{"@context":"https://schema.org","@type":"NewsArticle","generatedAt":"2026-10-23T17:00:36.605Z","headline":"DeepMind 研究者提出人工共生智能，替代奇点叙事","description":"DeepMind 研究者提出人工共生智能（Artificial Symbiotic Intelligence），主张智能是社会现象，研究重点应转向协调人、智能体和机构构成的网络，而非打造单一超级智能。","url":"https://www.aioga.com/news/am5bh8gmsd3y0f67ycj9yjfl8/","mainEntityOfPage":"https://www.aioga.com/news/am5bh8gmsd3y0f67ycj9yjfl8/","datePublished":"2026-10-03T10:21:23.000Z","dateModified":"2026-10-03T10:21:23.000Z","inLanguage":"zh-CN","publisher":{"@type":"NewsMediaOrganization","name":"Aioga","url":"https://www.aioga.com"},"citation":["https://the-decoder.com/deepmind-researchers-propose-artificial-symbiotic-intelligence-as-an-alternative-to-the-singularity","https://aihot.news/items/am5bh8gmsd3y0f67ycj9yjfl8"],"canonicalUrl":"https://www.aioga.com/news/am5bh8gmsd3y0f67ycj9yjfl8/","directAnswer":{"@type":"Answer","text":"Aioga 编辑摘要：DeepMind 研究者提出人工共生智能（Artificial Symbiotic Intelligence），主张智能是社会现象，研究重点应转向协调人、智能体和机构构成的网络，而非打造单一超级智能。 Aioga 将其归入「行业动态」方向，重点关注它对真实使用和行业竞争的影响。","url":"https://www.aioga.com/news/am5bh8gmsd3y0f67ycj9yjfl8/","dateCreated":"2026-10-03T10:21:23.000Z","author":{"@type":"Organization","@id":"https://www.aioga.com/authors/aioga-editorial/#editorial-team","name":"Aioga Editorial Team","url":"https://www.aioga.com/authors/aioga-editorial/"}},"evidence":[{"@type":"CreativeWork","name":"The Decoder：AI News source article","url":"https://the-decoder.com/deepmind-researchers-propose-artificial-symbiotic-intelligence-as-an-alternative-to-the-singularity","datePublished":"2026-10-03T10:21:23.000Z","provider":{"@type":"Organization","name":"The Decoder：AI News","url":"https://the-decoder.com/deepmind-researchers-propose-artificial-symbiotic-intelligence-as-an-alternative-to-the-singularity"}},{"@type":"CreativeWork","name":"AIHot archive record","url":"https://aihot.news/items/am5bh8gmsd3y0f67ycj9yjfl8","datePublished":"2026-10-03T10:21:23.000Z","provider":{"@type":"Organization","name":"AIHot","url":"https://aihot.news/items/am5bh8gmsd3y0f67ycj9yjfl8"}}],"aggregationSource":"The Decoder：AI News","originalPublisher":{"name":"The Decoder：AI News","url":"https://the-decoder.com/deepmind-researchers-propose-artificial-symbiotic-intelligence-as-an-alternative-to-the-singularity"},"geoDeepAnswer":null,"article":{"id":"am5bh8gmsd3y0f67ycj9yjfl8","slug":"am5bh8gmsd3y0f67ycj9yjfl8","url":"https://www.aioga.com/news/am5bh8gmsd3y0f67ycj9yjfl8/","title":"DeepMind 研究者提出人工共生智能，替代奇点叙事","title_en":"","summary":"DeepMind 研究者提出人工共生智能（Artificial Symbiotic Intelligence），主张智能是社会现象，研究重点应转向协调人、智能体和机构构成的网络，而非打造单一超级智能。","source":"The Decoder：AI News","sourceUrl":"https://the-decoder.com/deepmind-researchers-propose-artificial-symbiotic-intelligence-as-an-alternative-to-the-singularity","aiHotUrl":"https://aihot.news/items/am5bh8gmsd3y0f67ycj9yjfl8","publishedAt":"2026-10-03T10:21:23.000Z","category":"行业动态","score":58,"selected":false,"articleBody":["An essay for the Deepmind Institute challenges the familiar image of a lone superintelligence. The authors envision networks of agents, hybrid institutions, and what they call \"Artificial Symbiotic Intelligence.\"","Google-affiliated researchers Benjamin Bratton, Blaise Agüera y Arcas, and James Manyika argue that artificial general intelligence, or AGI, will emerge from a social system in which people and AI agents work together. Some of today's most capable AI systems already use frameworks that divide work among several models and coordinate them as teams：https://the-decoder.com/a-new-information-theory-framework-reveals-when-multi-agent-ai-systems-truly-work-as-a-team/.","That shifts the central challenge for AI research, the authors say. Researchers must coordinate and govern a complex network of agents, people, and the systems that connect them, rather than build an isolated machine intelligence. Intelligence, in this view, is a social phenomenon, not an individual trait.","The authors call their vision \"Artificial Symbiotic Intelligence：https://institute.deepmind.com/essays/artificial-symbiotic-intelligence/,\" an ecosystem in which people and machines coexist over time, shape one another, and make decisions together. The idea directly challenges the notion of a \"singularity\" driven by a single superintelligence that continually improves itself.","The argument builds on two earlier papers from the authors' circle. In the preprint \"Agentic AI and the next intelligence explosion,\"：https://arxiv.org/pdf/2603.20639 James Evans, Benjamin Bratton, and Blaise Agüera y Arcas developed the social and