walkthrough.py to walkthrough.py in all references
- Swapped API reference and Product documentation URLs in header
- Cleaned up limitations section for clarity

* Update README.md

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* style: apply Black code formatting to pass CI checks

* ci: enforce Black formatting as required check

- Remove continue-on-error flag from Black formatting step
- Black formatting is now a blocking gate for PRs
- All code has been formatted to pass Black checks

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

Author: suyask-msft

.github/workflows/python-package.yml

@@ -31,7 +31,6 @@ jobs:
         python -m pip install -e .[dev]
     
     - name: Check format with black
-      continue-on-error: true  # TODO: fix detected formatting errors and remove this line.
       run: |
         black src tests --check