lawsynth discover

lawsynth discover observations.csv --time t --state x,y --output model.lsworld

The input is a comma-delimited numeric CSV with a header. The time column must exist, contain finite strictly increasing values, and every remaining selected numeric field must be finite and aligned. --state is a nonempty comma-separated list of state column identifiers. Discovery writes a continuous v0.1 bundle and reports the leading candidate's MSE and expression complexity.

Supported options are --degree N, --threshold VALUE, --solver stlsq|sr3, --trigonometric, --rational, --smooth-radius N, --bootstrap REPLICATES, and --symbolic-depth N. Choose at most one derivative option: --savgol-window ODD_N, --spline, --spectral, or --tvreg-lambda VALUE (with optional --tvreg-iterations N). Values must be finite where numeric. Missing data, quoted/escaped CSV dialects, categorical data, causal discovery, and remote execution are not CLI features.