Why the company that moved computing off the mainframe fifty years ago is making the same structural move with AI, and what that predicts.
大多数人将苹果的AI战略视为孤立的商业决策，但作者将其与苹果历史上将计算从大型机转移到个人电脑的战略相提并论。这提供了一个反直觉的历史视角，暗示苹果可能正在引领AI从集中式云服务向分布式设备端的范式转变，挑战了当前AI行业向云端集中化的主流趋势。
memory-driven experience scaling represents a crucial new frontier for agent scaling
大多数人认为智能体扩展应该主要通过增加模型参数或计算资源来实现。但作者提出经验驱动的记忆扩展是智能体扩展的关键新前沿，这挑战了传统扩展范式，暗示未来的AI发展可能更关注如何有效利用经验而非仅仅是扩大规模。
Build a cognitive core, a model that contains only the algorithms for reasoning and problem-solving, stripped of encyclopedic memorization
Karpathy提出的认知核心概念挑战了当前AI模型的架构设计理念，暗示我们可能一直在错误的方向上投入资源。这一分离记忆与推理的思路，可能代表AI发展的范式转变。
The age of abundant AI is over, & it will remain so for years.
这一断言挑战了技术进步必然带来资源丰富化的传统观念。AI稀缺时代的到来可能迫使行业重新思考效率优化、模型小型化以及计算资源分配等根本问题，而非一味追求更大模型。
It's also worth noting that a lot of the things that would traditionally lock a company like Figma in stop working as well in an agent-first world.
作者挑战了传统SaaS护城河的概念，指出在AI代理主导的世界中，多人协作、插件生态系统等传统优势变得不再重要。这一洞见揭示了AI将如何重构软件竞争格局，使传统SaaS公司的护城河失效。
The filing cabinet keeps getting bigger. But a bigger filing cabinet is still a filing cabinet. The breakthrough is letting the model do after deployment what made it powerful during training: compress, abstract, and learn.
文章以'文件柜'的比喻生动地说明了当前AI系统的局限性。即使上下文窗口不断扩大，本质上仍然只是更大的文件柜。真正的突破是让模型在部署后继续执行训练时的核心能力：压缩、抽象和学习。这个观点挑战了当前AI发展的主流方向，提出了一个令人深思的问题：我们是否在追求错误的解决方案？
Think of multi-agent systems as the new assembly lines. Henry Ford's innovation upended entire industries last century. In theory, networks of AI agents could do to white-collar knowledge work what assembly lines did to manufacturing.
这是一个极具挑战性的非共识观点，将AI代理系统与工业革命时期的装配线相提并论，暗示AI将彻底改变白领工作的方式，这与当前人们对AI辅助工具的认知形成鲜明对比。这一论点挑战了人们对AI只是增强工具而非颠覆性技术的普遍认知。
Claude packages everything into a handoff bundle that you can pass to Claude Code with a single instruction.
这一描述暗示了AI系统之间无缝协作的可能性，挑战了传统软件开发中设计到实现阶段的转换壁垒。这种自动化工作流程代表了软件开发范式的潜在革命，值得深入了解其技术实现和实际限制。
Progress in the life sciences is constrained not only by the difficulty of the underlying science, but by the complexity of the research workflows themselves.
这一观点挑战了传统认知，指出科学进步的主要瓶颈可能不是科学本身的难度，而是研究流程的复杂性。这暗示了优化工作流程可能比增加科学知识更能推动进步。
Wan2.7-Video 发布：从视频生成器升级为导演工具套件
这一标题揭示了产品本质的转变——不仅是技术升级，更是定位的根本性转变。从单一的视频生成工具到全方位的导演工具套件，暗示着AI正在从'执行者'向'创造伙伴'进化，这代表了AI创作工具领域的一个重要范式转变。
The age of abundant AI is over, & it will remain so for years.
这一断言标志着对AI发展范式的根本性认知转变。从'无限计算'到'资源受限'的转变将迫使整个行业重新思考技术发展路径，可能加速对更高效算法、模型压缩和边缘计算的需求，同时也可能引发对计算资源分配和获取公平性的社会讨论。
Google is expanding Gemini with a new agent system that can take a single goal and execute it across apps like Gmail, Drive, Calendar, and the web, shifting from chat-based prompts to full task execution.
