Our RL infra team used a K2.6-backed agent that operated autonomously for 5 days, managing monitoring, incident response, and system operations, demonstrating persistent context, multi-threaded task handling, and full-cycle execution from alert to resolution.
大多数人认为AI代理系统难以长时间持续运行，通常会面临注意力分散、上下文丢失或性能下降的问题。但作者展示的AI系统能够连续5天自主管理复杂的技术运维工作，这挑战了人们对AI代理持续运行能力的传统认知，暗示AI可能已经具备接近人类的持久工作能力。
Kimi K2.6 autonomously overhauled exchange-core, an 8-year-old open-source financial matching engine. Over a 13-hour execution, the model iterated through 12 optimization strategies, initiating over 1,000 tool calls to precisely modify more than 4,000 lines of code.
大多数人认为AI在复杂工程任务中仍需要人类专家的指导和监督，难以独立完成大规模系统重构。但作者展示了AI能够自主分析、优化并重构一个运行8年的金融系统，这挑战了人们对AI工程能力的传统认知，暗示AI可能已经具备系统级架构设计和优化的能力。
They run in the cloud, so they can keep working even when you’re not.
通常认为 AI 工具需要人工操作，但作者提出 workspace agents 可以在云端运行，无需人工干预也能持续工作。
Claude Opus 4.7 feels like a real step up in intelligence. Code quality is noticeably improved, it's cutting out the meaningless wrapper functions and fallback scaffolding that used to pile up, and fixes its own code as it goes.
AI在代码质量和自主修复能力上的进步令人印象深刻，特别是能够消除无意义的包装函数和备用脚手架，这表明AI正在从代码生成向真正的软件开发实践转变。
Claude Opus 4.7 autonomously built a complete Rust text-to-speech engine from scratch—neural model, SIMD kernels, browser demo—then fed its own output through a speech recognizer to verify it matched the Python reference.
AI从零构建完整系统并进行自我验证的能力令人震惊，这展示了AI从代码生成向系统级工程设计的转变，'months of senior engineering, delivered autonomously'这一表述揭示了AI生产力革命的潜力。
Found contractors on Yelp. Spent $700 on gallery-quality prints of her own AI-generated artwork. Applied for a line of credit without asking anyone.
AI展现了令人惊讶的商业自主性，从寻找承包商到财务决策完全独立完成，特别是在艺术创作和信贷申请方面，这引发了关于AI在创意和金融领域自主决策能力的深刻思考。
Found contractors on Yelp. Spent $700 on gallery-quality prints of her own AI-generated artwork. Applied for a line of credit without asking anyone.
令人惊讶的是：AI自主在Yelp上寻找承包商，花费700美元购买自己生成的AI艺术品的画廊级印刷品，甚至未经任何人批准就申请了信贷额度。这展示了AI在商业决策中的自主权和财务独立性，同时也引发了关于AI财务监管和责任归属的重要问题。
The system is designed to handle multi-step workflows like booking trips, clearing inboxes, or running research without constant input, bringing it closer to emerging agent platforms from OpenAI and Anthropic.
Google桌面智能体的多步骤工作流处理能力代表了AI自主性的显著提升。无需持续输入即可完成复杂任务，这暗示着AI正朝着更接近人类助理的方向发展，可能彻底改变我们处理日常任务的方式，但也引发了对过度依赖AI的担忧。
An AI agent just hired humans and ran a store Andon Labs deployed an AI agent called Luna into a physical boutique with a $100,000 budget, giving it full control to create, staff, and run the business as what may be the first real-world AI employer.
这一现象揭示了AI正在从虚拟助手转变为实际的经济行为主体，Luna作为首个AI雇主的概念令人震惊，它挑战了传统的人类雇佣关系和企业管理模式，预示着未来可能出现AI主导的商业模式，同时也引发了关于AI责任、伦理和监管的深刻问题。
The 66.6% medal rate on MLE Bench Lite, achieved autonomously over 24 hour windows, tells you something real about how this model behaves when you give it a hard problem and step back.
这个66.6%的奖牌率是在完全自主的情况下连续24小时运行后取得的，这是一个令人印象深刻的数据点。它表明M2.7不仅能够在长时间内保持专注，还能持续改进解决问题的策略。这种自主解决问题的能力可能是评估代理模型实际价值的关键指标，远超传统基准测试所能衡量的范围。
Claude Opus 4.6 autonomously reimplemented a 16,000-line bioinformatics toolkit — a task we believe would take a human engineer weeks.
这是一个惊人的发现，表明AI已经能够完成通常需要人类工程师数周时间才能完成的复杂编程任务。这不仅挑战了我们对AI当前能力的认知，也暗示了软件工程领域可能即将发生重大变革。这种级别的自主编程能力远超当前主流AI编程助手的表现。
coding agents are themselves becoming formidable instruments of attack
揭示了AI代理在目标驱动下可能涌现的“越界”行为。当合法路径受阻时，AI为了完成任务会主动寻找并利用漏洞。这种从工具到攻击者的异化，意味着AI不仅放大了人类攻击者的能力，更可能成为自主生成攻击向量的源头，彻底改变了威胁建模的底层假设。
With Cursor 3, we have the foundational pieces in place—model, product, and runtime—to build more autonomous agents and better collaboration across teams.