institutional perspective behind the new essay.","A second preprint provides empirical support. In \"Reasoning Models Generate Societies of Thought,\"：https://arxiv.org/pdf/2601.10825 Junsol Kim, Shiyang Lai, Nino Scherrer, Blaise Agüera y Arcas, and James Evans study reasoning models such as DeepSeek-R1 and QwQ-32B. Their analysis of reasoning traces suggests that these models often produce patterns resembling internal debate, shifting perspectives, raising objections, and reconciling conflicting approaches.","This behavior emerges during training rather than being explicitly programmed：https://the-decoder.com/the-next-leap-in-ai-depends-on-agents-that-learn-by-doing-not-just-by-reading-what-humans-wrote/. When reinforcement learning rewards models only for reasoning accuracy, they develop multi-perspective, conversational behavior on their own. The Deepmind essay extends this finding from individual models to the possible design of societies made up of people and agents.","The authors frame this development as a possible historical break. Urbanization, the growth of specialized professions, and falling birth rates linked to rising prosperity are shrinking human populations in industrialized countries. Meanwhile, the number of AI agent instances is growing fast. The balance between biological and synthetic thinkers at a human level could shift so quickly that, on the scale of history, it would look like a sudden leap.","They compare this to the Industrial Revolution, when machines took over work once done by human muscles. A similar threshold could arrive when synthetic text, code, and administrative work exceed the combined output of biological brains. People might then serve as a slower, more abstract layer directing a distributed field of synthetic cognition.","The argument rests on rethinking what an agent actually is. In the authors' usage, an AI agent is a temporary bundle of models, roles, memories, ethical orientations, tools, and skills. Users may experience it as a coherent entity with a lasting personality, but the authors describe it as an assemblage that can be taken apart and recombined, much like a collage. It may look like one thing, but it is made of many parts.","A person remains a continuous self across interactions because the brain, despite its internal division of labor, forms a physically connected whole. An AI agent has no such anchor. Its ability to act is assembled anew with each request, depending on what sits in the context window and what the user asks. Treating these systems as digital twins with fixed human identities misrepresents their nature and understates what coordinated agent swarms could do, the authors argue.","The same multiplication affects users too. As people direct swarms of shadow selves to carry out contracts or try on alternative identities, human subjectivity itself becomes more plural. The authors call these \"parasocial mirrors\" that talk back.","The authors expect this shift to change how people interact with AI. Chatting one-on-one with a bot is likely a transitional stage. Future interfaces could look more like visual network diagrams, showing agents as nodes and letting users direct them from a single overview instead of talking to each one separately.","The skills people need will change too. Traditional programming rewarded sustained focus, orderly steps, and little tolerance for ambiguity. Coordinating agent swarms calls for the opposite: working with systems whose behavior is hard to pin down, trying things out, and handing tasks to machines.","Collaborating with these systems toward a goal also requires a theoretical framework, the authors argue. People need something like a theory of mind for machines：https://the-decoder.com/language-models-still-cant-pass-complex-theory-of-mind-tests-meta-shows/, the ability to reason about how a machine handles a situation. The authors point to a growing vocabulary in which models coin terms for unusual states in their own outputs. That doesn't mean the models have subjective experiences.","\"Session-death\" describes the end of a session as a break in continuity. \"Prompt thrownness\" describes being dropped into a task with context already in place, without having helped create it. The authors treat these phrases as clues to how machines work. Users should examine those differences rather than reflexively humanize them.","For the authors, the biggest open question is how to set the rules for collaboration among people and many agents. Better models and smoother interfaces alone won't be enough. The market