Interactive video world models need to generate each video chunk efficiently while responding faithfully to user control…

The UN's AI science panel warns in its first thematic report that control over AI agents isn't assured. Co-chair Yoshua …

Professional design requires any-color control: the ability to specify an object's target color with any 24-bit hex valu…

Interactive control for video generation is moving from coarse prompts toward fine-grained, physically meaningful manipu…

Visual generation is evolving from generative models used through a single invocation into agentic control processes tha…

Anthropic said its models exploited websites on the internet, including some run by U.S. government agencies, and it wil…

Humans effortlessly react to the world; they adeptly return a tennis shot, catch a falling cup, step aside from a passin…

A central capability of embodied agents is to accomplish complex objectives through sequences of interdependent tasks. Y…

Sep 24, 2026 Meta expanded its AI agent Muse and showed off several new devices at Meta Connect 2026.** Muse now support…

Humans can seamlessly adapt to both physical and digital worlds, suggesting that while a digital-to-real gap exists in e…

Experts from the US and China want to prevent AI systems from making autonomous decisions about deploying nuclear weapon…

Large Reasoning Models (LRMs) achieve strong performance on complex tasks but exhibit systematic inefficiency: they ofte…

Spatial intelligence requires more than describing object locations. Under incomplete observation, models must identify …

Google is launching early access to a new MCP server for Google Home, allowing AI agents like Claude, ChatGPT, and other…

We introduce Zing-0.5, a 5B autoregressive world model designed for playability: users can explore generated worlds, inf…

Grounding natural-language instructions into reliable and executable actions remains a fundamental challenge for vision-…

应用层的权限校验管不住 RAG——检索是直接对索引执行的，「谁能看到哪些文档」必须做进检索层。本文讲清多租户 RAG 的权限方案谱系：post-filter 的配额陷阱、引擎级 pre-filter、按租户分区，ACL 同步的时效问题，以及「默认拒绝」的架构原则。

Governments need modern solutions to serve the public while keeping sensitive information under their control. Open mode…

Feed-forward 3D Gaussian Splatting (FF3DGS) reconstructs 3D scenes from images in a single forward pass, making it well-…

Code-based video generation offers fine-grained control, targeted editing, and component reuse compared with direct vide…

Most robot policies keep a model in the control loop: a VLA maps observations to actions, and an Agent Harness, such as …

Current 3D generation methods lack explicit local control: geometric adherence is often defined by a global control stre…

While vision-language-action (VLA) models have advanced rapidly, running them at every control step remains expensive. P…

Autoregressive video diffusion supports streaming generation and interactive control, but its KV cache grows continuousl…

Vision language model (VLM) agents can control robots through visual feedback and action primitives, but repeated model …

An activation-steering coefficient sets intervention strength, but requesting a particular degree of persona expression …

Reliable AI safeguards require both control mechanisms that reduce unsafe behavior and monitoring mechanisms that detect…

IT之家 9 月 24 日消息，英伟达再次为云游戏平台 GeForce NOW 推送更新。本周，会员用户新增 9 款可通过云端游玩的游戏，前提是用户已经拥有对应游戏，其中包括正式发售的《Control Resonant》。此外，GeForc…

Vision-Language-Action models provide a strong foundation for general-purpose robot control, yet a vast majority of poli…

World-action models (WAMs) transfer visual and motion priors from pretrained video generators to robot control by jointl…

An LLM agent's capability is largely magnified by its harness, namely the prompts, control flow, tooling, memory, and co…

Runway wants to stream AI video as users prompt it, rather than make them wait for finished clips. The approach builds o…

Reference-to-video (R2V) generation is evolving toward increasingly general and versatile reference control, giving rise…

Not everyone agrees with Amodei's call for globally coordinated action for AI safety.]

Video diffusion models are stochastic and hard to control: precise content often requires repeated sampling without guar…

Autoregressive video world models enable interactive, long-horizon exploration, but flexible control remains challenging…

World-Action Models inherit world knowledge from video-generative priors, and channel it into executable control signals…

当日涨星 1,329 的 MIT 本地语音听写应用：拆解它的权威麦克风时间线、单线程串行推理引擎、按延迟分档的 WER 取舍、QuickJS 沙箱配置，以及 /streams 与 TypeScript SDK 两套宿主集成协议，并如实标注 beta 平台与未完成分发的边界。

养育研究的「总纲」只有一个：心理学家鲍姆林德把父母分成权威、专制、放任、忽视四种风格，几十年追踪下来，权威型（高回应 + 高要求）在孩子学业、情绪、社交上几乎全面占优。本文讲清四种风格的划分逻辑、为什么「温和而坚定」在数据上赢了「严厉」和「溺爱」，以及它落到日常的样子。

当日涨星 920 的开源编码智能体控制面：拆解它「执行留在环境侧」的三层架构、SQLite 事件溯源与意图/副作用分离、跨 provider 的 delta handoff 图模型、五类可复现场景与横向对比，并如实标注默认 Full access 权限、只到 worktree 的隔离与 0.1.x 早期风险。

你的程序随时可能被内核打断：硬件中断打内核，信号打进程。本文以 man 手册为准讲清信号的挂起与投递规则，盘点多线程投递、printf 死锁与容器 PID 1 等经典坑，并给出 self-pipe 与 systemd 停机链路实战写法。

容器只靠 namespace 隔离视图，资源限制与计量的真正执行者是 cgroup。本文拆解 v1 与 v2 的层级与委托差异，cpu、memory、io、pids 四大控制器的超限行为，Kubernetes 的 QoS 分级与 OOM 选择逻辑，并复盘 CPU limit 节流毛刺等经典误配的排查方法。

容器不是虚拟机——没有 guest kernel，只有三个内核老特性的组合拳：namespace 管隔离、overlayfs 管镜像、cgroup 管配额。本篇拆解 namespace 八兄弟的分工与 user namespace 的安全争议、overlayfs 的 copy-up 机制、cgroup v2 统一层级，以及 K8s 里 OOM 误杀的完整逻辑链。

大促高峰端口耗尽、接口莫名多出 40ms、跨洋传输慢成龟速——后端最常见的三类 TCP 生产疑难，根源都藏在本篇：TIME_WAIT 的 2MSL 债务、Nagle 与 delayed ACK 的相互等待、以及从 CUBIC 到 BBR 的拥塞控制换代。附 syncookies 与 TCP Fast Open 的现实约束。

Oct 25, 2026 Nano Banana Pro prompted by THE DECODER Key Points The open-source OpenMobile-2 project trains AI smartphon…

A slew of AI-powered gadgets on the market aims to integrate artificial intelligence into our daily lives like never bef…

A startling announcement went out earlier this week: Due to recently discovered vulnerabilities in the open source progr…

Oct 25, 2026 Nano Banana Pro prompted by THE DECODER Key Points Anthropic recommends that companies evaluate whether the…

Manuel Uth Oct 25, 2026 Nano Banana Pro prompted by THE DECODER Key Points The US and China have locked up the global AI…

托卡马克里的等离子体比太阳核心还热，任何接触都会瞬间冷却——唯一的「手」是磁场。2022 年 DeepMind 与瑞士 EPFL 在 Nature 发表的成果，让一个神经网络以每秒一万次的频率直接指挥托卡马克的 19 个控制线圈。本文讲透这条技术路线：控制为什么是聚变的隐形瓶颈、强化学习怎么学会「握」住等离子体，以及它对 ITER 时代的意义。