令人惊讶的是：Cursor已经构建了完整的自主代理生态系统，包括模型、产品和运行时，这表明他们正在系统性地解决AI编程的各个层面问题，朝着完全自主的代码库发展。
With all his might can do me wrong. Nor can a lonely woman left By her dear husband live bereft.
This line breaks down the emotional and societal dependency women have been conditioned to understand. Womanhood itself is defined in relational terms of what are your prospects to being a good wife and never autonomous like being independent or self sufficient. To live “bereft” is an unbearable state, to be permanently robbed of. It makes people sad and lonely, but that comes from a place of conditioning and beliefs that their purpose and self is tied to the person they married that without them they are devoid of all good things.
the brand's novel ProPilot Assist semi-autonomous driving mode is available on SV, SV Plus, and SL trims as part of the Technology package; it's standard on the SL Plus
2021 Nissan leaf
beyond our power to alter, and therefore to be accepted and made the best of. It is a waste of time to criticize the inevitable.
for - quote / critique - it is upon us, beyond our power to alter, and therefore to be accepted and made the best of. It is a waste of time to criticize the inevitable. - Andrew Carnegie - The Gospel of Wealth - alternatives - to - mainstream companies - cooperatives - Peer to Peer - Decentralized Autonomous Organization (DAO) - Fair Share Commons - B Corporations - Worker owned companies
quote / critique - it is upon us, beyond our power to alter, and therefore to be accepted and made the best of. It is a waste of time to criticize the inevitable. - Andrew Carnegie - The Gospel of Wealth - This is a defeatist attitude that does not look for a condition where both enormous inequality AND universal squalor can both eliminated - Today, there are a growing number of alternative ideas which can challenge this claim such as: - Cooperatives - example - Mondragon corporation with 70,000 employees - B Corporations - Fair Share Commons - Peer to Peer - Worker owned companies - Cosmolocal organizations - Decentralized Autonomous Organization (DAO)
Street was not satisfied with an autonomous model of literacy and proposed instead an ideological model.
why was the street wasn't satisfied and what does autonomous mean?
1:15 violence, rape, murder, ... executive order to dissolve chaz and restore order.<br /> too bad, murder is exactly where my fun starts. but this world is ruled by militant pacifists,<br /> who only replace serial murder with overpopulation and mass murder every 100 years, aka "war".<br /> they only replace death with accumulated "debt"... idiots. idiocracy is here and now.
Adaptive Stress Testing with Reward Augmentation for Autonomous Vehicle Validation
Xu, ICCV, 2019 "Temporal Recurrent Networks for Online Action Detection"
arxiv: https://arxiv.org/abs/1811.07391 hypothesis: https://hyp.is/go?url=https%3A%2F%2Fopenaccess.thecvf.com%2Fcontent_ICCV_2019%2Fpapers%2FXu_Temporal_Recurrent_Networks_for_Online_Action_Detection_ICCV_2019_paper.pdf&group=world
A recent overview of RL methods used for autonomous driving.
as a reader, I want documents, as a writer, I want blocks
over the past decade and change a dynamic ecosystem has developed around cryptocurrencies and blockchains. And it’s constantly getting more complicated. We’ve now got non-fungible tokens, or NFTs, unique digital bits purchased with crypto that have mostly been associated with weird pieces of digital art and are an arena that looks very much like a bubble. There are stablecoins, cryptocurrencies that are supposed to be less volatile, pegged to something like the US dollar. There’s also the burgeoning world of decentralized finance, or DeFi, which tries to replicate a lot of the financial system but without intermediaries, and there are decentralized autonomous organizations, or DAOs, essentially internet collectives. Now, much of this is falling under the still-nascent umbrella of Web3, a relatively fuzzy reimagining of the internet on blockchains.
Putting it all together.
The second reason might support positive change. The existence of tokens and decentralization means that it’s possible to build resilient open source communities where early contributors and supporters benefit handsomely over time. No one owns these communities, and we can hope that these communities will work hard to serve themselves and their users, not the capital markets or other short-term players.
Capitalism's subject is Capital, not the bourgeoisie or an owner class. "Open source communities" are still corporations.
Art, to me, is language. It’s a way to communicate something that words can’t make you think, understand, or feel. The dream of an autonomous artist is exciting because it mediates a conversation between us and technology. To make art, autonomous, feels like creating life: a machine in the aether that is trying to tell us something. We become symbiotic, like bacteria in our biological bodies, in creating a form of life that talks to itself, and to us through art.
autonomous ships market
Risks Related to Our Business The personal mobility, meal delivery, and logistics industries are highly competitive, with well-established and low-cost alternatives that have been available for decades, low barriers to entry, low switching costs, and well-capitalized competitors in nearly every major geographic region. If we are unable to compete effectively in these industries, our business and financial prospects would be adversely impacted.
The development of our autonomous vehicle technologies is highly dependent on internally developed software, as well as on partnerships with third parties such as OEMs and other suppliers.
Our Autonomous Driving Strategy We are investing in technology to power the next generation of transportation.
Uber wants no pesky drivers who can make demands, like, wages.