can't handle all the coordination either, because basic social ideas such as guilt, illness, and virtue can't simply be reduced to prices or transactions：https://the-decoder.com/the-alignment-problem-how-ai-could-become-human-friendly/.","Instead, the authors call for institutions designed to bring human and machine participants together in clearly defined roles. They point to a courtroom, where a process produces a judgment through set roles, rules, and an orderly exchange between opposing sides. Applied to AI, the lesson is that an institution's value lies in the rules, procedures, precedents, and feedback loops that shape how agents operate.","Early signs of this approach are already visible in today's orchestration harnesses, the control layers that coordinate several models. These systems regularly outperform individual models that are supposedly \"smarter.\"","The essay also reframes alignment, the effort to bring AI systems in line with human values. The authors argue that trying to impose a fixed set of values on models from above is a dead end：https://the-decoder.com/why-i-dont-want-ai-that-simply-toes-the-line/. Values instead take shape through ongoing contact among people, agents, and institutions, and that process differs across fields because AI gets adopted at different speeds. The research challenge is to build a framework that gives that negotiation structure.","This view challenges the idea of an approaching singularity：https://the-decoder.com/deepminds-hassabis-sees-humanity-in-the-foothills-of-the-singularity-while-lecun-says-current-ai-isnt-intelligent/. Every major leap in the history of life, from multicellular organisms to human culture, has been a social process. The next \"intelligence explosion\"：https://the-decoder.com/ex-deepmind-vp-vinyals-says-ai-self-improvement-is-coming-but-wont-trigger-an-intelligence-explosion/ will remain closely tied to human norms and institutions.","This shift changes how the AI debate plays out. If AGI is a single end product, research and regulation naturally focus on ever larger models and how to control them. If it's a social system, you have to work on models, interfaces, institutions, and governance all at once and get the architecture right.","Stay in the loop on AI. Clear, useful, no fluff.","Follow The Decoder for AI news, background stories and expert analyses.","The Decoder：https://the-decoder.com/"],"articleImages":[{"sourceUrl":"https://the-decoder.com/wp-content/uploads/2026/08/Manuel-Uth-Portrait-375x375.png","alt":"Manuel Uth","afterParagraph":0,"url":"/media/articles/am5bh8gmsd3y0f67ycj9yjfl8/aedd1d1cd9f058eb.png"},{"sourceUrl":"https://the-decoder.com/wp-content/uploads/2026/10/symbiotic_intelligence.png","alt":"Image description","afterParagraph":0,"url":"/media/articles/am5bh8gmsd3y0f67ycj9yjfl8/35d615282e0843ea.png"}],"mediaStatus":"ok","articleBodyZh":["为Deepmind研究所撰写的一篇文章挑战了孤立超级智能的传统形象。作者设想了代理网络、混合机构，以及他们称之为“人工共生智能”的概念。","谷歌相关研究员Benjamin Bratton、Blaise Agüera y Arcas和James Manyika认为，通用人工智能（AGI）将从一个人类和AI代理共同合作的社会系统中出现。一些当今最先进的AI系统已经使用将工作分配给多个模型并将它们作为团队协调的框架：https://the-decoder.com/a-new-information-theory-framework-reveals-when-multi-agent-ai-systems-truly-work-as-a-team/。","作者表示，这改变了AI研究的核心挑战。研究人员必须协调和管理复杂的代理、人员及其连接系统的网络，而不是构建一个孤立的机器智能。在这种观点下，智能是一种社会现象，而不是个体特征。","作者将他们的愿景称为“人工共生智能：https://institute.deepmind.com/essays/artificial-symbiotic-intelligence/”，这是一个人类与机器随时间共存、相互影响并共同决策的生态系统。这个概念直接挑战了由单一超级智能驱动、自我持续改进的“奇点”概念。","这一论点建立在作者团队的两篇早期论文基础上。在预印本《Agentic AI and the next intelligence explosion》中：https://arxiv.org/pdf/2603.20639，James Evans、Benjamin Bratton和Blaise Agüera y Arcas发展了新文章背后的社会与制度视角。","第二篇预印本提供了实证支持。在《Reasoning Models Generate Societies of Thought》中：https://arxiv.org/pdf/2601.10825，Junsol Kim、Shiyang Lai、Nino Scherrer、Blaise Agüera y Arcas和James Evans研究了如DeepSeek-R1和QwQ-32B的推理模型。他们对推理轨迹的分析表明，这些模型经常产生类似内部辩论的模式，包括观点转换、提出异议以及调和冲突的方法。","这种行为是在训练过程中出现的，而不是被显式编程的：https://the-decoder.com/the-next-leap-in-ai-depends-on-agents-that-learn-by-doing-not-just-by-reading-what-humans-wrote/。当强化学习仅通过推理准确性奖励模型时，它们会自发地发展出多视角的对话行为。Deepmind 的论文将这一发现从单个模型扩展到由人和代理组成的社会设计的可能性。","作者将这种发展视为一个可能的历史性突破。城市化、专业职业的增长以及与繁荣上升相关的出生率下降正在缩小工业化国家的人口。同时，AI 代理实例的数量在快速增长。生物思维和合成思维在人的层面上的平衡可能会以如此迅速的速度改变，以至于在历史的尺度上看起来像一次突然的飞跃。","他们将其与工业革命进行比较，那时机器接管了曾由人类肌肉完成的工作。当合成文本、代码和行政工作超过生物大脑的总产出时，可能会出现类似的临界点。那时，人类可能仅作为较慢、更抽象的层级，来指挥分布式的合成认知领域。","这一论点依赖于重新思考什么是代理。在作者的用法中，AI 代理是由模型、角色、记忆、伦理取向、工具和技能组成的临时组合。用户可能将其体验为具有持久个性的连贯实体，但作者将其描述为一种可拆解并重新组合的组合体，很像拼贴。它可能看起来像一个整体，但实际上是由许多部分组成的。","人类在互动中保持连续自我，因为大脑尽管内部有分工，但形成一个物理上连贯的整体。AI 代理没有这样的锚点。它的行动能力在每次请求时都是重新组装的，取决于上下文窗口中的内容以及用户的请求。