Gemini Robotics-ER 1.6 can use points as intermediate steps to reason about more complex tasks. For example, it can use points to count items in an image, or to identify salient points on an image to help the model perform mathematical operations to improve its metric estimations.
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？
see that progress had been made, and declare the job done
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。
anthroposine's cognitive architecture
for - anthropocene - cognitive architecture
a set of policies and mechanisms that allow competent subunits to form together into some kind of a an emergent Collective that's more than the sum of its parts
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
I think it's really important for us to develop a science of that like CR like critically important
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
summary
the six 00:48:41 six big systems i've mentioned can be viewed as a cognitive architecture it's the it's the means by which the society learns decides adapts and 00:48:54 and this society's efforts this is the third underlying position the society's efforts to learn decide and adapt and be viewed as being driven by an intrinsic purpose and that's really key also 00:49:08 because it's not just that we're learning deciding and adapting willy-nilly i mean i mean maybe it seems that way in the world you know in the sense we're so dysfunctional it kind of is billy nilly but 00:49:20 but what really matters is that we learn decide and adapt in relation to whatever intrinsic purpose we actually have as as a society as individuals in a 00:49:34 society it's that it's it's it's it's as i will use the the term uh maybe several times today it's solving problems that matter that really that really 00:49:45 matter that's what we're after
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