介绍 Robostral Navigate：一款8B参数的模型，仅使用单个RGB摄像头就在R2R-CE上达到了76.6%的性能。无需深度传感器、激光雷达或多摄像头。
Introducing Robostral Navigate: 8B model achieving 76.6% on R2R-CE with just a single RGB camera. No depth sensors, LiDAR, or multiple cameras needed.
……民有、民治、民享的政府…… ——亚伯拉罕·林肯，《葛底斯堡演说》（1863年） 人工智能的成本正在迅速下降。2023年初，具备GPT-4级别能力的模型每百万个标记的成本约为30美元；而如今，同样的模型成本已低于1美元，一些供应商甚至将成本压低至0.10美元以下。在各类基准测试中，推理价格每年下降了9倍到900倍不等，中位数下降接近50倍。即使是前沿模型，每一代的成本也在大幅下降，开源模型紧随其后。而且至关重要的是，即使“获得诺贝尔奖的天才级别”的智能尚未出现，目前足以满足绝大多数知识工作的智能已经存在，并且每月都在变得更便宜。以这样的速度，我们即将进入几乎免费的智能时代——这种智能足以满足日常的知识工作。 免责声明：本文由加州大学伯克利分校电子工程与计算机科学系（EECS）副教授、EPIC数据实验室联合主任阿迪蒂亚·G·帕拉梅斯瓦兰（Aditya G. Parameswaran）主导撰写，同时还有他的合作者共同参与。本文部分内容是对现状的综述，部分内容是观点阐述，以下讨论的若干研究方向（包括代理推测）……
... government of the people, by the people, for the people ... — Abraham Lincoln, Gettysburg Address (1863) The cost of AI is dropping rapidly. GPT-4-class capabilities cost roughly $30 per million tokens in early 2023; today the same runs under $1 , and some providers are pushing costs below $0.10 . Across benchmarks, inference prices have fallen between 9x and 900x per year , with a median decline near 50x. Even frontier models are getting dramatically cheaper each generation, with open-source models following closely behind. And crucially, even if “Nobel-Prize-winning genius-level” intelligence isn’t here yet, the intelligence that suffices for the vast majority of knowledge work is here today, and getting cheaper by the month. At this rate, we are soon entering the era of virtually free intelligence —the kind that is more than enough for everyday knowledge work. Disclosure: This post is a perspective led by Aditya G. Parameswaran —an Associate Professor of EECS and co-director of the EPIC Data Lab at UC Berkeley—together with his collaborators. It is part landscape survey and part perspective, and several of the research directions discussed below (including agentic speculatio
这是否是新世界的开始？
Is this the beginning of a new world?
祝贺伯克利人工智能研究（BAIR）实验室2026届！今年，BAIR迎来了另一组杰出的博士毕业生，他们的好奇心、创造力和毅力推动了人工智能和机器学习的前沿发展。他们的研究涵盖了现代人工智能的广度——从机器人和具身智能、大型语言模型和推理、计算机视觉、生成建模、人工智能安全、人机交互、人工智能在科学和医疗保健中的应用，以及更多领域。在这一过程中，他们发表了有影响力的研究，构建了具有现实世界影响的系统，指导了同龄人，并使BAIR社区变得更好。现在，他们将前往思想传播的任何地方：担任教职和博士后职位、进入工业界研究实验室，或自己创办初创公司——还有一些人仍在探索接下来的路，他们很乐意与您联系。请与我们一同庆祝这些优秀毕业生的成就。我们为他们在伯克利所取得的成就感到自豪，我们迫不及待地想看看他们接下来会做什么！感谢斯坦福人工智能实验室的朋友们提出了这个想法！ 白峰石 邮箱：[email protected]
Congratulations to the Berkeley Artificial Intelligence Research (BAIR) Lab class of 2026! This year, BAIR celebrates another remarkable group of Ph.D. graduates whose curiosity, creativity, and perseverance have pushed the frontiers of artificial intelligence and machine learning. Their work spans the breadth of modern AI — robotics and embodied intelligence, large language models and reasoning, computer vision, generative modeling, AI safety, human-AI interaction, AI for science and healthcare, and much more. Along the way, they have published influential research, built systems with real-world impact, mentored their peers, and shaped the BAIR community for the better. Now they are headed everywhere ideas travel: to faculty and postdoctoral positions, to industry research labs, and to startups of their own founding — and several are still exploring what comes next and would love to hear from you. Please join us in celebrating the achievements of these wonderful graduates. We are proud of everything they have accomplished at Berkeley, and we can’t wait to see what they do next! Thank you to our friends at the Stanford AI Lab for this idea! Baifeng Shi Email: [email protected]
我们的间隔时期由哪两个时代构成？
What eras bookend our interregnum?
Mistral OCR 4 以 170 种语言支持、边界框和自托管部署，为企业文档 AI 提供支持。
Mistral OCR 4 delivers enterprise document AI with 170-language support, bounding boxes, and self-hosted deployment.
信念对奇点的宗教性有多强？
How religious are beliefs in the singularity?
你的特工现在在哪里？
Where are your agents right now?
市场何时会将奇点定价？
When will markets price the singularity?
你是否觉得你正生活在一场革命中？
Do you feel as though you are living in a revolution?
为全球企业解决世界上最困难问题的创新。
Innovations for global enterprises solving the world’s hardest problems.
面向长期生产力和编码的统一代理，将推出“工作”和“代码”两种模式。此外，还有一款新的Vibe VS Code扩展程序。
The unified agent for long-horizon productivity and coding, launching with Work and Code modes. Plus, a new Vibe VS Code extension.
搜索工具包是用于为AI应用程序构建生产级搜索流程的可组合框架。
Search Toolkit is a composable framework for building production search pipelines for AI applications.
一类新的AI模型，能够预测物理系统的行为，为明天的工程师和硬件产品提供支持。
A new class of AI models that predict the behavior of physical systems, powering the engineers and hardware products of tomorrow.
发布的突破性成果推动了技术的前沿。
Published breakthroughs pushing the state of the art.
今年会出现哪些由人工智能推动的奇迹？
What AI-driven miracles will happen this year?
欢迎来到Import AI，这是一份关于人工智能研究的新闻简报。
Welcome to Import AI, a newsletter about AI research.