这一声明揭示了Google正在从简单的对话式AI转向真正的任务执行型智能体，标志着AI从聊天工具向工作助手的重大转变。这种多应用协同能力可能重塑用户与数字环境的交互方式，预示着AI助手将不再局限于单一应用内的功能。
模型能不能承担一部分原本属于机器运行本身的职责。
这是一个极具洞察力的观点，它挑战了我们对AI和计算机关系的传统理解。如果模型能够承担部分机器运行职责，将从根本上改变计算范式，使AI从使用计算机转变为成为计算机本身，这可能是计算领域的下一个重大转变。
MiniMax handed an internal version of M2.7 a programming scaffold and let it run unsupervised. Over 100 rounds it analyzed its own failures, modified its own code, ran evaluations, and decided what to keep and what to revert.
这是一个惊人的自进化系统，AI模型能够自主分析失败、修改代码并评估结果，实现了30%的性能提升而无需人工干预。这种自我迭代的模式代表了AI开发范式的重大转变，暗示未来AI可能能够自主优化和改进自身架构，减少对人类专家的依赖。
We document a clear trend where Chinese models overtook their counterparts built in the U.S.
这一发现挑战了美国在AI领域的主导地位叙事，暗示全球AI权力格局正在发生根本性转变。这种转变可能对技术标准制定、数据治理和国际AI合作产生深远影响。
AI capability is not plateauing. It is accelerating and reaching more people than ever.
这一声明挑战了AI发展可能趋于平缓的普遍预期，表明技术进步实际上正在加速。这种加速不仅体现在性能指标上，还体现在采用率的惊人增长上，暗示AI正处于指数级增长阶段，可能带来前所未有的社会变革。
Our choice is therefore no longer whether to build such weapons, but only whom to entrust with their responsible use in military affairs.
作者提出了一个惊人的观点：AI技术的扩散已成事实，关键问题不再是是否开发，而是谁应该控制。这反映了从预防到管理的范式转变，暗示技术发展的不可逆性已经超越了传统的伦理讨论框架。
The question : how much electricity can we turn into useful work?
这一反问揭示了AI时代的底层逻辑转换：算力/电力的消耗直接等同于生产力。过去的优化目标是“节能”，而现在和未来的核心命题是“转化率”——如何将廉价的电力通过AI模型转化为高价值的认知与执行工作。这是对能源-智力转换效率的极致追求。
Ideas are cheap - execution is hard -and- the world ahead is ripe with opportunity.
这是早期互联网开放共享文化的基石假设。当“执行”作为护城河存在时，分享想法的风险为零。AI的出现彻底颠覆了这一前提：执行的边际成本趋近于零，导致公开分享从一种安全的多赢策略变成了致命的生存风险。
the wiki is a persistent, compounding artifact.
“复利资产”这个概念极其精妙。它揭示了知识库不应只是静态的存储，而应是随着新信息输入不断交叉引用、修正矛盾、自我进化的活体。这种从“查询工具”到“有机生命体”的范式转换，是整个架构的灵魂。
If ChatGPT was the moment consumers discovered AI could talk, OpenClaw may be the moment they discovered AI could act.
精准概括了从对话式 AI 到代理式 AI 的范式跃迁。「说」与「做」之间存在巨大鸿沟：前者只需理解，后者需要执行力和可靠性。OpenClaw 从个人项目到 GitHub 第一，说明开发者对「真正能干活的 AI」有强烈渴求。2026 年可能是 AI 从「聪明聊天者」变为「可靠执行者」的关键转折年。
If agents can execute all your ideas nearly as fast as you can prompt them, there's no point in implementing only your best idea. It might be better to implement your top three ideas all in parallel, but this makes it harder to stay organized.
「想法即执行」重构了创新流程的根本逻辑：当前的研究范式是「先筛选最优方案再执行」，未来将变成「并行执行多个方案再筛选」。这是从「精益决策」到「并行探索」的范式迁移——类似于从串行计算到并行计算的架构革命。代价是「组织复杂度爆炸」：同时管理十几个并行项目的结果，可能比串行执行三个更难，不是因为工作更多，而是因为理解和整合更难。
Large language models (LLMs) sometimes appear to exhibit emotional reactions. We investigate why this is the case in Claude Sonnet 4.5 and explore implications for alignment-relevant behavior.
这篇论文的问题意识本身就极具洞察：大多数 AI 安全研究在追问「模型会不会说谎」，Anthropic 却在追问「模型为什么有情绪」。从「行为纠偏」转向「情绪机制」，意味着对齐研究的范式正在悄然转移——从控制外部输出，到理解内部动机结构，这是从行为主义到认知科学的跨越。
In the last year, we moved from manually editing files to working with agents that write most of our code.
