#Ultimate Deliberation

Ultimate deliberation refers to a self-evolving form of deliberation that not only derives answers to given problems but also meta-cognitively evaluates and continuously improves the deliberation process itself. This is achieved by applying the concept of intelligence orchestration, dynamically combining multiple AI models, inference engines, and knowledge sources, and selecting/adjusting optimal resources at each stage of deliberation. From a philosophical perspective, it represents an infinite loop of self-reflection and learning, suggesting a path for AI to reconstruct its own cognitive structure and attain higher intelligence. From a software engineering perspective, adaptive inference frameworks and meta-learning systems contribute to its realization.