打破了“模型变强则脚手架消亡”的线性思维。模型能力的提升并非消灭了架构设计的价值，而是将其推向了更高复杂度、更具挑战性的新领域。AI工程师的核心竞争力正是持续探索这种前沿的架构组合。

for - adjacency - cognitive spectrum - number system evolution - Michael Levin

for - litigation terrorism - ISDS - corporate tribunal system - Michael Levin - multi-scale competency architecture - example - adjacency - evolutionary biology - corporate law - climate crisis

adjacency - between - corporate law - climate crisis - evolutionary biology - cultural evolution - adjacency statement - Biologist Michael Levin's multi-scale competency architecture of evolutionary biology seems to apply here - in the field of corporate law - Corporations can be viewed as one level of a social superorganism in a cultural evolution process - Governments can be viewed similiarly, but at a higher level - The ISDS is being weaponized by the same corporations destroying the global environment to combat the enactment of government laws that pose a threat to their livelihood - Hence, the ISDS has been reconfigured to protect the destroyers of the environment so that they can avoid dealing with their unacceptable externalizations - The individual existing at the lower level of the multi-scale competency architecture(the corporation) is battling to survive against the wishes of the higher level individual (the government) in the same multi-scale competency architecture

for - multi scale competency architecture - Michael Levin - evolutionary biology - rapid whole system change - adjacency - multi scale competency architecture - rapid whole system change - stop reset go - Deep Humanity - Indyweb - Indranet - major evolutionary transition in individuality - MET - superorganism - cumulative cultural evolution of individuality

adjacency - between - multi scale competency architecture - rapid whole system change - progress trap - stop reset go - Deep Humanity - Indyweb - Indranet - major evolutionary transition in individuality - MET - superorganism - cumulative cultural evolution of individuality - adjacency statement - The idea of multi scale competency architecture can be extended to apply to the cultural level. - in the context of humanity's current existential poly /meta/ perma crisis, - rapid whole system change - (a cultural behavioural paradigm shift) - is required within a few short years - to avoid the worst impacts of - catastrophic, - anthropogenic - climate change, which is entangled with a host of other earth system boundary violations including - biodiversity loss - fresh water scarcity - - the driver of evolution through major evolutionary transitions in individuality has given rise to the level of cultural superorganisms that include all previous levels - progress and its intended consequences of progress traps play a major role in determining the future evolutionary trajectory of our and many other species - our species is faced with a few choice permutations in this regard: - individually regulate behaviour aligned with a future within earth system boundaries - collectively regulate behaviour aligned with a future within earth system boundaries - pursue sluggish green growth / carbon transition that is effectively tinkering at the margins of rapid whole system change - BAU - currently, there doesn't appear to be any feasible permutation of any of the above choices - There is insufficient worldview alignment to create the unity at scale for report whole system change - individual incumbent state and corporate actors still cling too tightly to the old, destructive regime, - creating friction that keeps the actual rate of change below the required - Stop Reset Go, couched within the Deep Humanity praxis and operationalized through the Indyweb / Indranet individual / collective open learning system provides a multi-dimensional tool for a deep educational paradigm shift that can accelerate both individual and collective upregulation of system change

!- for : Deep Humanity - intriguing result with important implications on cultural evolution

Atari, M., Reimer, N. K., Graham, J., Hoover, J., Kennedy, B., Davani, A. M., Karimi-Malekabadi, F., Birjandi, S., & Dehghani, M. (2021). Pathogens Are Linked to Human Moral Systems Across Time and Space. PsyArXiv. https://doi.org/10.31234/osf.io/tnyh9

The Palette of Being is a very useful idea that is related to Cumulative Cultural Evolution (CCE) and autopoiesis. From CCE, humans are able to pass on new ideas from one generation to the next, made possible by the tool of inscribed language.

Peter Nonacs group at UCLA as well as Stuart West at Oxford research Major Evolutionary Transitions (MET) West elucidates that modern hominids integrate the remnants of four major stages of MET that have occurred over deep time. Amanda Robins, a researcher in Nonacs group posits the idea that our species of modern hominids are undergoing a Major Systems Transition (MST), due specifically to our development of inscribed language.