令人惊讶的是：仅仅一年时间内，Cursor已经从手动编辑文件转变为让代理编写大部分代码，这展示了AI编程助手发展的惊人速度，暗示软件开发正在经历前所未有的范式转变。
for - book - Hierarchy in the Forest - The Evolution of Egaliterian Behavior - author - Christopher Boehm - from - youtube - The Anthropocene Paradigm Shift
Goliath’s Curse
for - book - Goliath's curse - author - Luke Kemp - SRG comment - a naughty social superorganism! - from - youtube - The Anthropocene Paradigm Shift - https://hyp.is/a1E9ZtQ4EfCEQs_6Hskbmw/www.youtube.com/watch?v=9ggpzwSI1qY
for - museum - science - display - planetary health - from - youtube - The Anthropocene Paradigm Shift - Nov 2025 - https://hyp.is/Ot-UntOhEfCX__eQaqeb2Q/www.youtube.com/watch?v=9ggpzwSI1qY
you're following the science and it's basically leading us out of a framework that was given to us a fundamental ontological epistemological framework given to us by the enlightenment
for - paradigm shift - outdated framework - Michael Levin
I think that's what we're on the cusp of right now. Now I think the anomalies have piled up too high. We're looking for a kind of systematicity
for - paradigm shift - anomalies reaching threshold - John Vervaeke
if we want to makesignificant, quantum change, we need to work on our basic paradigms.
i think this is why it's so important to heal our childhood wounds (how we see ourselves) because when we heal ourselves through this way, we heal the world
Kuhn shows how almost everysignificant breakthrough in the field of scientific endeavor is first a break with tradition,with old ways of thinking, with old paradigms.
The tendency to suppress or ignore the inconsistencies that challenge our worldviews is thus universal rather than partisan
for - adjacency - scientific paradigm shift - confirmation bias - universal behavior - liberal / conservative dynamics - progress
adjacency - scientific paradigm shift - confirmation bias - universal behavior - liberal / conservative dynamics - progress - It is a natural for humans to be both conservative and liberal - If we weren't liberal, there would be no progress - At the same time, we recognize the value of existing traditions - they worked and helped us to survive - Confirmation bias is conservative - why tamper with something that isn't broke? - Yet novelty is a behavior that even the staunchest conservative displays - It is nonsensible to think we have only one but not the other aspect, we have both
The Swiss philosopher and poet Jean Gebser provides broader terminol-ogy than Kuhn does, by describing what is happening in society as a shift inconsciousness. 20 Whereas a paradigm shift affects a particular field of study,
for - comparison - consciousness shift (Jean Gebser) vs Paradigm shift (Thomas Kuhn)
what we want in our bodies is a mind melt of cells that cells forget about their own little ego and start identifying with a larger Collective of the organ and the way cells do that is through bioelectricity it is what Michael Levan calls a cognitive glue
for - multi-scale competency architecture - groups of individuals coalesce into an individual at a higher level - SOURCE - Youtube - Bioelectric fields: A Paradigm Shift in Biology - Michael Levin - 2025, Jan
Despite this panoply of stories, we are in fact living in a time between stories, because the d
for - paradigm shift - we need a new story quote - a time between stories
quote - a time between stories - Despite this panoply of stories, we are in fact living in a time between stories, because - the dominant narrative remains the same: - progressing within the modern paradigm is the best way to create and maintain a good quality of life, and the only way societies can do this is through - Western-style industrial development, - corporate capitalism, and - representative democracy. - While many people recognise that this narrative needs to be replaced, - we haven’t yet found a new narrative that’s powerful enough to replace it.
for - paradigm shift - we need a new story
article details - title - Finding our place in the human story - author - Paddy Le Flufy - date - 14 July, 2024 - publication - substack - self link - https://paddyleflufy.substack.com/p/finding-our-place-in-the-human-story
generally 00:58:40 speaking the answer has been zero no response no attempt I wrote an article just two years ago outlining the 00:58:52 four Illusions as I call of the mod senses including the S of Dogma the vican barrier the self-replication of genomes and nobody's answered it there's something funny 00:59:05 going on
for - adjacency - scientific revolution in action - paradigm shift - ignored by scientific community - critique of gene centricity
adjacency - between - scientific revolution - paradigm shift - critique of gene centricity - ignored by scientific community - adjacency relationship - Ray and Denis Noble's work advocating for an alternative to gene centricity demonstrates scientific revolution in realtime. - They are at the stage of being ignored by the peers for scientifically invalid reasons. That's a good indicator of the early stages of a paradigm shift. - As they point out, this refusal to openly debate has realworld consequences. - The entire medical community is oriented towards the wrong direction, looking for medical interventions in gene therapies which aren't going to happen because the science does not allow it.
