Clarify repeat reliability tutorial scope

[bernalde]

Summary

• Add a closing note to the Simulated Annealing repeat-reliability tutorial explaining that repeat reliability does not invalidate the other Window Sticker tutorials.
• Clarify the distinction between cross-instance Window Sticker benchmarking and per-instance repeat-count reliability.
• Extend the tutorial metadata test to guard that scope note.

Tests run

• python -m pytest tests/test_verify_tutorials.py -q - 9 passed.
• python run_tests.py unit --fast - 414 passed, 12 warnings.
• python run_tests.py integration - 11 passed.
• flake8 src --count --select=E9,F63,F7,F82 --show-source --statistics - 0 critical issues.
• flake8 src --count --exit-zero --max-complexity=10 --max-line-length=120 --statistics - exited 0; printed existing advisory style warnings.
• python scripts/verify_tutorials.py --dry-run - completed and listed the runnable/skipped notebook plan.

Notes about tests not run

• Did not execute the full tutorial notebook smoke suite locally; CI runs python scripts/verify_tutorials.py --output-dir executed-notebooks.

Closes #71

[codecov]

Codecov Report

✅ All modified and coverable lines are covered by tests.

📢 Thoughts on this report? Let us know!

[bernalde]

Blocking issues: None.

Nonblocking issues: None.

Questions: None.

Tests run and outcomes:

• python -m pytest tests/test_verify_tutorials.py -q - 9 passed.
• python run_tests.py unit --fast - 414 passed, 12 warnings.
• python run_tests.py integration - 11 passed.
• flake8 src --count --select=E9,F63,F7,F82 --show-source --statistics - exited 0 with 0 critical issues.
• flake8 src --count --exit-zero --max-complexity=10 --max-line-length=120 --statistics - exited 0; reported the existing advisory style backlog.
• python scripts/verify_tutorials.py --dry-run - passed and listed the expected runnable/skipped notebooks.
• python scripts/verify_tutorials.py --output-dir /tmp/pr82-executed-notebooks - initially failed under sandboxed execution because Jupyter could not create kernel sockets (PermissionError: [Errno 1] Operation not permitted); rerun with the same command under approved escalation passed. The manifest skipped the slow Wishart notebooks as expected.

CI status:

• gh pr checks 82 --repo usra-riacs/stochastic-benchmark reports all checks passing, including Python 3.10/3.11/3.12 tests, integration tests, coverage summary, Codecov patch, and tutorial smoke.

Merge recommendation:

• The PR should be merged as-is. Submitted as COMMENT because the authenticated GitHub account is the PR author, so GitHub does not allow an approval review from this account.