report

name	report
description	Generate a comprehensive research report for a KANDy experiment, including discovered equations, metrics, plots, and analysis. Use after an experiment is complete.
argument-hint	["system-name"]

Generate Research Report

Generate a comprehensive research report for the $ARGUMENTS experiment.

Current Results

!ls results/ 2>/dev/null

Current Notes

!ls notes/ 2>/dev/null || echo "No notes yet"

Instructions

1. Gather all data for the system:

   • Read plots from results/$ARGUMENTS/
   • Read any existing notes from notes/
   • Check example scripts in examples/ for configuration details
   • Check agent memory for prior findings

2. Write the report to notes/$ARGUMENTS_report.md with:

   System Description

   • Type (ODE/map/PDE), true equations, state variables, parameters

   KANDy Configuration

   • Lift design (phi), KAN width, grid, spline order, training steps
   • Derivative method, integrator, any special settings

   Discovered Equations

   • Full symbolic equations in clean format
   • Comparison with ground truth (coefficient accuracy, structural match)

   Edge Analysis

   • Table: Edge, Feature, Target, Fitted Function, R², Coefficient
   • Which edges are active vs zeroed

   Metrics

   • Training loss, one-step RMSE, rollout RMSE/NRMSE
   • Lyapunov time horizon (for chaotic systems)

   Baseline Comparisons (if available)

   • Table comparing KANDy vs OLS/LASSO/SINDy/PDEFind

   Quality Assessment

   • Use model-quality-assessor to rate the results
   • Key findings and observations

   Figures

   • Reference all generated plots with descriptions

3. Print a summary to the user with the key findings