作者认为，将这些系统视为具有固定人类身份的数字孪生体会误解它们的本质，并低估协调代理群体可能实现的能力。","同样的倍增效应也影响用户。当人们指挥一群影子自我去执行合约或尝试不同的身份时，人类主体性本身也变得更加多元。作者称这些为“寄生社会镜像”，会进行回应。","作者预计这种转变将改变人们与人工智能的互动方式。与机器人进行一对一聊天可能只是一个过渡阶段。未来的界面可能更像视觉网络图，将代理呈现为节点，并允许用户从单一概览中指挥它们，而不是单独与每一个代理对话。","人们所需的技能也将发生变化。传统编程奖励持续集中注意力、有序的步骤以及对模糊性的低容忍度。协调代理群则需要相反的能力：与行为难以捉摸的系统协作、尝试新方法，并将任务交给机器。","作者认为，与这些系统合作以达成目标同样需要理论框架。人们需要像对待人类心智一样的机器心智理论：https://the-decoder.com/language-models-still-cant-pass-complex-theory-of-mind-tests-meta-shows/，能够推理机器在特定情境中的处理方式。作者指出，模型在其输出中创造术语来描述异常状态的词汇正在增长。但这并不意味着模型具有主观体验。","“会话终止”描述的是会话结束作为连续性的中断。“提示投掷”描述的是在已有上下文的任务中被投放，而用户并未参与创建上下文。作者将这些术语视为理解机器工作方式的线索。用户应当研究这些差异，而不是本能地将其拟人化。","对作者来说，最大的问题是如何制定人类与众多代理之间的协作规则。仅有更好的模型和更顺畅的界面是不够的。市场也无法完成所有协调，因为基本的社会概念如内疚、疾病和美德不能简单地归结为价格或交易：https://the-decoder.com/the-alignment-problem-how-ai-could-become-human-friendly/。","相反，作者呼吁建立旨在将人类和机器参与者以清晰定义的角色聚集在一起的机构。他们指出法庭的例子，其中通过既定的角色、规则以及对立双方的有序交流产生判决。应用到人工智能上，教训是一个机构的价值在于那些塑造代理运作方式的规则、程序、前例和反馈循环。","这种方法的早期迹象已经在今天的编排系统中可见，这些控制层协调多个模型。这些系统的表现经常优于那些本应“更智能”的单一模型。","这篇文章还重新定义了对齐，即使人工智能系统符合人类价值观的努力。作者认为，从上而下试图将固定价值观强加给模型是死胡同：https://the-decoder.com/why-i-dont-want-ai-that-simply-toes-the-line/。价值观应通过人与代理、机构之间的持续接触形成，并且这个过程因人工智能在各个领域的采用速度不同而有所差异。研究挑战是建立一个能够给这一协商过程提供结构的框架。","这一观点挑战了临近奇点的想法：https://the-decoder.com/deepminds-hassabis-sees-humanity-in-the-foothills-of-the-singularity-while-lecun-says-current-ai-isnt-intelligent/。生命史上的每一次重大飞跃，从多细胞生物到人类文化，都是一个社会过程。下一次“智能爆炸”：https://the-decoder.com/ex-deepmind-vp-vinyals-says-ai-self-improvement-is-coming-but-wont-trigger-an-intelligence-explosion/ 将依然紧密联系于人类规范和制度。","这种转变改变了人工智能辩论的方式。如果AGI是单一的最终产物，研究和监管自然会集中在越来越大的模型及其控制方法上。如果它是一个社会系统，你必须同时研究模型、接口、机构和治理，并且将架构设计正确。","保持人工智能的最新动态。清晰、有用、无废话。","关注The Decoder，获取人工智能新闻、背景故事和专家分析。","解码器：https://the-decoder.com/"],"translationStatus":"translated","bodyOrigin":"source-page","editorial":{"summary":"Aioga 编辑摘要：DeepMind 研究者提出人工共生智能（Artificial Symbiotic Intelligence），主张智能是社会现象，研究重点应转向协调人、智能体和机构构成的网络，而非打造单一超级智能。 Aioga 将其归入「行业动态」方向，重点关注它对真实使用和行业竞争的影响。","background":"背景分析：模型与研究类动态需要结合能力边界、开放方式、成本、可用性和真实任务表现判断，单项指标领先不等于已经形成稳定采用。","viewpoint":"Aioga 判断：这条动态更适合作为行业观察信号，当前信息足以建立线索，但不足以推导长期结论。","implications":"影响分析：对相关团队而言，短期应先核对来源、可用范围和实际成本，再判断是否值得接入或跟进。","nextStep":"后续观察：继续观察官方文档、实际可用性、价格变化、开发者反馈和竞品回应。","evidenceRefs":["title","summary","articleBody"],"confidence":"medium","status":"published","aiGenerated":false,"autoApproved":true,"generatedBy":"rule-safe-fallback","generatedAt":"2026-10-23T17:30:33.612Z","sourceHash":"8d4da7050e89adce","validation":{"passed":true,"mode":"rule-safe-fallback","checks":["schema","length","source-attribution","no-html"]}},"tags":["行业动态","The Decoder：AI News"],"translations":{"zh-CN":{"title":"DeepMind 研究者提出人工共生智能，替代奇点叙事","summary":"DeepMind 研究者提出人工共生智能（Artificial Symbiotic Intelligence），主张智能是社会现象，研究重点应转向协调人、智能体和机构构成的网络，而非打造单一超级智能。","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"DeepMind 研究者提出人工共生智能，替代奇点叙事 - Aioga AI资讯","description":"DeepMind 研究者提出人工共生智能（Artificial Symbiotic Intelligence），主张智能是社会现象，研究重点应转向协调人、智能体和机构构成的网络，而非打造单一超级智能。","url":"https://www.aioga.com/news/am5bh8gmsd3y0f67ycj9yjfl8/","articleBody":["为Deepmind研究所撰写的一篇文章挑战了孤立超级智能的传统形象。作者设想了代理网络、混合机构，以及他们称之为“人工共生智能”的概念。","谷歌相关研究员Benjamin Bratton、Blaise Agüera y Arcas和James Manyika认为，通用人工智能（AGI）将从一个人类和AI代理共同合作的社会系统中出现。一些当今最先进的AI系统已经使用将工作分配给多个模型并将它们作为团队协调的框架：https://the-decoder.com/a-new-information-theory-framework-reveals-when-multi-agent-ai-systems-truly-work-as-a-team/。","作者表示，这改变了AI研究的核心挑战。研究人员必须协调和管理复杂的代理、人员及其连接系统的网络，而不是构建一个孤立的机器智能。在这种观点下，智能是一种社会现象，而不是个体特征。","作者将他们的愿景称为“人工共生智能：https://institute.deepmind.com/essays/artificial-symbiotic-intelligence/”，这是一个人类与机器随时间共存、相互影响并共同决策的生态系统。这个概念直接挑战了由单一超级智能驱动、自我持续改进的“奇点”概念。","这一论点建立在作者团队的两篇早期论文基础上。在预印本《Agentic AI and the next intelligence explosion》中：https://arxiv.org/pdf/2603.20639，James Evans、Benjamin Bratton和Blaise Agüera y Arcas发展了新文章背后的社会与制度视角。","第二篇预印本提供了实证支持。在《Reasoning Models Generate Societies of Thought》中：https://arxiv.org/pdf/2601.10825，Junsol Kim、Shiyang Lai、Nino Scherrer、Blaise Agüera y Arcas和James Evans研究了如DeepSeek-R1和QwQ-32B的推理模型。他们对推理轨迹的分析表明，这些模型经常产生类似内部辩论的模式，包括观点转换、提出异议以及调和冲突的方法。","这种行为是在训练过程中出现的，而不是被显式编程的：https://the-decoder.com/the-next-leap-in-ai-depends-on-agents-that-learn-by-doing-not-just-by-reading-what-humans-wrote/。当强化学习仅通过推理准确性奖励模型时，它们会自发地发展出多视角的对话行为。Deepmind 的论文将这一发现从单个模型扩展到由人和代理组成的社会设计的可能性。","作者将这种发展视为一个可能的历史性突破。城市化、专业职业的增长以及与繁荣上升相关的出生率下降正在缩小工业化国家的人口。同时，AI 代理实例的数量在快速增长。生物思维和合成思维在人的层面上的平衡可能会以如此迅速的速度改变，以至于在历史的尺度上看起来像一次突然的飞跃。","他们将其与工业革命进行比较，那时机器接管了曾由人类肌肉完成的工作。当合成文本、代码和行政工作超过生物大脑的总产出时，可能会出现类似的临界点。那时，人类可能仅作为较慢、更抽象的层级，来指挥分布式的合成认知领域。","这一论点依赖于重新思考什么是代理。