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DeepSeek 的「斩杀线」，正在重塑 AI 行业的世界观
作者｜Techno 之王 编辑｜靖宇 8 月 4 日，「DeepSeek 斩杀线」竟然冲上微博热搜。V4 Flash 正式版凭借极致的性价比，在全球 AI 大模型的「成本-性能」坐标系上划出了一条残酷的行业生死线——比它贵的没它强，比它弱的没它便宜。…
- 开发者社区群情振奋，甚至外溢成了更大人群津津乐道的话题。
- 当看起来 AI 世界的定价权已经易手，所有人为极致性价比欢呼的时候，两天后，8 月 6 日，DeepSeek 在开放平台后台发布了一条简短的…
- 」 刚被行业定义为画出「斩杀线」的那只手，为何转头就签了涨价通知。
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Fitbit Air 手环深度体验：「无屏」只是手段，模型能力才是护城河
无屏只是形态，模型才决定产品的上限。作者｜张勇毅 编辑｜靖宇 如果你问我：今年最火的 AI 硬件是什么？这个问题大概会有很多答案。但如果你问的问题收束成：「今年最火的 AI 可穿戴硬件是什么？…
- 」那答案大概率只有一个—— Fitbit Air。
- 仅仅一个数据就足以说明它的现象级爆火：作为一款官方开售已经超过两个月的设备，在二手平台你至今仍然需要加价 200~300 元购买。
- 作为从去年开始就苦苦寻找取代传统智能手表形态产品的健康监测设备的我，也是拜托朋友第一时间买到了这款无屏手环。
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Classifying multipartite continuous-variable entanglement structures through data-augmented neural networks
Nature Machine Intelligence, Published online: 30 July 2026; doi:10.1038/s42256-026-01284-yGao et al.…
- introduce a quantum data augmentation method to enable neural networks…
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Beyond representational alignment with brain-guided language models for robust reasoning
Nature Machine Intelligence, Published online: 03 August 2026; doi:10.1038/s42256-026-01278-wXiao et al.…
- show that large language models partially align with human brain activ…
- They further show that brain signals can directly guide and improve mo…
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Impact-resistant, autonomous robots inspired by tensegrity architecture
Nature Machine Intelligence, Published online: 10 August 2026; doi:10.1038/s42256-026-01280-2Johnson et al.…
- demonstrate an autonomous three-bar tensegrity robot capable of robust…
- 7-m drop onto asphalt.
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Cutting AI Datacenter Energy with Reinforcement Learning: Measured Power Control of LLM Training from One GPU to the Fleet
arXiv:2608.…
- 11226v1 Announce Type: new Abstract: Reinforcement-learning post-train…
- We instrument GRPO training with half-second power telemetry at 7B, 14…
- Against the full 500-step 7B trace, the controller cuts power-limit vi…
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Harnessing agent memory to build lifelong AI partners for materials scientists
arXiv:2608.…
- 11224v1 Announce Type: new Abstract: Materials research advances throu…
- This experience is essential for reproducibility and knowledge transfe…
- Here we argue that a lifelong AI partner for materials science can be …
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Identity from the Outside: A Conceptual Framework and Research Program for AI Personality Clones
arXiv:2608.11225v1 Announce Type: new Abstract: AI "personality clones" force a re-examination of personal identity in operational terms.…
- Setting aside the hard problem of consciousness, we approach identity …
- We distinguish three criteria that "identity" conflates: fidelity to a…
- We propose a six-term factorization of observed identity (substrate, d…
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A Conceptual Framework for Refining Influence Knowledge from Simulation Evidence in Cyber-Physical Systems
arXiv:2608.…
- 11221v1 Announce Type: new Abstract: Cyber-physical systems (CPS) are …
- The behaviour of these systems emerges from the interaction between th…
- Simulation and co-simulation have become essential approaches for anal…
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LLMs in Process Diagram Engineering: From Optimal PFDs to Validated P&IDs
arXiv:2608.…
- 11220v1 Announce Type: new Abstract: Nowadays, the creation of a proce…
- Applying artificial intelligence in the task could potentially lead no…
- This research presents P&ID Pilot - a practical end-to-end AI pipeline…
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Defining Autonomy for Wellness Robots in Senior Care
An examination of how socially assistive wellness robots could support the seven dimensions of senior wellness, and how a framework can measure their autonomy.…
- What Attendees will LearnWhy the senior care crisis exceeds incrementa…
- Demographic pressure, workforce shortages, and a daily wellness-progra…
- What defines a wellness robot as a category.
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Video Friday: Robotic Motion Discovery Reveals Unusual Behaviors
Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics.…
- We also post a weekly calendar of upcoming robotics events for the nex…
- Please send us your events for inclusion.
- RSS 2026: 13–17 July 2026, SYDNEYSummer School on Multi-Robot Systems:…
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Award-Winning Researcher Trains Robots to Make Educated Guesses
Yen-Ling Kuo always wanted to understand how things worked.…
- When she was growing up in Taiwan, reading the story of Michael Farada…
- During that time, she was introduced to Logo, a computer program with …
- It was Kuo’s introduction to programming logic.
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Visual Language Models Train Robots to Read Human Emotions
This article is part of our exclusive IEEE Journal Watch series in partnership with IEEE Xplore.…
- As robots advance in terms of dexterity and other physical capabilitie…
- If that happens, how will robots’ emotional capabilities need to advan…
- In a recent study, researchers trained collaborative robots to read hu…
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The Secret to Marathon-Winning Humanoid Robots
On 19 April 2026, the Honor Lightning humanoid robot ran a half-marathon in 50 minutes and 26 seconds, beating the human world record by 7 minutes and the best robot time from 2025 by almost 2 hours.…
- How did Honor do it?
- Is there some magical technology or technique that unlocked this perfo…
- How did the company beat the significantly better-known Unitree (which…
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