القائمة
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.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
Assess the quality of KANDy model results by examining generated plots. Use after training a model, running rollouts, or generating comparison plots.
List all available KANDy systems, baselines, and show current experiment results status.
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.
| name | run-experiment |
| description | 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. |
| argument-hint | ["system-name"] |
Run a KANDy experiment on the $ARGUMENTS dynamical system.
!uv run kandy --list 2>/dev/null
!ls results/ 2>/dev/null || echo "No results yet"
Use the kandy-researcher agent to:
uv run kandy $ARGUMENTS (or uv run python examples/<system>_example.py if the system name doesn't match exactly)results/notes/ with full experiment metadataIf no system name is provided, list available systems and ask the user which one to run.
[m, n] (single layer)results/<SystemName>/kandy.plotting.use_pub_style() for publication-quality figures