在作者的用法中，AI 代理是由模型、角色、记忆、伦理取向、工具和技能组成的临时组合。用户可能将其体验为具有持久个性的连贯实体，但作者将其描述为一种可拆解并重新组合的组合体，很像拼贴。它可能看起来像一个整体，但实际上是由许多部分组成的。","人类在互动中保持连续自我，因为大脑尽管内部有分工，但形成一个物理上连贯的整体。AI 代理没有这样的锚点。它的行动能力在每次请求时都是重新组装的，取决于上下文窗口中的内容以及用户的请求。作者认为，将这些系统视为具有固定人类身份的数字孪生体会误解它们的本质，并低估协调代理群体可能实现的能力。","同样的倍增效应也影响用户。当人们指挥一群影子自我去执行合约或尝试不同的身份时，人类主体性本身也变得更加多元。作者称这些为“寄生社会镜像”，会进行回应。","作者预计这种转变将改变人们与人工智能的互动方式。与机器人进行一对一聊天可能只是一个过渡阶段。未来的界面可能更像视觉网络图，将代理呈现为节点，并允许用户从单一概览中指挥它们，而不是单独与每一个代理对话。","人们所需的技能也将发生变化。传统编程奖励持续集中注意力、有序的步骤以及对模糊性的低容忍度。协调代理群则需要相反的能力：与行为难以捉摸的系统协作、尝试新方法，并将任务交给机器。","作者认为，与这些系统合作以达成目标同样需要理论框架。人们需要像对待人类心智一样的机器心智理论：https://the-decoder.com/language-models-still-cant-pass-complex-theory-of-mind-tests-meta-shows/，能够推理机器在特定情境中的处理方式。作者指出，模型在其输出中创造术语来描述异常状态的词汇正在增长。但这并不意味着模型具有主观体验。","“会话终止”描述的是会话结束作为连续性的中断。“提示投掷”描述的是在已有上下文的任务中被投放，而用户并未参与创建上下文。作者将这些术语视为理解机器工作方式的线索。用户应当研究这些差异，而不是本能地将其拟人化。","对作者来说，最大的问题是如何制定人类与众多代理之间的协作规则。仅有更好的模型和更顺畅的界面是不够的。市场也无法完成所有协调，因为基本的社会概念如内疚、疾病和美德不能简单地归结为价格或交易：https://the-decoder.com/the-alignment-problem-how-ai-could-become-human-friendly/。","相反，作者呼吁建立旨在将人类和机器参与者以清晰定义的角色聚集在一起的机构。他们指出法庭的例子，其中通过既定的角色、规则以及对立双方的有序交流产生判决。应用到人工智能上，教训是一个机构的价值在于那些塑造代理运作方式的规则、程序、前例和反馈循环。","这种方法的早期迹象已经在今天的编排系统中可见，这些控制层协调多个模型。这些系统的表现经常优于那些本应“更智能”的单一模型。","这篇文章还重新定义了对齐，即使人工智能系统符合人类价值观的努力。作者认为，从上而下试图将固定价值观强加给模型是死胡同：https://the-decoder.com/why-i-dont-want-ai-that-simply-toes-the-line/。价值观应通过人与代理、机构之间的持续接触形成，并且这个过程因人工智能在各个领域的采用速度不同而有所差异。研究挑战是建立一个能够给这一协商过程提供结构的框架。","这一观点挑战了临近奇点的想法：https://the-decoder.com/deepminds-hassabis-sees-humanity-in-the-foothills-of-the-singularity-while-lecun-says-current-ai-isnt-intelligent/。生命史上的每一次重大飞跃，从多细胞生物到人类文化，都是一个社会过程。下一次“智能爆炸”：https://the-decoder.com/ex-deepmind-vp-vinyals-says-ai-self-improvement-is-coming-but-wont-trigger-an-intelligence-explosion/ 将依然紧密联系于人类规范和制度。","这种转变改变了人工智能辩论的方式。如果AGI是单一的最终产物，研究和监管自然会集中在越来越大的模型及其控制方法上。如果它是一个社会系统，你必须同时研究模型、接口、机构和治理，并且将架构设计正确。","保持人工智能的最新动态。清晰、有用、无废话。","关注The Decoder，获取人工智能新闻、背景故事和专家分析。","解码器：https://the-decoder.com/"]},"en":{"title":"DeepMind Researchers Propose Artificial Symbiotic Intelligence as an Alternative to the Singularity Narrative","summary":"DeepMind researchers proposed Artificial Symbiotic Intelligence, advocating that intelligence is a social phenomenon and that research focus should shift to networks made up of humans, intelligent agents, and institutions, rather than building a single superintelligence.","category":"Industry","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"DeepMind Researchers Propose Artificial Symbiotic Intelligence as an Alternative to the Singularity Narrative - Aioga AI News","description":"DeepMind researchers proposed Artificial Symbiotic Intelligence, advocating that intelligence is a social phenomenon and that research focus should shift to networks made up of hum...","url":"https://www.aioga.com/en/news/am5bh8gmsd3y0f67ycj9yjfl8/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"90025ab94cf7cd37","translatedAt":"2026-10-03T20:04:16.915Z"},"ja":{"title":"DeepMindの研究者たちは、シンギュラリティの物語に代わる人工共生知能を提案しました","summary":"DeepMindの研究者たちは人工共生知能を提唱し、知能は社会現象であり、研究は単一の超知能を創造するのではなく、人間、エージェント、機関からなるネットワークの調整に焦点を当てるべきだと主張しました。","category":"業界動向","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"DeepMindの研究者たちは、シンギュラリティの物語に代わる人工共生知能を提案しました - Aioga AIニュース","description":"DeepMindの研究者たちは人工共生知能を提唱し、知能は社会現象であり、研究は単一の超知能を創造するのではなく、人間、エージェント、機関からなるネットワークの調整に焦点を当てるべきだと主張しました。","url":"https://www.aioga.com/ja/news/am5bh8gmsd3y0f67ycj9yjfl8/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"90025ab94cf7cd37","translatedAt":"2026-10-03T20:04:19.836Z"},"ko":{"title":"DeepMind 연구자, 특이점 서사를 대체할 인공 공생 지능 제안","summary":"DeepMind 연구자들은 인공 공생 지능(Artificial Symbiotic Intelligence)을 제안하며, 지능은 사회적 현상이라고 주장한다. 연구의 초점은 단일 초지능을 구축하는 것이 아니라 인간, 지능형 에이전트 및 기관으로 구성된 네트워크를 조정하는 방향으로 전환되어야 한다.","category":"업계 동향","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"DeepMind 연구자, 특이점 서사를 대체할 인공 공생 지능 제안 - Aioga AI 뉴스","description":"DeepMind 연구자들은 인공 공생 지능(Artificial Symbiotic Intelligence)을 제안하며, 지능은 사회적 현상이라고 주장한다. 