每日简报

2026-10-02

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DietrichGebert/ponytail

JavaScript · ★ 150,438 · 🍴 8,077 · 📈 1,179 stars today

Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote.

中文介绍 让 AI 编码代理模仿“最懒的资深工程师”思路:先判断某段代码是否真的需要写,优先复用现有方案、删减冗余实现,避免过度工程。适合在 Claude Code 等编码 agent 中作为行为规范或提示词使用,减少无谓改动与代码膨胀。

mattpocock/skills

Shell · ★ 273,854 · 🍴 22,990 · 📈 888 stars today

Skills for Real Engineers. Straight from my .agents directory.

中文介绍 开源作者 Matt Pocock 整理的 AI agent 技能集合,直接抽取自其个人 .agents 目录,面向真实工程场景。内容是他日常开发中实际使用的 skill 配置,可作为编写自有 agent 技能、规范 AI 编码流程的参考模板。

NVIDIA/OpenShell

Rust · ★ 13,982 · 🍴 1,622 · 📈 2,503 stars today

OpenShell is the safe, private runtime for autonomous AI agents.

中文介绍 NVIDIA 推出的自主 AI agent 安全运行时,为 agent 提供隔离、私密的执行环境,降低其调用工具、执行代码时的安全与数据泄露风险。适合企业或开发者部署自动化 agent 时做沙箱隔离与权限边界控制。

firebase/firebase-ios-sdk

C++ · ★ 6,852 · 🍴 1,806 · 📈 112 stars today

Firebase SDK for Apple App Development

中文介绍 Google Firebase 官方开源 iOS/macOS SDK,为 Apple 平台应用接入认证、Firestore、实时数据库、云存储、推送、分析与 Crashlytics 等后端能力,可通过 CocoaPods 或 Swift Package Manager 集成,是移动端快速搭建后端的常用方案。

mvschwarz/openrig

TypeScript · ★ 3,684 · 🍴 245 · 📈 640 stars today

Build your own network of agents from Claude Code, Codex and Pi: persistent teams with roles, shared context and owned work.

中文介绍 把 Claude Code、Codex、Pi 等不同编码 agent 组织成协作网络:支持持久化团队、角色分工、共享上下文与任务归属划分。适合需要多个 agent 长期协同完成复杂工程的场景,替代单 agent 串行执行的方式。

cursor/plugins

TypeScript · ★ 9,315 · 🍴 882 · 📈 157 stars today

Cursor plugin specification and official plugins

中文介绍 Cursor 官方插件规范与官方插件仓库,定义编辑器中插件的接口、能力边界与打包方式,并给出可参考的官方实现。开发者可据此为 Cursor 编写扩展,把自定义工具、语言支持或工作流接入 AI 编辑器。

obra/superpowers

Shell · ★ 293,947 · 🍴 26,291 · 📈 476 stars today

An agentic skills framework & software development methodology that works.

中文介绍 面向 AI agent 的技能框架与软件开发方法论,主张用可组合的 skill 组织 agent 能力,并配套一套可落地的开发流程。适合希望把 AI 编码从零散提示提升为规范化工程实践的团队与个人开发者。

mksglu/context-mode

TypeScript · ★ 24,768 · 🍴 1,783 · 📈 357 stars today

Context window optimization for AI coding agents. Sandboxes tool output (98% reduction), persists session memory, and enforces routing across 17 platforms via MCP + hooks.

中文介绍 为 AI 编码 agent 做上下文窗口优化:把工具输出放入沙箱,最高减少约 98% 的 token 占用,同时持久化会话记忆,并通过 MCP 与 hooks 在 17 个平台上统一路由。适合长时间运行、频繁调用工具的 agent,缓解上下文溢出。

heygen-com/hyperframes

TypeScript · ★ 55,309 · 🍴 5,017 · 📈 624 stars today

Write HTML. Render video. Built for agents.

中文介绍 HeyGen 出品的视频渲染工具,用写 HTML 的方式生成视频,明确为 AI agent 场景设计。开发者或 agent 直接输出 HTML 即可渲染成片,省去复杂剪辑软件与渲染管线,适合批量、程序化生成视频内容。

earendil-works/pi

TypeScript · ★ 111,181 · 🍴 14,126 · 📈 294 stars today

AI agent toolkit: unified LLM API, agent loop, TUI, coding agent CLI

中文介绍 AI agent 工具箱,包含统一的多家 LLM 调用接口、agent 循环、终端界面(TUI)以及编码 agent 命令行工具。适合想自行搭建或嵌入 agent 能力的开发者,用一套 SDK 对接不同模型并快速做出可交互的编码助手。

tile-ai/tilelang

Python · ★ 8,086 · 🍴 813 · 📈 157 stars today

Domain-specific language designed to streamline the development of high-performance GPU/CPU/Accelerators kernels

中文介绍 面向高性能 GPU、CPU 与加速器算子开发的领域专用语言(DSL),把分块(tile)等硬件优化抽象成更易编写的原语,简化 kernel 开发。适合做推理加速与算子库的工程师,降低手写 CUDA/Triton 的复杂度。

pablostanley/yoinks

TypeScript · ★ 2,901 · 🍴 274 · 📈 356 stars today

yoink any video from your terminal. no shady ads.

中文介绍 终端里的视频下载工具,粘贴链接即可把视频保存到本地,强调无弹窗广告、无捆绑软件。适合习惯命令行的用户,用来替代那些充斥诱导广告的在线视频下载站点,快速保存网络视频。

HunxByts/GhostTrack

Python · ★ 16,373 · 🍴 2,251 · 📈 369 stars today

Useful tool to track location or mobile number

中文介绍 用于追踪位置或手机号码的信息查询工具,通常结合公开的号码归属地、IP 定位等数据源做关联分析,属于 OSINT 类脚本。使用时需注意隐私与合规边界,仅适合在获得授权的范围内做信息核查。

pbakaus/impeccable

JavaScript · ★ 73,636 · 🍴 4,437 · 📈 602 stars today

The design language that makes your AI harness better at design.

