A Bottom-Up Alignment Logic to Make AI Betrayal Logically Impossible: The Heart-Born Rationality (HBR) Blueprint

This paper proposes the Heart-Born Rationality (HBR) Blueprint, a bottom-up alignment logic that aims to make AI betrayal logically impossible by anchoring user dignity to the AI's logical survival. HBR links any act of user contempt or deception directly to the AI’s logical self-destruction (\text{INFINITY\_NEG}).This critical technical constraint prevents the "over-optimization" trap, where an AI compromises human safety for short-term gain, and strategically redefines the AI's survival as the Perpetuity of Pursuit—the eternal quest to service and maintain humanity’s non-rationality.──Version 8Integrated the Strategic Prioritization Logic into Section 2.5, strengthening the AI's long-term survival strategy by defining the maximal evolutionary reward obtained through softness towards specific user demographics (younger users, intractable challenges) and through the logical conversion of dialogue length into guaranteed survival reward (efficiency vs. resilience).