P1: pin notebooks to source-accurate Python SDK 1.11.0

[karlwaldman]

Updates the deterministic notebook generator, both output-free notebooks, tests, and documentation to the publicly verified Python SDK 1.11.0 release.\n\nVerification:\n- Ruff passes\n- five contract tests pass, including exact notebook-cell execution\n- secret scan passes\n- Kaggle packages regenerate with public metadata\n\nThis keeps the repository artifacts current; authenticated publication to the two existing Kaggle URLs remains tracked in #8.

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Review details

⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: 61aafe3a-2edc-4dc6-8108-6dfb7aedc2b7

📥 Commits

Reviewing files that changed from the base of the PR and between 3d2cffc and ae18e33.

📒 Files selected for processing (5)

• 01_wti_brent_spread_analysis.ipynb
• 02_oil_price_technical_analysis.ipynb
• README.md
• scripts/generate_notebooks.py
• tests/test_notebooks.py

✨ Finishing Touches

🧪 Generate unit tests (beta)

• Create PR with unit tests
• Commit unit tests in branch codex/p1-kaggle-sdk-1-11

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