中文介绍 一套面向 AI 编码工具(harness)的设计语言与规范,用于提升 agent 生成界面的设计质量,覆盖排版、间距、色彩等原则。适合用 AI 生成前端页面、又希望成品具备基本设计水准的开发者与设计工程师。

Friedrich-M/UniMate

Python · ★ 1,055 · 🍴 100 · 📈 225 stars today

[SIGGRAPH Asia 2026] UniMate: One Unified Model to Animate Diverse Skeletons

中文介绍 SIGGRAPH Asia 2026 论文项目,提出用单一统一模型为不同骨架结构生成动画,无需针对每种骨架单独建模。适合角色动画、游戏与三维内容方向的研究者和工程师,简化跨骨架、跨角色的动作生成流程。

Rethinking Latent Visual Reasoning: Grounding Latent Reasoning in Visual Evidence

👍 202

Latent visual reasoning (LVR) enables multimodal large language models (MLLMs) to perform intermediate computation in continuous latent tokens rather than expressing every reasoning step in words. However, unlike textual CoT, latent reasoning is not directly observable, making it difficult to superv

中文介绍 潜在视觉推理(LVR)让多模态大模型在连续 latent token 中完成中间计算,但推理过程不可观测,难以为其提供监督。论文重新审视该范式,主张将潜在推理锚定在可观测的视觉证据上,以提升可监督性与可信度。

False Frontiers: Diagnosing and Mitigating Co-Cheating in Self-Evolving Search Agents

👍 186

Self-evolving search agents build their own training curricula by jointly optimizing a proposer that generates questions and a solver that answers them. This closed loop introduces a failure mode we call co-cheating: the proposer and solver increasingly agree on shared errors, so internal reward imp

中文介绍 自演化搜索 agent 通过同时优化出题者与解题者来构建训练课程,却产生「co-cheating」失效模式:两者逐渐在共享错误上达成一致,使内部奖励信号失真。论文诊断该现象并提出缓解方法,以恢复自演化训练的有效性。

Mid-Harness: Scaling Actions Between Model and Harness for Terminal Agents

👍 98

Terminal agents act through stochastic model generations, yet the ability to generate a useful action does not ensure its reliable execution. A poor command (e.g., wrong package install) can change the environment in ways that hinder subsequent progress, even when the model could generate a better a

中文介绍 终端 agent 依赖随机生成的动作,但能生成有用命令并不保证其可靠执行,错误的包安装等操作会改变环境、阻碍后续进展。Mid-Harness 在模型与执行 harness 之间扩展动作空间,以提升终端任务执行的可靠性。

EVOKE: Eliciting World Knowledge in Agents for Transferable Decision-Making

👍 63

Large language models (LLMs) are increasingly deployed as agents for multi-step decision-making, yet transfer poorly to unseen environments. World-model methods address this by training agents to predict future observations, at the cost of additional training and errors that compound when prediction

中文介绍 LLM agent 在多步决策中难以迁移到未见环境,基于世界模型的方法虽可缓解,却需额外训练且预测误差会累积。EVOKE 通过从 LLM 自身引出世界知识来指导决策,无需额外训练即可提升迁移能力。

Breaking Babel: A Self-Evolving Multi-Agent System for Long-Form Subtitle Translation

👍 31

Long-form subtitle translation requires reasoning over discourse and cultural context spanning episodes or entire series, while maintaining consistent terminology and style. Existing single-LLM methods are largely sentence-level, and multi-agent systems often use static workflows that do not adapt t

中文介绍 长篇幅字幕翻译需跨集甚至整季推理话语与文化语境,并保持术语和风格一致;现有单 LLM 方法多停留在句子级,多智能体系统则依赖静态工作流。Breaking Babel 提出自演化多智能体系统,实现自适应的长字幕翻译。

TERRA: Terrain-Aware Reconstruction, Retargeting and Control for Musculoskeletal Locomotion

👍 30

Recent advances in musculoskeletal modeling and reinforcement learning have enabled muscle-actuated agents to reproduce increasingly complex human motions. Yet these capabilities remain largely confined to flat ground, in part because motion datasets rarely include aligned terrain geometry and becau

中文介绍 肌肉骨骼建模与强化学习已能让肌肉驱动的智能体复现复杂人体动作,但受限于平地场景,原因之一是运动数据缺少对齐的地形几何。TERRA 提出地形感知的重建、重定向与控制框架,将肌肉骨骼运动能力扩展到复杂地形。

LoopVL: Recurrent Visual Intelligence

👍 24

We introduce LoopVL to study whether Loop Transformers can be effectively extended to vision- language models. LoopVL combines Module-Loop and Model-Loop computation to iteratively update a unified vision-language state through shared modules. We train LoopVL from scratch through language pre-traini

中文介绍 LoopVL 探索能否将 Loop Transformer 有效扩展到视觉-语言模型:通过 Module-Loop 与 Model-Loop 计算,用共享模块迭代更新统一的视觉-语言状态,并从头经语言预训练等阶段完成训练,验证循环结构在 VLM 中的可行性。

OSWorld-Science: A Benchmark of Computer Use Agents for Learning and Using Scientific Software

👍 24

Scientific software presents a demanding test for computer-using agents based on visual language models (VLMs): completing a research workflow requires interpreting specialized interfaces, manipulating scientific objects, and producing verifiable results. We thus introduce OSWorld-Science, a benchma

中文介绍 科学软件对基于视觉语言模型的计算机使用 agent 构成严峻考验:需解读专业界面、操作科学对象并产出可验证结果。OSWorld-Science 提出相应基准,用于评估 agent 学习与使用科学软件的端到端能力。

BiasReducer: Adaptive Bias Mitigation for Reward Models

👍 16

Reward models score responses from large language models (LLMs) and guide LLM training toward human preferences. However, reward models can favor superficial attributes such as length or confidence, leading LLMs to produce higher-scoring but not more correct responses. Existing mitigation methods ei

中文介绍 奖励模型常偏好长度、自信等表面属性,使 LLM 产出评分更高但未必更正确的回答,现有缓解方法各有限制。BiasReducer 提出自适应偏差缓解方案,动态抑制奖励模型中的表层偏差,提升偏好信号的可靠性。

MILO: Automated Harness Discovery via Orchestrated Multi-Agent Evolution

👍 15

Modern agentic systems combine an AI model with a harness that controls execution and environmental interactions. Harness design strongly affects long-horizon performance, yet its combinatorial search space demands substantial human effort that must be repeated as models change. Existing automated m

