We believe the future of AI isn't just about scaling monolithic models, but engineering collaborative, diverse AI ecosystems that can adapt and combine their strengths.
作者直接挑战了当前AI行业的发展方向，认为未来不在于扩大单一模型，而在于构建协作的多样化AI生态系统，这与主流AI发展理念形成鲜明对比。
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- Apr 2026
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www.technologyreview.com www.technologyreview.com
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But the real power of agents comes when they can work as a team. Instead of lone-wolf bots carrying out single tasks, such as using a browser to make a restaurant reservation or sending you a summary of your inbox, new tools can yoke together multiple agents, give each of them a different job, and orchestrate their behaviors so that they all pull together to complete more complex tasks than an individual agent could do by itself.
这一观点挑战了当前AI代理作为独立工具的主流认知，提出协同工作的AI代理将实现质的飞跃。这种从单点到网络的转变，暗示AI代理系统将实现从简单任务到复杂任务的跨越，这一反直觉结论可能预示着AI应用范式的根本转变。
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- Jan 2024
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www.linkedin.com www.linkedin.com
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the canonical unit, the NCU supports natural capital accounting, currency source, calculating and accounting for ecosystem services, and influences how a variety of governance issues are resolved
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for: canonical unit, collaborative commons - missing part - open learning commons, question - process trap - natural capital
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comment
- in this context, indyweb and Indranet are not the canonical unit, but then, it seems the model is fundamentally missing the functionality provided but the Indyweb and Indranet, which is and open learning system.
- without such an open learning system that captures the essence of his humans learn, the activity of problem-solving cannot be properly contextualised, along with all of limitations leading to progress traps.
- The entire approach of posing a problem, then solving it is inherently limited due to the fractal intertwingularity of reality.
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question: progress trap - natural capital
- It is important to be aware that there is a real potential for a progress trap to emerge here, as any metric is liable to be abused
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- Jul 2022