BASE DISTRIBUTION DIRECTIONAL FUNNEL FOCUSED BEAM VERIFIABLE REWARD P(A) P(B) P(C) Δ LOG-P ALIGN PENALTY Token A Token B Token C Delta-Log-P Aligned Output Reward