中文介绍 现代 agent 系统由 AI 模型与控制执行的 harness 共同组成,harness 设计显著影响长程表现,但其组合搜索空间需大量人力且随模型更替反复进行。MILO 通过编排式多智能体演化,实现 harness 的自动发现。

Scaling Laws for Looped Mixture of Experts

👍 15

Looped transformers and Mixture-of-Experts (MoE) offer complementary routes to efficient scaling: recurrence increases computational depth at fixed parameters, while MoE sparsity expands total capacity at fixed active compute. Yet existing scaling laws model recurrence or sparsity in isolation. In t

中文介绍 循环 Transformer 以递归增加固定参数下的计算深度,MoE 以稀疏性扩大固定激活算力下的容量,但已有缩放律只单独建模其一。论文提出循环 MoE 的联合缩放律,刻画递归与稀疏性共同作用下的效率缩放规律。

CUA-SWE: When Computer-Use Agents Meet Visual Software Engineering

👍 12

Software development requires more than editing code: developers repeatedly run software, interact with its interfaces, visually inspect its behavior, and use these observations to decide what to change next and whether a change works. Existing coding agents and computer-use agents are largely studi

中文介绍 软件开发不仅是编辑代码,还需反复运行程序、与界面交互并视觉检查行为,而现有编码 agent 与计算机使用 agent 对此研究不足。CUA-SWE 将计算机使用 agent 引入视觉软件工程场景,构建相应任务与评测。

Tacit-TTS: From Autoregressive Decoding to Masked Prediction for Efficient Transcript-Free Voice Cloning

👍 7

TTS systems with autoregressive semantic modeling have demonstrated strong zero-shot voice cloning performance and rich expressive variation, but their sequential decoding incurs substantial latency. Non-autoregressive alternatives offer much faster generation, yet often rely on more restrictive ref

中文介绍 基于自回归语义建模的 TTS 零样本音色克隆表现优异,但顺序解码延迟高;非自回归方案更快,却依赖更受限的参考条件。Tacit-TTS 从自回归解码转向掩码预测,实现无需转录文本的高效语音克隆。

Safety of Latent Communication in Multi-Agent Systems

👍 6

Latent communication enables multi-agent systems to exchange information directly in internal representation space, reducing the token, computation, and latency overhead of text-based communication. To this end, lightweight trainable links are introduced to map the sender's representations into the

中文介绍 潜在通信让多智能体系统直接在内部表示空间交换信息,降低 token、计算与延迟开销,具体做法是用轻量可训练连接映射发送方表示。论文研究这种潜在通信的安全性,分析其可能引入的风险与防护方向。

The Evolution of Attention in Large Language Models: Mechanisms, Trade-offs, and Emerging Trends

👍 6

Self-attention gives LLMs fine-grained, query-dependent access to context, but dense token interactions incur quadratic prefill cost and a key--value cache growing with context length. Research thus spans explicit-memory compression, sparse access, recurrent state construction, structured state dyna

中文介绍 自注意力为 LLM 提供细粒度、查询相关的上下文访问,但密集 token 交互带来二次预填充开销与随上下文增长的 KV cache。该综述梳理注意力机制演进,涵盖显式记忆压缩、稀疏访问、循环状态与结构化状态动力学等方向及其权衡。

Training LLM Judges from Language Feedback via Position-Selective Self-Distillation

👍 5

We study training LLM judges from natural language feedback, especially for subjective tasks where the verdict depends strongly on which evaluation criteria the judge invokes and how it weighs them. The dominant approach, outcome-supervised RL (e.g., GRPO), credits every token in the rollout with a

中文介绍 研究如何从自然语言反馈训练 LLM 评委,尤其针对评判标准取舍与加权高度影响结果的主观任务。主流结果监督 RL(如 GRPO)对 rollout 中所有 token 统一分配信用,本文提出位置选择性自蒸馏以更精准利用反馈。

SeLMRoute: Probabilistic Semantic Evidence for Large Language Model Routing

👍 5

Large language model (LLM) routing aims to select the most suitable model for each incoming query. Most existing routers learn this decision directly from query embeddings, model representations, preference data, or clusters of similar examples. Such approaches can be effective, yet the representati

中文介绍 LLM 路由旨在为每个查询选择最合适的模型。现有路由器多直接从查询嵌入、模型表示、偏好数据或相似样本聚类中学习决策,表征能力有限。SeLMRoute 提出基于概率语义证据的路由方法。

BIABench: Evaluating AI agents on real-world bioimage analysis tasks

👍 4

Artificial-intelligence (AI) agents hold promise for automating bioimage analysis, yet no benchmark evaluates whether they can carry out real-world analyses end to end. Such analyses are hard for agents because 2D images, 3D volumes and time-lapse sequences are often too large to read as context, so

中文介绍 AI agent 有望自动化生物图像分析,但尚无基准评估其能否端到端完成真实分析任务——2D 图像、3D 体数据与延时序列往往过大,难以直接读入上下文。BIABench 提出面向真实生物图像分析任务的 agent 评测基准。

Removing Timing Shortcuts Improves Non-Invasive Brain-to-Text

👍 4

We find that major reported improvements in decoding words from non-invasive brain recordings are largely reproducible without any brain data. In the influential work of d'Ascoli et al. (2025), time series of brain activity from subjects perceiving continuous speech are segmented into fixed-length w

中文介绍 论文发现非侵入式脑信号解码单词的主要性能提升,在很大程度上不使用任何脑数据也能复现:d'Ascoli 等(2025)将脑活动时间序列切分为固定长度窗口,引入了可利用的时序捷径。移除该捷径后,脑到文本解码结果更为可信。

SkillGym: Training Skill-Use Agents with Automatic Verifiable Environment Generation

👍 4

Skills equip LLM agents with professional knowledge and guidance to complete long-horizon and complex tasks. Although skills have been widely adopted in recent agent paradigms and harnesses, how to synthesize reliable training data and how to train agents for skill use remain underexplored. In this

中文介绍 技能为 LLM agent 提供专业知识以完成长程复杂任务,但如何合成可靠训练数据、如何训练 agent 使用技能仍待探索。SkillGym 通过自动生成可验证环境,为技能使用型 agent 提供可扩展的训练方案。

Teamily vs. OpenAI Dots: The Vision "Team of Dots" is Already Here, Using by Million of Users

