run-baselines

name	run-baselines
description	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.
argument-hint	["baseline-name"]

Run Baseline Comparisons

Run baseline comparisons for $ARGUMENTS.

Available Baselines

!uv run kandy-baselines --list 2>/dev/null

Instructions

Use the kandy-researcher agent to:

1. Run uv run kandy-baselines $ARGUMENTS (or the appropriate baseline script)
2. Collect results for each method: discovered equations, number of terms, coefficients, RMSE/NRMSE
3. Compare against existing KANDy results in results/
4. Generate a comparison table in the report
5. Save baseline results to results/<SystemName>/baselines/
6. Document in notes/ with full metadata

Expected Output

A comparison table like:

Method	Discovered Equation	# Terms	RMSE	NRMSE
KANDy	...	...	...	...
OLS	...	...	...	...
LASSO	...	...	...	...
SINDy	...	...	...	...

If no baseline name is provided, list available baselines and ask the user which one to run.