大多数人认为技术和商业趋势通常需要较长时间才能形成和消退，但作者认为'tokenmaxxxing'这种优化AI使用成本的方法在短短六个月内经历了从兴起、达到高峰到被嫌弃的完整周期。这一观点挑战了技术采用曲线的常规认知，显示了AI领域变化的极端速度。

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

The dramatic increase in economic specialization of humanity driven by the Industrial Revolution has many benefits to societies, but it also has detrimental effects when the core knowledge and shared base of the society is lost.

Certainly individuals have a greater reliance on specialists for future outcomes (think about the specialization of areas like climate science which can have destructive outcomes on all of humanity or public health outcomes with respect to vaccines and specialized health care delivery), but they also need to have a common base of knowledge/culture and the ability to think critically for themselves to be able to effect necessary changes, particularly when the pace of those changes is more rapid than humans have generally been evolved to accept them.