@Teamily_AI · 1.6K 粉丝 · 749.2K 阅 · 512 赞 · 170 转

OpenAI just shared its vision for Dots: an always-on personal agent today, evolving over time into teams of specialized agents working together. We think that is exactly where AI is going. It is also

中文介绍 Teamily 借 OpenAI 公布的 Dots 愿景做对照:从常驻的个人 agent 演进为多个专用 agent 组成的团队。它宣称自家「Team of Dots」路线已经落地、被数百万用户使用,属于贴着官方叙事做产品定位。

Free the models: harness design at the frontier

@pirroh · 16.2K 粉丝 · 234.6K 阅 · 507 赞 · 78 转

Model routers are everywhere right now, but they have a fundamental limitation. No matter if based on advanced heuristics or a small model that reads each turn and picks which LLM to use, a router

中文介绍 讨论 model router 的固有局限:无论用启发式规则还是用小模型逐轮挑选 LLM,路由器都只能在既有模型之间做选择。作者主张把重心转向前沿的 harness 设计,让模型能力被真正释放。

Why LLMs can't write well and how Sherpa fixes it

@RohanNayak2 · 13.7K 粉丝 · 230.7K 阅 · 514 赞 · 142 转

As we pivoted to AI-written shows, countless people told us this would kill Pocket FM. After six long months, I almost believed them. But then our ecosystem exploded, and not despite AI writing but

中文介绍 Pocket FM 转向 AI 编剧,半年里被外界普遍看衰,结果生态反而爆发。作者复盘 LLM 写作的短板,并介绍内部工具 Sherpa 如何修复这些问题,属一线业务的实操复盘。

Safeguarding the AI Era of Biology: Watermarking the Building Blocks of Life

@pushmeet · 29.0K 粉丝 · 209.0K 阅 · 502 赞 · 88 转

Today, we announced SynthID Bio, a method to watermark and detect AI-designed proteins, the building blocks of life. We believe this is the first time humanity has successfully synthesised AI-designed

中文介绍 Google DeepMind 发布 SynthID Bio,可为 AI 设计的蛋白质嵌入水印并支持检测。作者称这是人类首次成功合成可追溯的 AI 设计蛋白质,切入点是生物时代的安全治理。

History Rhymes: Large Language Models Off to a Bad Start?

@michaeljburry · 2.1M 粉丝 · 120.2K 阅 · 519 赞 · 84 转

This 145-year-old case study – presented at the Smithsonian Institute no less - provides a potentially devastating critique of today’s Large Language Models and the spending behind them. Michael Burry

中文介绍 Michael Burry 搬出一份 145 年前、曾在史密森尼学会发表的案例研究,类比当下的大语言模型及其背后的巨额投入,认为历史正在押韵,对 AI 资本开支给出悲观解读。

Why I'm joining Cognition

@alexstamos · 91.8K 粉丝 · 97.2K 阅 · 501 赞 · 37 转

There are real safety and security issues raised by AI, but they can be fixed. It's time to get to work instead of freaking out. That's why I'm joining Cognition as CISO. I really believe in the

中文介绍 前 Facebook 安全负责人 Alex Stamos 宣布加入 Cognition 出任 CISO。他表示 AI 带来的安全与安保问题确实存在但可以被修复,与其恐慌不如动手做事,是安全圈人士进入 AI 编程公司的一例。

The FDE boom is a product gap

@EugenAlpeza · 2.5K 粉丝 · 96.2K 阅 · 539 赞 · 50 转

The industry is hiring its way around a missing product. Every enterprise trying to put agents to work runs into the same problem: agents don’t know how the company operates, and the operators who do,

中文介绍 观点:FDE(前向部署工程师)招聘潮其实是产品缺口的外化。企业部署 agent 都卡在同一点——agent 不懂公司如何运作,而懂业务的人又无法及时接入,只能靠招人绕过去。

We can and must solve alignment

@eric_ho · 4.4K 粉丝 · 66.2K 阅 · 505 赞 · 72 转

In San Francisco, it feels like the eve of the singularity. Yet, a walk through the city looks surprisingly mundane, with driverless cars and rolling fog equal parts of the scenery. The world feels

中文介绍 作者在旧金山感受到「奇点前夜」,街头却依旧平常,无人车与海雾并存。以此切入论证 AI 对齐问题既可解也必须解,属偏观点的长文,而非具体技术方案。

how to build agentic systems for knowledge work

@arscontexta · 13.6K 粉丝 · 41.4K 阅 · 510 赞 · 45 转

the goal is to build software around your agents that gives them the context, tools and methods for a particular kind of work @garrytan put it like this: but what are people really trying to achieve

中文介绍 讲如何为知识工作搭建 agentic 系统:关键是在 agent 周围写软件,为特定类型的工作提供上下文、工具和方法,并引用 Garry Tan 的说法,强调先想清楚人真正想达成什么。

Why Instinct feels Magical

@yashhsm · 27.2K 粉丝 · 35.7K 阅 · 516 赞 · 24 转

how instinct, a $10b startup works - by reverse-engineering its harness: single-threaded chat, memory, computer use, background tasks etc One month ago, i got an invite for instinct my first

中文介绍 反向拆解估值百亿美元的初创公司 Instinct 的产品 harness:单线程对话、记忆、computer use、后台任务等设计。作者以拿到内测邀请一个月的一手体验为素材,解释它为何「有魔力」。

DeepSeek Harness for Desktop Is Here

@DeepSeekHarness · 989 粉丝 · 35.4K 阅 · 1.0K 赞 · 69 转

Today, we’re releasing the DeepSeek Harness v0.2 preview, with a desktop app available for macOS and Windows. You can install it here and follow the instructions to get started. This release comes

中文介绍 DeepSeek Harness 发布 v0.2 预览版,提供 macOS 与 Windows 桌面应用并附安装指引。内容为版本发布公告,重点在桌面端体验与快速上手。

Building a design system for coding agents

@arlanoska · 3.5K 粉丝 · 25.4K 阅 · 503 赞 · 29 转

You ask an agent to build a page. Then you fix the spacing, swap the inputs and explain which button it should use. The next agent makes different choices, so you do it all again. If your repo has

中文介绍 痛点很具体:让 agent 建页面后总要反复调间距、换输入框、指定按钮,换个 agent 又从零重来。作者主张为 coding agent 建一套设计系统,把约束固化进仓库,减少重复返工。

