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Verify and test Jupyter notebooks with iterative fixing. Arguments: [target] [--quick] [--fix] [--python-only] [--dotnet-only]
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Based on SOC occupation classification
Detect cell-ordering / enchainement problems in Jupyter notebooks (canonical-order slippage, misplaced or forgotten cells). Arguments: [target] [--severity HIGH|MED|LOW] [--json]
Resume multi-agent coordination session. Reads memory, RooSync inbox, GitHub issues, and produces a situational briefing with recommended actions. Arguments: [--dispatch] [--focus <topic>] [--reply-all]
Iterate on a GenAI notebook against the self-hosted stack via the genai-stack CLI (config dirs, auth, subdomains, quantization, GPU/VRAM). Arguments: <notebook|service> [--service comfyui|forge|vllm] [--quant int4|fp8] [--validate] [--bg]
Train an ML model in the QuantConnect ML-Training-Pipeline with thermal-safe GPU usage and rigorous validation. Arguments: <architecture|script> [--dry-run] [--seeds 0,1,7,42,99] [--folds 5] [--bg]
Execute iterative improvement workflow for QuantConnect strategies. Arguments: [strategy|issue#] [--iterations=N] [--no-backtest] [--commit]
Review and merge student exercise PRs during TP sessions. Arguments: <repo-url> [--class <class-id>] [--timeslot <HH:MM-HH:MM>] [--dry-run]
| name | verify-notebooks |
| description | Verify and test Jupyter notebooks with iterative fixing. Arguments: [target] [--quick] [--fix] [--python-only] [--dotnet-only] |
Verify and test Jupyter notebooks in the CoursIA repository.
Target: $ARGUMENTS
target: Notebook path, family name (Sudoku, Search, SymbolicAI, Argument_Analysis, GenAI, ML, Probas, IIT, Tweety, Lean, GameTheory), or all--quick: Structure validation only, no execution--fix: Attempt automatic fixes (max 3 attempts per cell)--python-only / --dotnet-only: Filter by kernel typepython scripts/notebook_tools/notebook_tools.py validate {target} --quick for rapid discovery and structure checkpython scripts/notebook_tools/notebook_helpers.py detect-kernel {path}python scripts/notebook_tools/notebook_tools.py execute {target} --timeout 300python scripts/notebook_tools/notebook_helpers.py execute {path} --verbose (cell-by-cell with output)mcp-jupyter skill) - Papermill does NOT workpython scripts/notebook_tools/notebook_helpers.py list {path} --verbose to inspect failed cells| Family | Path | Kernel | Notes |
|---|---|---|---|
| Sudoku | Sudoku/ | .NET C# | #!import, cell-by-cell only |
| Search | Search/ | Mixed | GeneticSharp=C#, PyGad=Python |
| SymbolicAI | SymbolicAI/ | Mixed | Tweety=Python+JPype |
| GenAI | GenAI/ | Python | API keys required, use /validate-genai first |
| Probas | Probas/ | .NET C# | Infer.NET |
| GameTheory | GameTheory/ | Python (WSL) | OpenSpiel |
| Lean | SymbolicAI/Lean/ | Lean 4 / Python (WSL) | WSL kernels |
For GenAI notebooks, use dedicated scripts:
python scripts/genai-stack/validate_stack.py
python scripts/genai-stack/validate_notebooks.py MyIA.AI.Notebooks/GenAI/Image/
Use /validate-genai to validate the stack before running notebooks.