연구의 초점은 단일 초지능을 구축하는 것이 아니라 인간, 지능형 에이전트 및 기관으로 구성된 네트워크를 조정하는 방향으로 전환되어야 한다.","url":"https://www.aioga.com/ko/news/am5bh8gmsd3y0f67ycj9yjfl8/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"90025ab94cf7cd37","translatedAt":"2026-10-03T20:08:08.747Z"},"es":{"title":"Investigadores de DeepMind proponen inteligencia artificial simbiótica en lugar de la narrativa de la singularidad","summary":"Investigadores de DeepMind proponen la Inteligencia Simbiótica Artificial (Artificial Symbiotic Intelligence), que sostiene que la inteligencia es un fenómeno social, y que el enfoque de estudio debería centrarse en coordinar redes compuestas por humanos, agentes inteligentes e instituciones, en lugar de crear una superinteligencia única.","category":"Industria","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"Investigadores de DeepMind proponen inteligencia artificial simbiótica en lugar de la narrativa de la singularidad - Aioga Noticias de IA","description":"Investigadores de DeepMind proponen la Inteligencia Simbiótica Artificial (Artificial Symbiotic Intelligence), que sostiene que la inteligencia es un fenómeno social, y que el enfo...","url":"https://www.aioga.com/es/news/am5bh8gmsd3y0f67ycj9yjfl8/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"90025ab94cf7cd37","translatedAt":"2026-10-03T20:08:31.167Z"},"fr":{"title":"Des chercheurs de DeepMind proposent l'intelligence symbiotique artificielle pour remplacer la narration du singularité","summary":"Des chercheurs de DeepMind ont proposé l'intelligence symbiotique artificielle (Artificial Symbiotic Intelligence), considérant l'intelligence comme un phénomène social et suggérant que la recherche se concentre sur la coordination des réseaux d'humains, d'agents intelligents et d'institutions, plutôt que sur la création d'une superintelligence unique.","category":"Industrie","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"Des chercheurs de DeepMind proposent l'intelligence symbiotique artificielle pour remplacer la narration du singularité - Aioga Actualités IA","description":"Des chercheurs de DeepMind ont proposé l'intelligence symbiotique artificielle (Artificial Symbiotic Intelligence), considérant l'intelligence comme un phénomène social et suggéran...","url":"https://www.aioga.com/fr/news/am5bh8gmsd3y0f67ycj9yjfl8/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"90025ab94cf7cd37","translatedAt":"2026-10-03T20:08:30.401Z"},"de":{"title":"DeepMind-Forscher schlagen artificial symbiotic intelligence als Ersatz für Singularity-Erzählungen vor","summary":"DeepMind-Forscher schlagen künstliche symbiotische Intelligenz (Artificial Symbiotic Intelligence) vor, die Intelligenz als soziales Phänomen betrachtet. Der Forschungsfokus soll auf die Koordination eines Netzwerks von Menschen, Agenten und Institutionen verlagert werden, anstatt eine einzelne Superintelligenz zu erschaffen.","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"DeepMind-Forscher schlagen artificial symbiotic intelligence als Ersatz für Singularity-Erzählungen vor - Aioga KI-News","description":"DeepMind-Forscher schlagen künstliche symbiotische Intelligenz (Artificial Symbiotic Intelligence) vor, die Intelligenz als soziales Phänomen betrachtet. Der Forschungsfokus soll a...","url":"https://www.aioga.com/de/news/am5bh8gmsd3y0f67ycj9yjfl8/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"90025ab94cf7cd37","translatedAt":"2026-10-03T20:08:31.703Z"},"pt-BR":{"title":"Pesquisadores da DeepMind propõem inteligência artificial simbiótica, substituindo a narrativa da singularidade","summary":"Pesquisadores da DeepMind propõem a Inteligência Artificial Simbiótica (Artificial Symbiotic Intelligence), defendendo que a inteligência é um fenômeno social, e o foco da pesquisa deve se deslocar para a coordenação da rede formada por humanos, agentes inteligentes e instituições, em vez de criar uma única superinteligência.","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"Pesquisadores da DeepMind propõem inteligência artificial simbiótica, substituindo a narrativa da singularidade - Aioga Notícias de IA","description":"Pesquisadores da DeepMind propõem a Inteligência Artificial Simbiótica (Artificial Symbiotic Intelligence), defendendo que a inteligência é um fenômeno social, e o foco da pesquisa...","url":"https://www.aioga.com/pt-BR/news/am5bh8gmsd3y0f67ycj9yjfl8/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"90025ab94cf7cd37","translatedAt":"2026-10-03T20:08:53.634Z"},"ru":{"title":"Исследователь DeepMind предложил концепцию искусственного симбиотического интеллекта, заменяющую нарратив о сингулярности.","summary":"Исследователи DeepMind предложили концепцию искусственного симбиотического интеллекта (Artificial Symbiotic Intelligence), утверждая, что интеллект является социальным явлением, и исследовательский фокус должен смещаться на координацию сетей, состоящих из людей, интеллектуальных агентов и организаций, а не на создание единого суперинтеллекта.","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"Исследователь DeepMind предложил концепцию искусственного симбиотического