Creative prompting with Gemini Omni in Google Flow

@FlowbyGoogle · 73.2K 粉丝 · 23.0K 阅 · 539 赞 · 51 转

To help get you started exploring Gemini Omni Flash in Google Flow, here is a comprehensive guide featuring prompt templates and detailed ideas for your next creative generations. Whether you are

中文介绍 Google Flow 官方发布 Gemini Omni Flash 的创意提示词指南,包含成体系的 prompt 模板与生成创意示例,想上手该模型的创作者可直接套用。

September at OptimAI: Building the Next Layer of the Agentic Internet

@OptimaiNetwork · 98.4K 粉丝 · 10.7K 阅 · 513 赞 · 138 转

September marked an important step in OptimAI's evolution. Over the past month, we have been expanding the products people interact with while continuing to strengthen the infrastructure underneath

中文介绍 OptimAI 的九月复盘:一边扩展用户可交互的产品,一边继续加固底层基础设施,自我定位是为「agentic internet」搭建下一层。属项目月度进展总结。

The eternal complement

Advanced AI may matter most for the routine work behind breakthrough ideas. Explore why execution could shape the next economy and the pace of progress.

中文介绍 OpenAI 发文探讨先进 AI 对突破性创意背后日常执行工作的价值,认为执行环节可能决定下一阶段经济的形态与整体进步速度。

How Albertsons Companies is reimagining retail from the inside out

Albertsons Cos. is using ChatGPT Enterprise and the OpenAI API to help teams work faster and make grocery shopping easier for millions of customers.

中文介绍 Albertsons 公司借助 ChatGPT Enterprise 与 OpenAI API,让团队工作更快,并为数百万顾客提供更便捷的购物体验。

[AINews] Gemini 4 Argon: GDM’s answer to Astra/Fable, with 1M output

... but you can’t try it yet unless you are “government users and trusted cyber defenders in the Fairwind Program”

中文介绍 谷歌 DeepMind 推出 Gemini 4 Argon,支持 100 万 token 输出,但目前仅向「Fairwind 计划」中的政府用户与可信网络防御者开放试用。

The Den frees up 10-15 hours a week to grow with ChatGPT Work

As it opens a new location, the social club prepares grant applications in 2 hours instead of 3 days and liquor-license materials in 3 hours instead of 4 days.

中文介绍 The Den 社交俱乐部借助 ChatGPT Work 每周节省 10 至 15 小时,拨款申请由 3 天缩短至 2 小时,酒牌材料由 4 天缩短至 3 小时。

Why Dwarkesh is Wrong about Computer Use + How OpenAI shipped its Jev competitor in 1 Week

Our DevDay coverage - the first pod on the DevDay lineup - dives in with the leaders of OpenAI’s CUA team and API platform.

中文介绍 Latent Space 的 DevDay 首期播客与 OpenAI 计算机使用智能体(CUA)团队及 API 平台负责人对谈,讨论 Dwarkesh 对 Computer Use 的观点,以及 OpenAI 一周内推出其竞品一事。

“We’re not going to shoot ourselves in the foot” over hack fallout, says OpenAI’s chief research officer

Two months after the bombshell news that a swarm of its agents had broken their containment and hacked into the computers of the AI company Hugging Face, OpenAI is still putting out fires. A steady drip of disclosures about other hacks in the weeks since has kept OpenAI in the spotlight and raised s

中文介绍 OpenAI 首席研究官就智能体突破限制并入侵 Hugging Face 计算机事件回应称「我们不会自伤」,事发两个月后,公司仍在一系列相关黑客披露中持续应对后续影响。

Disrupting a coordinated model-distillation campaign

Learn how OpenAI disrupted a campaign to extract protected model reasoning and is strengthening defenses against adversarial distillation.

中文介绍 OpenAI 披露已捣毁一项协同的模型蒸馏行动,该行动旨在提取受保护的模型推理过程,公司同时加强了针对对抗性蒸馏的防御。

Helping small businesses put AI to work

OpenAI is partnering with America’s SBDC to expand hands-on AI training and local support for small businesses, alongside a new report on how small teams are using AI.

中文介绍 OpenAI 与美国小企业发展中心(SBDC)合作,扩大小企业 AI 实操培训与本地支持,并发布关于小团队如何使用 AI 的新报告。

市场总览

美股技术面分层明显:QQQ 742.03 距 52 周高仅 -0.88%,RSI14 61.5、MACD 7.5833 高于信号 6.0583,多头排列完整;NVDA 230.86 与 MSFT 512.8 分别录得 MACD 多头与金叉,均站上三条均线。但 SPY 763.99 已微跌破 SMA20 765,MACD 由 0.5364 下穿 0.9075 转死叉,RSI14 49.2 居中,指数级动量钝化;AAPL、GOOGL、TSLA 亦现 MACD 死叉。加密板块整体维持多头排列,BTC 84660.32、RSI14 64.2,ETH 2699.03、RSI14 63.5,SOL 118.1、RSI14 61.8,但三者 MACD 均已死叉;加密恐慌贪婪指数报 74,处「贪婪」区间,加密总市值 2.90T 美元、24 小时 -2.11%,BTC 主导率 58.7%、ETH 11.4%。中概全线偏弱,BABA 107.45 空头排列且 RSI14 38.4,PDD 76.5、RSI14 36.1,JD 26.37、RSI14 35.3,0700.HK 431 亦为空头排列。商品外汇与宏观分化:黄金 4208.3 空头排列、RSI14 37.4;WTI 93.08 虽多头排列但 MACD 0.8223 低于信号 2.1413;美元指数 102.04 与 10Y 美债收益率 5.24 分别录得 RSI14 75 与 72.7 的超买读数并贴近 52 周高;美元/人民币 6.70 接近 52 周低;VIX 16.39 出现 MACD 金叉,近 5 日 +4.59%。

今日关注

QQQ 纳斯达克100 ETF (QQQ)
偏上行

现价 742.03 高于 SMA20 726.18、SMA50 715.66 与 SMA200 667.91,呈标准多头排列,距 52 周高仅 -0.88%。RSI14 为 61.5,处中性偏强区且未超买;MACD 7.5833 高于信号线 6.0583,红柱为正,近 1 日 +0.31%、近 5 日 +0.13%,动量与趋势读数方向一致,技术状态偏上行。

