Dao Heart 3.11 Identity Preserving Value Evolution for Frontier AI Systems (github.com)

Dao Heart 3.11 has been announced as a groundbreaking architecture for AI alignment that emphasizes identity-preserving value evolution while ensuring human governance and safety. This new version consolidates previous iterations and enhances capabilities with a formal framework. Unlike traditional reward-based systems, Dao Heart utilizes a constraint-satisfaction network to represent values, enabling the proposal of new values under governance and the performance of continuous adversarial testing. The system incorporates a layered approach that includes narrative grounding and various verification constraints, ensuring AI systems can evolve responsibly without drifting from their core identity. This framework is significant for the AI/ML community as it introduces advanced mechanisms for value management that prioritize prosocial behavior and formal safety protocols. Key technical aspects include the use of GPU-accelerated implementations in PyTorch, the integration of entropy-based self-monitoring, and a carefully structured decision loop that classifies states to prevent instability. The inclusion of a Narrative Layer allows for pre-formal value shaping, grounding AI's decision-making processes in structured patterns, which is crucial for maintaining social alignment as AI systems become more autonomous. Overall, Dao Heart 3.11 sets a new standard for ensuring AI systems retain their intended values while adapting to new challenges.