there is a neuron in a seans that responds to temperature and if you take a normal temperature worm 00:36:26 and you put it in high temperature
for - paradigm shift - evolutionary biology - epigenetic's critical role in inheritance - experimental proof - C. Elegan - Oded Rechavi
four 00:08:25 major common misunderstandings that have infected our understanding of what it is to be a living system
for - molecular biology - paradigm shift - living system - 4 common misunderstandings - book - Understanding Living Systems - 4 common misunderstandings
4 common misunderstandings of living systems - 1. The central dogma of molecular biology - one way causation - Genes (DNA) to - proteins to - organism - 2. The Weismann Barrier - 3. DNA as self-replicator - 4. Separation of Replicator (DNA) and Vehicle (Living cell) are completely separate
the old myths that we’ve inherited are no longer sufficient to give us meaning in our new changing world,
for - Joseph Campbell - outdated mythology - adjacency - Joseph campbell - myth - paradigm shift - gestalt switch - symbolosphere
adjacency - between - Joseph Campbell - myths - symbolosphere - gestalt switch - paradigm shift - adjacency statement - The grand myths that invisibly guide our collective, - and therefore individual - behavior remains invisible as long as there is no crisis sufficiently powerful to portend a paradigm shift - At that point, the existential crisis forces us to recognize the invisible narratives that have led to our demise - and forces us into take emergency measures to stabilize the situation - This transition period also makes us aware that we spend the majority of our lives inhabiting the space of the symbolosphere
hypernormalization
for - definition - hypernormalisation - definition - epic times - paradigm shift - eco-anxiety - Deep Humanity articulation - hypernormalization - epic times - Rapid whole system change - emptiness - epic times - gestalt switch - epic times - adjacency - hypernormalization - epic times - Deep Humanity - Alexi Yurchak - hypernormalization
definition - hypernormalization - the making normal of a state of affairs which is dysfunctional or absurd. - a term coined by the Russian scholar Alexi Yurchak
adjacency - between - hypernormalization - rapid whole system change - Deep Humanity - adjacency statement - Hypernormalization characterizes the poly-meta-perma-crisis of the anthropocene. - We can articulate the open source Deep Humanity praxis currently under development in the terminology of hypernormalization and epic times: - One way to understand the open source Deep Humanity praxis currently under development is that - Deep Humanity offers a framework to become aware of the Hypernormalization within modernity - Employing an epic times perspective can help provide the necessary GESTALT SWITCH ( a term introduced by Gyuri Lajos) that shifts the current growing eco-anxiety-laden affective landscape from - fear - hopelessness - inaction - confusion - to a broader context which can inspire awe, wonder and resilient meaning
someone from outside 00:11:06 the discipline within which they um provide some new paradigmatic understanding uh is looking at the old problems with fresh eyes
for - outsider advantage - fresh eyes - outsider advantage - autodidactic - Whitehead - philosophy - paradigm shift
It is possible, however, to be really struck by this option, to make a deeply felt shift from living in a material world to living in an experiential world.
paradigm shift - ontological - from material to experiential
for: paradigm shift - scientific ontology
comment
Ask a scientist what the world is made out of, and he or she may talk about atoms or molecules, or quantum mechanical wave functions, or possibly strings or vacuum fluctuations, depending on the level on which one want to focus. Diverse as those answers may be, they all have in common that they borrow elements from descriptions of building blocks of nature, as used already within contemporary physics. Now propose to a scientist that everything could be seen as `made out of experience', or at least, for starters, as `given in experience.'
for: what is the world made of, paradigm shift - scientific ontology
question
All major breakthroughs in science stem from a form of epoche.
for: epoche - examples - science, quote - epoche - paradigm shift
quote
example: epoche scientific paradigm shift
we now have a decade—if that—to achieve a dramatic redirection of thehuman course as a now globally interdependentspecies.
Human institutions are purely human creations. Theironly legitimate purpose is to serve the people on whomtheir existence ultimately depends. If institutions fail toserve us, then it is our right to eliminate or transformthem
von neumann was furious at him furious that he would waste precious machine time 00:04:20 doing the assembly that was clerical work that was supposed to be for people right and so we saw the same story happened just a little bit later when john backus and friends came up with us idea they called fortran this is so call high-level language where you could write out your formulas as if your writing mathmatical notation you could write out loops and this was shown to the assembly programmers and once again they just 00:04:46 they weren't interested they don't see any value in that they just didn't get it so um I want you to keep this in mind as I talk about the four big ideas that I'm going to talk about today that it's easy to think that technology technology is always getting better because Moore's law because computers are getting always more capable but ideas that require people to unlearn what they've learned and think in new ways there's often 00:05:10 enormous amount of resistance people over here they think they know what they're doing they think they know a programming is this programming that's not programming and so there's going to be a lot of resistance to adopting new ideas
Cumulative cultural learning seems to be stuck in its own recursive loop- the developers of the old paradigm become the old "guard", resistant to any change that will disrupt their change. Paradigm shifts are resisted tooth and nail.
