Interactive simulation chambers for legal mechanics. Balance fair use probabilities, step through the 5-stage generative AI pipeline, dissect substantial similarity waveforms, and test patent eligibility under Alice/Mayo.
Calibrated against 17 U.S.C. § 107 and post-Warhol commercial substitution math.
Outcome depends heavily on trial fact-finding and circuit venue (e.g. 2nd Circuit Authors Guild vs 9th Circuit market protection).