Nov 23, 2025Worried your “training only” data license quietly slides into product deployment risk? This lesson shows you how to draft and negotiate precise carve‑outs that separate model training from productization, and how to allocate data, model, and output rights with US/UK nuance. You’ll get surgical explanations, side‑by‑side clause models, and real‑world examples, followed by targeted checks and short exercises to confirm comprehension. Expect clear, defensible language you can drop into your next ML data deal with confidence.

Nov 23, 2025Worried your ML training data could hide a scraping risk or weak rights chain? In this lesson, you’ll learn to draft precise provenance warranties and jurisdiction‑aware no‑scraping clauses, align them with indemnities and liability caps, and avoid common pitfalls across US and UK practice. You’ll find surgical explanations, real‑world clause examples and dialogue, plus quick exercises (MCQs, fill‑in‑the‑blank, and error‑correction) to test and tighten your drafting. By the end, you can assemble enforceable, balanced language that accelerates deals and stands up to regulatory scrutiny.