Beta: Pre-engineering calculator. Output is a first-pass dose estimate based on lamp datasheet values + Lambert-cosine geometry — real cure requires substrate + photoinitiator validation. Lamp aging (typ. -20% over service life) is not yet auto-applied; plan extra dose budget.