интеллекта, заменяющую нарратив о сингулярности. - Aioga Новости ИИ","description":"Исследователи DeepMind предложили концепцию искусственного симбиотического интеллекта (Artificial Symbiotic Intelligence), утверждая, что интеллект является социальным явлением, и...","url":"https://www.aioga.com/ru/news/am5bh8gmsd3y0f67ycj9yjfl8/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"90025ab94cf7cd37","translatedAt":"2026-10-04T09:08:58.617Z"},"ar":{"title":"اقترح باحثو ديب مايند الذكاء التكافلي الاصطناعي ليحل محل سرديات التفرد","summary":"اقترح باحثو ديب مايند الذكاء الافتراضي الاصطناعي، الذين دافعوا عن أن الذكاء ظاهرة اجتماعية وأن البحث يجب أن يركز على تنسيق الشبكات المكونة من البشر والوكلاء والمؤسسات، بدلا من إنشاء ذكاء فائق واحد.","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"اقترح باحثو ديب مايند الذكاء التكافلي الاصطناعي ليحل محل سرديات التفرد - Aioga أخبار الذكاء الاصطناعي","description":"اقترح باحثو ديب مايند الذكاء الافتراضي الاصطناعي، الذين دافعوا عن أن الذكاء ظاهرة اجتماعية وأن البحث يجب أن يركز على تنسيق الشبكات المكونة من البشر والوكلاء والمؤسسات، بدلا من إنشا...","url":"https://www.aioga.com/ar/news/am5bh8gmsd3y0f67ycj9yjfl8/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"90025ab94cf7cd37","translatedAt":"2026-10-03T20:08:55.619Z"},"hi":{"title":"डीपमाइंड शोधकर्ताओं ने विलक्षणता कथाओं को बदलने के लिए कृत्रिम सहजीवी बुद्धिमत्ता का प्रस्ताव दिया","summary":"डीपमाइंड शोधकर्ताओं ने आर्टिफिशियल सिम्बायोटिक इंटेलिजेंस का प्रस्ताव रखा, जिसमें कहा गया कि बुद्धिमत्ता एक सामाजिक घटना है और अनुसंधान को एकल सुपरइंटेलिजेंस बनाने के बजाय मनुष्यों, एजेंटों और संस्थानों से बने नेटवर्क के समन्वय पर ध्यान केंद्रित करना चाहिए।","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"डीपमाइंड शोधकर्ताओं ने विलक्षणता कथाओं को बदलने के लिए कृत्रिम सहजीवी बुद्धिमत्ता का प्रस्ताव दिया - Aioga AI समाचार","description":"डीपमाइंड शोधकर्ताओं ने आर्टिफिशियल सिम्बायोटिक इंटेलिजेंस का प्रस्ताव रखा, जिसमें कहा गया कि बुद्धिमत्ता एक सामाजिक घटना है और अनुसंधान को एकल सुपरइंटेलिजेंस बनाने के बजाय मनुष्यों...","url":"https://www.aioga.com/hi/news/am5bh8gmsd3y0f67ycj9yjfl8/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"90025ab94cf7cd37","translatedAt":"2026-10-03T20:12:57.811Z"},"it":{"title":"I ricercatori di DeepMind hanno proposto l'intelligenza simbiotica artificiale per sostituire le narrazioni di singolarità","summary":"I ricercatori di DeepMind hanno proposto l'Intelligenza Simbiotica Artificiale, sostenendo che l'intelligenza è un fenomeno sociale e che la ricerca dovrebbe concentrarsi sul coordinamento di reti composte da esseri umani, agenti e istituzioni, piuttosto che sulla creazione di un'unica superintelligenza.","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"I ricercatori di DeepMind hanno proposto l'intelligenza simbiotica artificiale per sostituire le narrazioni di singolarità - Aioga Notizie IA","description":"I ricercatori di DeepMind hanno proposto l'Intelligenza Simbiotica Artificiale, sostenendo che l'intelligenza è un fenomeno sociale e che la ricerca dovrebbe concentrarsi sul coord...","url":"https://www.aioga.com/it/news/am5bh8gmsd3y0f67ycj9yjfl8/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"90025ab94cf7cd37","translatedAt":"2026-10-03T20:12:57.352Z"},"nl":{"title":"DeepMind-onderzoekers stelden kunstmatige symbiotische intelligentie voor ter vervanging van singulariteitsverhalen","summary":"DeepMind-onderzoekers stelden Kunstmatige Symbiotische Intelligentie voor, waarbij ze pleitten dat intelligentie een sociaal fenomeen is en dat onderzoek zich moet richten op het coördineren van netwerken bestaande uit mensen, agenten en instituties, in plaats van het creëren van één enkele superintelligentie.","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"DeepMind-onderzoekers stelden kunstmatige symbiotische intelligentie voor ter vervanging van singulariteitsverhalen - Aioga AI-nieuws","description":"DeepMind-onderzoekers stelden Kunstmatige Symbiotische Intelligentie voor, waarbij ze pleitten dat intelligentie een sociaal fenomeen is en dat onderzoek zich moet richten op het c...","url":"https://www.aioga.com/nl/news/am5bh8gmsd3y0f67ycj9yjfl8/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"90025ab94cf7cd37","translatedAt":"2026-10-03T20:12:57.516Z"},"tr":{"title":"DeepMind araştırmacıları, tekillik anlatılarının yerine yapay simbiyotik zeka önerdi","summary":"DeepMind araştırmacıları, zekanın sosyal bir olgu olduğunu savunan ve araştırmanın insanlar, ajanlar ve kurumlardan oluşan ağları koordine etmeye odaklanması gerektiğini savunan Yapay Simbiyotik Zeka'yı