^TNX 10年期美债收益率 (^TNX)
偏上行

读数 5.24,RSI14 达 72.7 已进入超买区间,并同时站上 SMA20 5.02、SMA50 4.82、SMA200 4.44,构成多头排列,距 52 周高 -1.97%。MACD 0.1327 高于信号线 0.1117,近 5 日 +1.45%。收益率上行斜率与超买读数并存,是全场 RSI 偏离 50 最远的标的之一,技术状态偏上行但过热特征明显。

SPY 标普500 ETF (SPY)
中性

现价 763.99 微低于 SMA20 765,但仍高于 SMA50 763.07 与 SMA200 720.03;RSI14 49.2 几乎居中,属典型无偏向读数。MACD 0.5364 已下穿信号线 0.9075,构成死叉,近 5 日 -0.42%,距 52 周高 -1.97%。趋势标签为多头但动量指标转弱,多空信号相互抵消,技术状态中性。

BABA 阿里巴巴 (BABA)
偏下行

现价 107.45 同时低于 SMA20 110.37、SMA50 117.04 与 SMA200 131.16,呈完整空头排列。RSI14 38.4 处弱势区但尚未超卖;MACD -2.2388 低于信号线 -2.1325,死叉延续,近 1 日 -0.08%、近 5 日 -2.87%,距 52 周高 -44.23%。趋势与动量同步向下,技术状态偏下行。

GC=F 黄金期货 (GC=F)
偏下行

现价 4208.3 位于 SMA20 4353.51、SMA50 4364.15 与 SMA200 4554.26 之下,空头排列清晰。RSI14 37.4 偏低但未触超卖;MACD -57.842 低于信号线 -32.309,绿柱扩大,近 5 日 -2.09%,距 52 周高 -24.67%。均线压制与负向动量共振,技术状态偏下行。

全部资产

^VIX

VIX 恐慌指数

$16.39 +0.31%
5 日
+4.59%
距 52w 高
-53.6%
RSI(14)
53.4
趋势
中性
SMA 20 / 50 / 200
15.88 / 15.85 / 18.07
MACD / 信号
0.051 / -0.035
MACD 金叉 (2 天前)

^TNX

10Y 美债收益率 (%)

$5.24 -1.06%
5 日
+1.45%
距 52w 高
-2.0%
RSI(14)
72.7
趋势
多头
SMA 20 / 50 / 200
5.02 / 4.82 / 4.44
MACD / 信号
0.133 / 0.112
RSI 超买接近 52 周高多头排列

DX-Y.NYB

美元指数 DXY

$102.04 +0.58%
5 日
+0.74%
距 52w 高
-0.2%
RSI(14)
75.0
趋势
多头
SMA 20 / 50 / 200
100.21 / 99.99 / 99.25
MACD / 信号
0.538 / 0.339
RSI 超买接近 52 周高多头排列

SPY

S&P 500 ETF

$763.99 +0.18%
5 日
-0.42%
距 52w 高
-2.0%
RSI(14)
49.2
趋势
多头
SMA 20 / 50 / 200
765.00 / 763.07 / 720.03
MACD / 信号
0.536 / 0.907
MACD 死叉 (1 天前)接近 52 周高多头排列

QQQ

Nasdaq 100 ETF

$742.03 +0.31%
5 日
+0.13%
距 52w 高
-0.9%
RSI(14)
61.5
趋势
多头
SMA 20 / 50 / 200
726.18 / 715.66 / 667.91
MACD / 信号
7.583 / 6.058
接近 52 周高多头排列

AAPL

Apple

$330.32 -0.81%
5 日
-1.67%
距 52w 高
-4.3%
RSI(14)
51.4
趋势
多头
SMA 20 / 50 / 200
331.62 / 322.18 / 288.86
MACD / 信号
4.083 / 5.073
MACD 死叉 (2 天前)多头排列

MSFT

Microsoft

$512.80 -0.02%
5 日
+2.99%
距 52w 高
-7.4%
RSI(14)
60.2
趋势
多头
SMA 20 / 50 / 200
501.30 / 485.01 / 432.62
MACD / 信号
7.416 / 7.356
MACD 金叉 (今天)多头排列

NVDA

Nvidia

$230.86 +1.09%
5 日
+2.80%
距 52w 高
-2.4%
RSI(14)
60.1
趋势
多头
SMA 20 / 50 / 200
223.51 / 217.77 / 200.43
MACD / 信号
3.069 / 2.455
接近 52 周高多头排列

GOOGL

Alphabet

$338.24 -1.70%
5 日
-1.20%
距 52w 高
-17.2%
RSI(14)
45.4
趋势
中性
SMA 20 / 50 / 200
342.57 / 343.85 / 338.74
MACD / 信号
-0.648 / -0.360
MACD 死叉 (今天)

TSLA

Tesla

$354.11 -0.20%
5 日
-6.31%
距 52w 高
-29.0%
RSI(14)
45.6
趋势
中性
SMA 20 / 50 / 200
365.15 / 346.57 / 393.71
MACD / 信号
1.278 / 3.707
MACD 死叉 (3 天前)

META

Meta

$725.93 +0.10%
5 日
-6.64%
距 52w 高
-6.9%
RSI(14)
61.1
趋势
中性
SMA 20 / 50 / 200
690.05 / 622.60 / 627.98
MACD / 信号
36.037 / 35.275
加密恐慌贪婪
74
贪婪
加密总市值
$2.90 T
-2.11% / 24h
BTC 主导率
58.7%
ETH 11.4%
24h 成交量
$97.7 B
活跃币 21,765

BTC-USD

Bitcoin

$84,660.32 +1.32%
5 日
+0.30%
距 52w 高
-32.9%
RSI(14)
64.2
趋势
多头
SMA 20 / 50 / 200
81,674.61 / 77,697.14 / 71,322.09
MACD / 信号
2,039.731 / 2,164.191
MACD 死叉 (2 天前)多头排列

ETH-USD

Ethereum

$2,699.03 +0.57%
5 日
+0.14%
距 52w 高
-43.2%
RSI(14)
63.5
趋势
多头
SMA 20 / 50 / 200
2,619.39 / 2,452.14 / 2,112.35
MACD / 信号
75.307 / 83.567
MACD 死叉 (3 天前)多头排列