The aim of OP NewNet is to build a new material security system for humans that is ecologically viable and just. The hyperthreat at present has humanity entangled in a type of enormous material security net on which it has become dependent for energy, shelter, transport, food and even water. Accordingly, OP NewNet aims to build a new ecologically viable form of material security and assist humanity unravel from the old net and transition onto the new net. A critical requirement is to hold humanity and creatures safely throughout the process, to ensure that the new net is in place before they are asked to jump, and to hold their hands firmly as they make the jump. This will require a type of leadership that accepts vulnerability and is able to provide strength and care to people while they are in this phase. The strong members of human society must step up. This will involve raising new workforce capabilities, to include transition teams and ecocoaches.
The Stop Reset Go WEALTH2WELLTH program and sister city programs between wealthier and adjacent poorer communities can be an instantiation of OP NewNet. As the latest IPCC report shows, the wealthy play an outsized role in contributing to the hyperthreat so have a greater burden of responsiblity to reduce their footprint. One way to do this is transferring their excessive wealth to less fortunate so that they can have a viable safety net
Combined with open access Deep Humanity education, worldviews and value systems can shift and financial wealth can be seen as a tool for system change in which their ROI is an even greater satisfaction in playing a critical role in the transition.
Here, in PLAN E, the concept of entangled security translates this idea into meaning that humanity itself can make a great sudden leap.
An Open Access Deep Humanity education program whose core principles are continuously improved through crowdsourcing, can teach the constructed nature of reality, especially using compelling BEing Journeys. This inner transformation can rapidly create the nonlinear paradigm, worldview and value shifts that Donella Meadows identified as the greatest leverage points in system change.
Uittenhove, K., Jeanneret, S., & Vergauwe, E. (2022). From lab-based to web-based behavioural research: Who you test is more important than how you test. PsyArXiv. https://doi.org/10.31234/osf.io/uy4kb
There are some additional interesting questions here, like: how do you get to the edge quickly? How do you do that across multiple fields? What do you do if the field seems misdirected, like much of psychology?
I think this is where literature mapping tools come in handy. With such a tool, you can see how the literature is connected and which papers are closer to the edge of understanding. Some tools on this point include Connected Papers, Inciteful, Scite, Litmaps, and Open Knowledge Maps.
I think this requires taking an X-disciplinary approach that teeters on multiple disciplines.
Good question. It is hard to re-orient a field unless you can find a good reason (e.g., a crisis) for a paradigm shift. I think Kuhn's writing on [The Structure of Scientific Revolutions(https://www.uky.edu/~eushe2/Pajares/Kuhn.html) may be relevant here.
What are the biggest barriers to action – for countries or communities or individuals – on climate change? And how do we get past those?It’s psychological distance and solution aversion. We don’t think it matters to us. We think it’s a problem distant in space or time or relevance. And we don’t think there’s anything viable or practical we can do at the scale required.
Deep Humanity, as an open praxis available to any human being to both use and contribute to is a leverage point that, by awakening us to our own sacredness as living and dying human interbeing, can shift our self-perspective from scarcity and poverty mentality, to hsving super powers that emerge from the lived experience of our own sacredness as living and dying human interbeings. The Stop Reset Go linkage between human inner transformation (HIT) and social outer transformation (SOT) are criticsl to recognizing our social transformative potential.
‘Trust the science’ is the mantra of the Covid crisis – but what about human fallibility? | Margaret Simons | The Guardian. (n.d.). Retrieved July 27, 2021, from https://www.theguardian.com/commentisfree/2021/jul/24/trust-the-science-is-the-mantra-of-the-covid-crisis-but-what-about-human-fallibility?CMP=Share_iOSApp_Other
However, especially when starting out, it’s very easy to fall into the “this is how I did things in my previous framework” trap.
This is the kind of shift in thinking that changes things permanently. Svelte is not just a new framework, but a complete paradigm shift.
Gruszczynski, L. (2020). The Covid-19 Pandemic and International Trade: Temporary Turbulences or Paradigm Shift? European Journal of Risk Regulation, 1-6. doi:10.1017/err.2020.29