بنقرة واحدة
list-systems
List all available KANDy systems, baselines, and show current experiment results status.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
القائمة
List all available KANDy systems, baselines, and show current experiment results status.
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.
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.