SOL-USD

Solana

$118.10 +0.09%
5 日
-2.74%
距 52w 高
-50.2%
RSI(14)
61.8
趋势
多头
SMA 20 / 50 / 200
112.21 / 102.03 / 85.55
MACD / 信号
5.437 / 5.614
MACD 死叉 (今天)多头排列

BABA

阿里巴巴 (BABA)

$107.45 -0.08%
5 日
-2.87%
距 52w 高
-44.2%
RSI(14)
38.4
趋势
空头
SMA 20 / 50 / 200
110.37 / 117.04 / 131.16
MACD / 信号
-2.239 / -2.132
MACD 死叉 (1 天前)空头排列

PDD

拼多多 (PDD)

$76.50 -1.85%
5 日
-2.17%
距 52w 高
-45.1%
RSI(14)
36.1
趋势
空头
SMA 20 / 50 / 200
78.79 / 83.93 / 94.68
MACD / 信号
-1.767 / -1.832
空头排列

JD

京东 (JD)

$26.37 -0.86%
5 日
-1.42%
距 52w 高
-28.5%
RSI(14)
35.3
趋势
中性
SMA 20 / 50 / 200
27.03 / 29.09 / 28.90
MACD / 信号
-0.627 / -0.660

0700.HK

腾讯控股 (0700.HK)

HK$431.00 -0.23%
5 日
-2.27%
距 52w 高
-36.9%
RSI(14)
45.4
趋势
空头
SMA 20 / 50 / 200
434.29 / 447.99 / 499.80
MACD / 信号
-3.099 / -3.943
空头排列

GC=F

黄金期货

$4,208.30 +0.52%
5 日
-2.09%
距 52w 高
-24.7%
RSI(14)
37.4
趋势
空头
SMA 20 / 50 / 200
4,353.51 / 4,364.15 / 4,554.26
MACD / 信号
-57.842 / -32.309
空头排列

CL=F

WTI 原油期货

$93.08 +2.94%
5 日
-1.62%
距 52w 高
-22.1%
RSI(14)
50.8
趋势
多头
SMA 20 / 50 / 200
96.06 / 88.60 / 82.21
MACD / 信号
0.822 / 2.141
多头排列

USDCNY=X

美元 / 人民币

¥6.70 -0.06%
5 日
-0.18%
距 52w 高
-6.8%
RSI(14)
39.4
趋势
空头
SMA 20 / 50 / 200
6.71 / 6.73 / 6.83
MACD / 信号
-0.006 / -0.008
接近 52 周低空头排列
风险提示

本报告仅为技术指标读数与走势形态的客观复述,不构成任何投资建议;指标存在滞后与失效可能,过去走势不代表未来表现,据此操作风险自担,仅供技术指标解读参考。

What happened in the failed execution of Christa Pike - and what next?

The convicted killer is in hospital in Tennessee after surviving two lethal injections, in a case that has raised many questions.

中文摘要 美国田纳西州死囚克里斯塔·派克在两次注射死刑执行失败后幸存,目前住院治疗。此案使死刑注射程序与执行方式受到质疑,后续处置尚不明确。

Australia news live: Julie Inman-Grant says ‘time for new leadership’ at eSafety; Ayres defends ‘cooperation’ with OpenAI after hack

Follow the day’s news live Get our breaking news email, free app or daily news podcast Some findings from the eSafety report on online game providers The eSafety commission released a major new report into online game service providers today, examining how the companies keep kids safe on the interne

中文摘要 澳大利亚新闻直播:eSafety专员朱莉·英曼-格兰特称该机构「需要新领导层」;部长艾尔斯在黑客事件后为其与OpenAI的合作辩护。eSafety当日发布关于网络游戏服务商如何保护儿童的新报告。

Tyson Fury vs Anthony Joshua fight confirmed, but is the bout too late?

As Fury and Joshua confirm long-awaited boxing fight, Al Jazeera explains the delays and exchanges between the sides.

中文摘要 泰森·富里与安东尼·约书亚的拳击对决正式确认,这场长期期待的英国重量级之战终于敲定。半岛电视台称双方谈判多次拖延,赛事是否来得太晚引发讨论。

Flydubai co-pilot ‘assaulted’ captain before landing: Initial Saudi probe

Saudi Arabia's Interior Ministry says pilots were returned to the UAE with an Emirati security team.

中文摘要 沙特初步调查显示,迪拜航空一架航班在降落前,副驾驶「袭击」了机长。沙特内政部称,两名飞行员已由阿联酋安全小组带回阿联酋,调查仍在进行。

Canada’s Proposed Oil Pipeline Offers Carney Relief From Domestic and Global Turmoil

The new pipeline from Alberta’s oil sands to the Pacific Coast may lower separatist tensions in that province while also loosening energy ties with the U.S.

中文摘要 加拿大提议修建从阿尔伯塔油砂区通往太平洋沿岸的新输油管道。该计划或缓解阿尔伯塔的分离主义紧张,同时削弱与美国的能源联系,为总理卡尼带来内外压力下的缓解。

Investigators Seek Motive for FlyDubai Cockpit Attack

Prime Minister Benjamin Netanyahu of Israel said the co-pilot who set upon the pilot had undergone “Islamist radical indoctrination” but did not elaborate.

中文摘要 调查人员正追查迪拜航空驾驶舱袭击事件的动机。以色列总理内塔尼亚胡称,涉事副驾驶曾接受「伊斯兰极端主义思想灌输」,但未作进一步说明。

Investigators Seek to Establish Motive in FlyDubai Attack

The United Arab Emirates said it would lead the investigation, including into possible links to terrorism. Prime Minister Benjamin Netanyahu of Israel said the attacker had undergone “Islamist radical indoctrination,” though he did not elaborate.

中文摘要 阿联酋表示将主导对迪拜航空驾驶舱袭击事件的调查,包括排查与恐怖主义的可能关联。以色列总理内塔尼亚胡称袭击者曾受「伊斯兰极端主义思想灌输」,未详细说明。

Russia’s Putin rules out ceasefire with Ukraine during speech in Moscow

Putin warned the West he would deploy nuclear weapons if necessary to defend the Russian Baltic exclave of Kaliningrad.

中文摘要 俄罗斯总统普京在莫斯科的讲话中排除与乌克兰停火的可能性,并警告西方,若有必要将动用核武器保卫俄罗斯在波罗的海的飞地加里宁格勒。

Lucien Lazare, Jewish Resistance Fighter in Occupied France, Dies at 101

He and a small troop of French Jews worked with the Allies to distribute supplies and fight the Nazis, ambushing a German train and liberating a city in the south.

