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List all available KANDy systems, baselines, and show current experiment results status.
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Based on SOC occupation classification
Assess the quality of KANDy model results by examining generated plots. Use after training a model, running rollouts, or generating comparison plots.
Generate a comprehensive research report for a KANDy experiment, including discovered equations, metrics, plots, and analysis. Use after an experiment is complete.
Run baseline comparisons (OLS, LASSO, SINDy, PDEFind) against KANDy results for a dynamical system. Use when the user wants to compare KANDy's equation discovery against standard methods.
Run a KANDy experiment on a dynamical system to discover its governing equations. Use when the user wants to train a KAN model, fit equations, or run the full KANDy pipeline on a system.
| name | list-systems |
| description | List all available KANDy systems, baselines, and show current experiment results status. |
!uv run kandy --list 2>/dev/null
!uv run kandy-baselines --list 2>/dev/null
!for d in results/*/; do echo "## $(basename $d)"; ls "$d" 2>/dev/null | head -10; echo ""; done 2>/dev/null || echo "No results yet"
!ls examples/*.py 2>/dev/null
!ls notes/*.md 2>/dev/null || echo "No notes yet"
Summarize what's available and what results exist so far. Highlight any systems that haven't been run yet.