# Voight-Kampff Machine v2.1 - A Minimal Model of Moral Coherence # VariablesP1 = first-order pain (self-defense-veracity, r=1)r = abstraction drift factor [1, ∞]ε = nonzero floor for proxy-pain (minimal moral weight)P2 = proxy-pain (vicarious/abstracted), P2 = P1 / r + εP2_claimed = moral claim / intent (P1 veracity → P2 → Δ → a*)λ = Integrity ConstantUser = HITL / moral arbiter # Objective Functiona* = argmin_a [ P2 + λ * | P2_claimed - P2_enacted by User(a) | ] # Notes:# - All moral measurements supplied by User (HITL)# - P2 scales inversely with r, with ε ensuring minimal impact at abstraction# - Funnel: candidate actions -> VKv2.1 objective -> selected action a*# - Primary signal = individual observed data-point; mean is contingent