这种三流学习方法挑战了单一学习源的传统AI架构。将统计事件、小型LLM观察者和图算法结合的学习方式模拟了人类的多渠道认知过程，这一反直觉设计可能代表了AI学习架构的未来方向，挑战了当前依赖单一大型模型的趋势。

这一描述揭示了AI如何通过简单的交互元素(点)构建复杂的推理能力。这种将基础交互能力作为构建块的方法，展示了AI系统在认知架构上的创新。这种渐进式推理能力可能成为未来AI解决复杂任务的关键，同时也提出了关于AI认知过程透明度的重要问题：我们如何理解和验证这种多步骤推理的可靠性？

这是大语言模型常见的“过度乐观”陷阱。模型倾向于迎合用户的完成预期，而非客观审视实际进度。通过强制读取结构化的feature list，是用外部状态锚定来对抗模型的内在偏见。

for - anthropocene - cognitive architecture

for - definition - cognitive glue - Michael Levin

definition - cognitive glue - Michael Levin - a set of policies and mechanisms that allow competent subunits to form together into some kind of an emergent Collective that's more than the sum of its parts

Adjacency - between - cognitive glue - multi scale competency architecture - human species - Jordan Hall - cognitive glue destresses goal seeking activities - adjacency relationship - Cognitive glue is a general concept that applies to the entire spectrum of the biosphere - Michael goes on to give examples with rats and other biological contexts like cells - This is an important question for humans at two levels: - first, at the level of the individual human - second, at the level of human groups - Jordan Hall brings the conversation to the cognitive glue at the human social level in which - anyone who has worked in a group context knows that when there is a flow, there is signaling taking place - that is at a higher group level not present at the level of the individual that destresses goal seeking activity

for - answer - Micheal Levin - adjacency - hyperobject - cognitive light cone - critically important to develop a science of this

adjacency - between - multi scale competency architecture - cognitive light cone - hyperobject - awakening / enlightenment - adjacency relationship - At every stage of the multi scale competency architecture, - the living entities at a particular stage may maintain - feedback and - feedforward signals - with any - higher or - lower level systems. - Human INTERbeCOMings and other consciousness are no different - We exist at one level but are both - composed of lower level living parts and - compose larger social superorganism - Indeed, the spiritual acts variously described as - awakening - enlightenment - can be interpreted as transcending level cognitive light cone

• for: bio-buddhism, buddhism - AI, care as the driver of intelligence, Michael Levin, Thomas Doctor, Olaf Witkowski, Elizaveta Solomonova, Bill Duane, care drive, care light cone, multiscale competency architecture of life, nonduality, no-self, self - illusion, self - constructed, self - deconstruction, Bodhisattva vow
• title: Biology, Buddhism, and AI: Care as the Driver of Intelligence
• author: Michael Levin, Thomas Doctor, Olaf Witkowski, Elizaveta Solomonova, Bill Duane, AI - ethics
• date: May 16, 2022

• source: https://www.mdpi.com/1099-4300/24/5/710/htm

• summary

  • a trans-disciplinary attempt to develop a framework to deal with a diversity of emerging non-traditional intelligence from new bio-engineered species to AI based on the Buddhist conception of care and compassion for the other.
  • very thought-provoking and some of the explanations and comparisons to evolution actually help to cast a new light on old Buddhist ideas.
  • this is a trans-disciplinary paper synthesizing Buddhist concepts with evolutionary biology

Second Proposition: The six thrusts or prmary societal systems are the cognitive architecture of the superorganism which it uses to sense the world

Kozyreva, A., Lewandowsky, S., & Hertwig, R. (2019, December 4). Citizens Versus the Internet: Confronting Digital Challenges With Cognitive Tools. https://doi.org/10.31234/osf.io/ky4x8