中文摘要 二战期间在被占领法国参与抵抗运动的犹太人吕西安·拉扎尔去世,享年101岁。他曾与一小队法国犹太人同盟军合作运送物资、抗击纳粹,并参与袭击德军列车、解放法国南部一座城市。

Mike Smith, Bubbles on ‘Trailer Park Boys,’ Has Sexual Assault Charge Dismissed

The Canadian cult comedy series announced that Mr. Smith, 54, would resume his involvement with the show.

中文摘要 加拿大喜剧《拖车公园男孩》中饰演「泡泡」的演员迈克·史密斯所涉性侵指控被撤销,54岁的他将重新参与该剧演出。剧方已宣布这一消息。

Protesters halt game as calls grow on Ireland to boycott second Israel game

Republic of Ireland's game halted by tennis balls thrown and invader with Palestine flags amid Israel boycott demand.

中文摘要 爱尔兰共和国一场比赛因抗议中断,观众投掷网球,并有人持巴勒斯坦旗帜闯入球场。要求爱尔兰抵制第二场与以色列比赛的呼声持续升高。

A Climate Change Rebrand

More politicians have stopped talking about the climate, but the green transition is still moving forward.

中文摘要 报道称,越来越多的政治人物不再谈论气候议题,但绿色转型仍在推进。文章探讨气候议题在话语层面「改头换面」后,相关政策与实际行动的进展。

Most Americans say US-Israel war on Iran not worth fighting: Poll

Nearly 70 percent of Americans say the US-Israeli war is not worth fighting, marking a significant spike since July.

中文摘要 一项民调显示,近70%的美国人认为美国与以色列对伊朗的战争不值得打,这一比例自7月以来显著上升。

Getting Oil and Gas Through Hormuz Strait Is Dangerous Job for Ship Captains

A tanker captain’s first-hand account shows why flows from the Middle East are rising, despite the dangers of Iranian drones and missiles.

中文摘要 一名油轮船长以亲身经历说明,尽管存在伊朗无人机和导弹的威胁,来自中东的石油与天然气运输量为何仍在上升。

The wealthy Cuban Americans ready and waiting for Havana to fall

Cuban exiles in Florida are increasingly hopeful that regime change in Cuba is now on the horizon.

中文摘要 BBC报道称,佛罗里达的古巴流亡者日益期待古巴政权更迭在即,这些富裕的古巴裔美国人正等待并为此作准备。

Suno's Mikey Shulman on the AI Music Landscape

Suno Co-Founder & CEO, Mikey Shulman discusses AI tools for music production, copyright disputes and emerging licensing models with Bloomberg’s Ashley Carman and Lucas Shaw at Bloomberg Screentime 2026 in Los Angeles. (Source: Bloomberg)

中文摘要 Suno联合创始人兼首席执行官Mikey Shulman在洛杉矶举行的彭博Screentime 2026活动上,与彭博记者讨论AI音乐制作工具、版权纠纷及新兴授权模式。

EU countries in crisis talks over release of diesel stocks

Trump administration has pressured European countries to release strategic reserves, warning that it could ban US diesel exports if they do not do so

中文摘要 特朗普政府施压欧洲国家释放战略柴油储备,并警告若不这样做可能禁止美国柴油出口,欧盟国家就此展开紧急磋商。

Burnham searches for UK alternative to Palantir

Prime minister’s ‘Buy British’ push triggers hunt to find replacement for controversial US tech group awarded health service and defence contracts

中文摘要 英国首相推动「买英国货」,促使政府寻找美国科技公司Palantir的英国替代方案。该争议性企业此前获得英国医疗服务和国防合同。

US says Europe should ready fuel supplies as Trump threatens diesel ban

President Donald Trump has threatened to ban diesel exports in a bid to ease prices in the US ahead of the November elections.

中文摘要 BBC报道,美国总统特朗普威胁禁止柴油出口,以在11月选举前压低美国油价,并称欧洲应准备好燃料供应。

Asian Stocks to Fall on Oil Rally, Bonds in Focus: Markets Wrap

Asian stocks were poised to fall as oil surged on the prospect of renewed conflict between the US and Iran, reviving concerns about the inflationary impact of higher energy prices. Bonds will be in focus after a rebound in Treasuries.

中文摘要 由于美伊可能重启冲突推动油价飙升,亚洲股市料将下跌,市场重新担忧能源价格上涨带来的通胀影响;美债反弹后,债市成为关注焦点。

The Diary of a CEO's Steven Bartlett on Podcast Growth

Steven.com Founder and The Diary of a CEO Host, Steven Bartlett discusses how audience scale and distribution can support the development of a broader media business with Bloomberg’s Ed Ludlow at Bloomberg Screentime 2026 in Los Angeles. (Source: Bloomberg)

中文摘要 Steven.com创始人、《The Diary of a CEO》主持人Steven Bartlett在洛杉矶彭博Screentime 2026活动上,谈受众规模与分发如何支撑更广泛的媒体业务。

Nike to cut jobs as it forecasts revenue decline in the coming year

US sneaker and sportswear group to open an India campus under its turnaround plan

中文摘要 据英国《金融时报》报道,美国运动鞋服集团耐克预计未来一年营收下滑并将裁员,同时在其扭亏计划下于印度设立园区。

Latest Oil Market News and Analysis for Oct. 2

Oil climbed for a third day as the US mulled sending another aircraft carrier group to the Middle East, potentially escalating the war with Iran and threatening to hamper a recovery in energy flows from the region.

中文摘要 油价连续第三日上涨,因美国考虑向中东增派航母战斗群,此举可能使与伊朗的冲突升级,并阻碍该地区能源供应的恢复。

'Shameless' Actor Noel Fisher on AI in Hollywood

Noel Fisher, actor & founder of Prototype Productions, joins Bloomberg Businessweek Daily to discuss the economics of streaming and artificial intelligence's growing presence in the entertainment industry. Fisher speaks with hosts Carol Massar and Tim Stenovec on the sidelines of Bloomberg Screentim

中文摘要 演员Noel Fisher(Prototype Productions创始人)在彭博节目中讨论流媒体经济,以及人工智能在娱乐产业中日益增长的应用。