CCE emerges new technologies that shape our human environments in time frames far faster than biological evolutionary timeframes. New human experiences are created which have never been exposed to human brains before, which feedback to affect our biological evolution as well in the process of gene-culture coevolution (GCC), also known as Dual Inheritance theory. In this way, CCE and GCC are entangled. "Gene–culture coevolution is the application of niche-construction reasoning to the human species, recognizing that both genes and culture are subject to similar dynamics, and human society is a cultural construction that provides the environment for fitness-enhancing genetic changes in individuals. The resulting social system is a complex dynamic nonlinear system. " (https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3048999/)

This metaphor of experiences constituting different colors on a Palette of Being is a powerful one that can contextualize human experiences from a deep time framework. One could argue that language usage automatically forces us into an anthropomorphic lens, for sophisticated language usage at the level of humans appears to be unique amongst our species. Within that constraint, the Palette of Being still provides us with a less myopic, less immediate and arguably less anthropomorphic view of human experience. It is philosophically problematic, however, in the sense that we can speculate about nonhuman modalities of being but never truly experience them. Philosopher Thomas Nagel wrote his classic paper "What it's like to be a bat" to illustrate this problem of experiencing the other. (https://warwick.ac.uk/fac/cross_fac/iatl/study/ugmodules/humananimalstudies/lectures/32/nagel_bat.pdf)

We can also leverage the Palette of Being in education. Deep Humanity (DH) BEing Journeys are a new kind of experiential, participatory contemplative practice and teaching tool designed to deepen our appreciation of what it is to be human. The polycrisis of the Anthropocene, especially the self-induced climate crisis and the Covid-19 pandemic have precipitated the erosion of stable social norms and reference frames, inducing another crisis, a meaning crisis. In this context, a re-education of embodied philosophy is seen as urgent to make sense of a radically shifting human reality.

Different human experiences presented as different colors of the Palette of Being situate our crisis in a larger context. One important Deep Humanity BEing journey that can help contextualize and make sense of our experiences is language. Once upon a time, language did not exist. As it gradually emerged, this color came to be added to our Palette of Being, and shaped the normative experiences of humanity in profound ways. It is the case that such profound shifts, lost over deep time come to be taken for granted by modern conspecifics. When such particular colors of the Palette of Being are not situated in deep time, and crisis ensues, that loss of contextualizing and situatedness can be quite disruptive, de-centering, confusing and alienating.

Being aware of the colors in the Palette can help us shed light on the amazing aspects that culture has invisibly transmitted to us, helping us not take them for granted, and re-establish a sense of awe about our lives as human beings.

3 takeaways from the emergence of the ‘Delta Plus’ coronavirus variant. (2021, October 27). STAT. https://www.statnews.com/2021/10/27/3-takeaways-from-the-emergence-of-the-delta-plus-coronavirus-variant/

Luoto, Severi, Marjorie L. Prokosch, Marco Antonio Correa Varella, Indrikis Krams, and Corey L. Fincher. “Editorial: Coronavirus Disease (COVID-19) and Its Psychobehavioral Consequences.” Frontiers in Psychology 0 (2021). https://doi.org/10.3389/fpsyg.2021.723282.

Mathur, Rohini, Laura Bear, Kamlesh Khunti, and Rosalind M. Eggo. ‘Urgent Actions and Policies Needed to Address COVID-19 among UK Ethnic Minorities’. The Lancet 396, no. 10266 (12 December 2020): 1866–68. https://doi.org/10.1016/S0140-6736(20)32465-X.

Karlsson, L. C., Soveri, A., Lewandowsky, S., Karlsson, L., Karlsson, H., Nolvi, S., … Antfolk, J. (2021, March 4). The Behavioral Immune System and Vaccination Intentions During the Coronavirus Pandemic. https://doi.org/10.31234/osf.io/r8uaz

Zhou, B., Lu, X., & Holme, P. (2020). Universal evolution patterns of degree assortativity in social networks. Social Networks, 63, 47–55. https://doi.org/10.1016/j.socnet.2020.04.004