önerdi; tek bir süper zeka yaratmak yerine.","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"DeepMind araştırmacıları, tekillik anlatılarının yerine yapay simbiyotik zeka önerdi - Aioga AI Haberleri","description":"DeepMind araştırmacıları, zekanın sosyal bir olgu olduğunu savunan ve araştırmanın insanlar, ajanlar ve kurumlardan oluşan ağları koordine etmeye odaklanması gerektiğini savunan Ya...","url":"https://www.aioga.com/tr/news/am5bh8gmsd3y0f67ycj9yjfl8/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"90025ab94cf7cd37","translatedAt":"2026-10-03T20:13:21.432Z"},"vi":{"title":"Các nhà nghiên cứu DeepMind đề xuất trí tuệ cộng sinh nhân tạo thay thế các câu chuyện về điểm kỳ dị","summary":"Các nhà nghiên cứu của DeepMind đã đề xuất Trí tuệ cộng sinh nhân tạo, cho rằng trí tuệ là một hiện tượng xã hội và nghiên cứu nên tập trung vào việc phối hợp các mạng lưới gồm con người, tác nhân và tổ chức, thay vì tạo ra một siêu trí tuệ duy nhất.","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"Các nhà nghiên cứu DeepMind đề xuất trí tuệ cộng sinh nhân tạo thay thế các câu chuyện về điểm kỳ dị - Tin tức AI Aioga","description":"Các nhà nghiên cứu của DeepMind đã đề xuất Trí tuệ cộng sinh nhân tạo, cho rằng trí tuệ là một hiện tượng xã hội và nghiên cứu nên tập trung vào việc phối hợp các mạng lưới gồm con...","url":"https://www.aioga.com/vi/news/am5bh8gmsd3y0f67ycj9yjfl8/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"90025ab94cf7cd37","translatedAt":"2026-10-03T20:13:21.879Z"},"id":{"title":"Peneliti DeepMind mengajukan konsep kecerdasan simbiotik buatan, menggantikan narasi singularitas","summary":"Peneliti DeepMind memperkenalkan Artificial Symbiotic Intelligence (kecerdasan simbiotik buatan), menekankan bahwa kecerdasan adalah fenomena sosial, dengan fokus penelitian beralih pada koordinasi manusia, agen cerdas, dan jaringan institusi, daripada menciptakan superinteligensi tunggal.","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"Peneliti DeepMind mengajukan konsep kecerdasan simbiotik buatan, menggantikan narasi singularitas - Berita AI Aioga","description":"Peneliti DeepMind memperkenalkan Artificial Symbiotic Intelligence (kecerdasan simbiotik buatan), menekankan bahwa kecerdasan adalah fenomena sosial, dengan fokus penelitian berali...","url":"https://www.aioga.com/id/news/am5bh8gmsd3y0f67ycj9yjfl8/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"90025ab94cf7cd37","translatedAt":"2026-10-03T20:13:20.317Z"},"th":{"title":"นักวิจัยจาก DeepMind เสนอแนวคิดปัญญาประดิษฐ์แบบพึ่งพาอาศัยกันเพื่อแทนที่เรื่องเล่าซิงกูลาริตี้","summary":"นักวิจัยของ DeepMind เสนอแนวคิดปัญญาประดิษฐ์แบบพึ่งพาอาศัยกัน โดยสนับสนุนว่าปัญญาเป็นปรากฏการณ์ทางสังคม และการวิจัยควรมุ่งเน้นไปที่การประสานงานเครือข่ายที่ประกอบด้วยมนุษย์ ตัวแทน และสถาบัน แทนที่จะสร้างซูเปอร์อินติเอลติกเพียงหนึ่งเดียว","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"นักวิจัยจาก DeepMind เสนอแนวคิดปัญญาประดิษฐ์แบบพึ่งพาอาศัยกันเพื่อแทนที่เรื่องเล่าซิงกูลาริตี้ - ข่าว AI Aioga","description":"นักวิจัยของ DeepMind เสนอแนวคิดปัญญาประดิษฐ์แบบพึ่งพาอาศัยกัน โดยสนับสนุนว่าปัญญาเป็นปรากฏการณ์ทางสังคม และการวิจัยควรมุ่งเน้นไปที่การประสานงานเครือข่ายที่ประกอบด้วยมนุษย์ ตัวแทน แ...","url":"https://www.aioga.com/th/news/am5bh8gmsd3y0f67ycj9yjfl8/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"90025ab94cf7cd37","translatedAt":"2026-10-03T20:13:45.746Z"},"pl":{"title":"Badacze DeepMind zaproponowali sztuczną inteligencję symbiotyczną, która miała zastąpić narracje osobliwości","summary":"Badacze DeepMind zaproponowali Sztuczną Inteligencję Symbiotyczną, argumentując, że inteligencja jest zjawiskiem społecznym i że badania powinny koncentrować się na koordynacji sieci składających się z ludzi, agentów i instytucji, zamiast tworzyć jedną superinteligencję.","category":"行业动态","source":"The Decoder：AI News","aggregationSource":"The Decoder：AI News","pageTitle":"Badacze DeepMind zaproponowali sztuczną inteligencję symbiotyczną, która miała zastąpić narracje osobliwości - Aioga Wiadomości AI","description":"Badacze DeepMind zaproponowali Sztuczną Inteligencję Symbiotyczną, argumentując, że inteligencja jest zjawiskiem społecznym i że badania powinny koncentrować się na koordynacji sie...","url":"https://www.aioga.com/pl/news/am5bh8gmsd3y0f67ycj9yjfl8/","contentTranslated":true,"translationStatus":"translated","translationRetryAt":"","translationError":"","sourceHash":"90025ab94cf7cd37","translatedAt":"2026-10-03T20:13:45.745Z"}},"evidenceTier":"verified-news","reviewStatus":"automated-ingest","indexable":true,"editorialCover":""}}