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2026-10-03

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Panniantong/Agent-Reach

Python · ★ 88,610 · 🍴 7,800 · 📈 696 stars today

Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees.

中文介绍 为AI代理提供互联网视野,整合Twitter、Reddit、YouTube等多平台内容,零API费用。适用于需要跨平台数据检索的AI应用开发。

JuliusBrussee/caveman

Go · ★ 109,095 · 🍴 6,315 · 📈 209 stars today

🪨 why use many token when few token do trick. Viral skill + proxy for coding agents that cuts 65% of tokens by talking like a caveman.

中文介绍 通过简化语言使用更少的token实现高效编码,适用于需要快速生成代码的AI代理。

obra/superpowers

Shell · ★ 294,455 · 🍴 26,318 · 📈 556 stars today

An agentic skills framework & software development methodology that works.

中文介绍 提供代理技能框架和软件开发方法,适用于需要构建智能代理的软件开发者。

DietrichGebert/ponytail

JavaScript · ★ 151,787 · 🍴 8,141 · 📈 1,435 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代理像最懒的资深开发者一样思考,减少不必要的代码,适用于代码生成和优化。

pbakaus/impeccable

JavaScript · ★ 74,315 · 🍴 4,480 · 📈 722 stars today

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

中文介绍 为AI设计提供设计语言,提升设计效率,适用于需要AI辅助设计的开发者。

mattpocock/skills

Shell · ★ 274,699 · 🍴 23,061 · 📈 955 stars today

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

中文介绍 为真实工程师提供技能,适用于需要AI代理辅助开发的开发者。

NVIDIA/OpenShell

Rust · ★ 14,427 · 🍴 1,660 · 📈 594 stars today

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

中文介绍 为自主AI代理提供安全、私有的运行时环境,适用于需要构建安全AI代理的开发者。

coreyhaines31/marketingskills

JavaScript · ★ 52,410 · 🍴 7,880 · 📈 140 stars today

Marketing skills for Claude Code and AI agents. CRO, copywriting, SEO, analytics, and growth engineering.

中文介绍 为Claude Code和AI代理提供营销技能,适用于需要AI辅助营销的团队。

heygen-com/hyperframes

TypeScript · ★ 55,893 · 🍴 5,038 · 📈 580 stars today

Write HTML. Render video. Built for agents.

中文介绍 适用于AI代理的HTML和视频渲染工具,适用于需要快速生成多媒体内容的开发者。

mksglu/context-mode

TypeScript · ★ 25,029 · 🍴 1,798 · 📈 282 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编码代理提供上下文窗口优化,适用于需要跨平台进行代码开发的开发者。

google/skills

Python · ★ 20,744 · 🍴 1,721 · 📈 39 stars today

Agent Skills for Google products and technologies

中文介绍 为Google产品和技术提供代理技能,适用于Google平台开发者。

getsentry/sentry

Python · ★ 45,031 · 🍴 4,891 · 📈 16 stars today

Developer-first error tracking and performance monitoring

中文介绍 提供开发者优先的错误追踪和性能监控工具,适用于需要监控应用性能的开发者。

colbymchenry/codegraph

C · ★ 72,957 · 🍴 4,682 · 📈 98 stars today

Pre-indexed code knowledge graph, auto syncs on code changes, for Claude Code, Codex, Gemini, Cursor, OpenCode, AntiGravity, Kiro, CoPilot, and Hermes Agent — fewer tokens, fewer tool calls, 100% local

中文介绍 为多个AI代理提供预索引的代码知识图谱,适用于需要高效检索代码知识的开发者。

cursor/plugins

TypeScript · ★ 9,499 · 🍴 896 · 📈 163 stars today

Cursor plugin specification and official plugins

中文介绍 提供Cursor插件规范和官方插件,适用于Cursor插件开发者。

mvschwarz/openrig

TypeScript · ★ 4,302 · 🍴 293 · 📈 683 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 构建Claude Code、Codex和Pi的代理网络,适用于需要持久化团队协作的开发者。

Effect-TS/effect

TypeScript · ★ 16,545 · 🍴 802 · 📈 80 stars today

Build production-ready applications in TypeScript

中文介绍 使用TypeScript构建生产级应用,适用于TypeScript开发者。

pablostanley/yoinks

TypeScript · ★ 3,497 · 🍴 310 · 📈 623 stars today

yoink any video from your terminal. no shady ads.

中文介绍 从终端下载视频,无广告干扰,适用于需要快速下载视频的开发者。

Ego2Act: Evaluating Goal-Directed Manipulation in Egocentric Video Generation

👍 2

Video generation models are increasingly being explored as world simulators for embodied planning and learning. To do so effectively, these models must not only generate visually appealing frames, but also predict how environments dynamically evolve when executing goal-directed actions. While evalua

ScholarCatalyst: A Benchmark for Retrieving Papers That Inspire New Research

👍 5

What makes great scientists great? Even as AI systems start to make progress on open problems, scientists remain far ahead of them at sensing which prior idea, buried in an ever-growing archive of research, a new problem needs. To study this skill, we draw on researchers who know firsthand which ear

Decoding Looped Transformers Better for (Almost) Free

👍 18

Looped Transformers achieve parameter efficiency by repeatedly executing a shared block across recurrent loops. Each loop yields an intermediate representation decodable for the same next token, yet standard decoding discards earlier states. Because earlier loops embody less computation, recurrence

Generalization Is Stability, Not Accuracy: Multi-Axis Evaluation of LLMs

👍 5

Generalization in large language models (LLMs) is the ability to produce consistent and semantically stable outputs when the same input is expressed in different ways. Existing work typically evaluates generalization through aggregate accuracy on a single prompt format, task, or set of variations, w

Omni-Embed-Mini: Binding Modalities Without Forgetting via Dense Distillation

👍 10

Extending a text embedding model to new modalities typically degrades text retrieval quality, and existing omni-modal embedders compensate with multi-billion parameters. We present Omni-Embed-Mini, a 0.9B-parameter model that maps text, speech, audio, images, video, and visually-rich documents into

Honeycomb: Constant-Size Scene Memory Representation for Video World Models

👍 1

Video world models require persistent scene memory to maintain consistency during long-horizon video generation. Existing spatial memories accumulate RGB observations or latent features, increasing storage requirements as generation proceeds. We introduce Honeycomb, a video world model built on HexM

JevSpawn: Adaptive Agentic Inference through Compositional Action Spaces

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LLM agents generate intermediate reasoning and actions token by token, making extended interactions slow and computationally expensive. Jev-style models offer fast probabilistic predictions over finite fields, but require those fields to be specified in advance. This requirement limits autonomous ta

Architect-Ant: Editable Automatic Furnishing of Architectural Floor Plans

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Furnished floor plans support real-estate visualization, interior design, and architectural workflows, yet automatic furnishing remains challenged by limited real-world data and the need to satisfy interacting geometric and functional constraints. We ask whether professional furnishing knowledge can

EgoTools: Towards Tool-Centric Reasoning in Real-World Egocentric Videos

👍 33

Real-world embodied tasks, from everyday activities to professional procedures, require agents to act under physical constraints while tracking evolving object and task states. Tool use sits at the heart of such tasks, as many everyday and professional activities are tool-mediated. Understanding the

Better Supervision Is Nearby: Neighborhood On-Policy Self-Distillation

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On-policy self-distillation (OPSD) trains mathematical reasoning models using a privileged teacher that sees a reference solution and supervises student-sampled prefixes. Standard OPSD uses one fixed parameter setting at every state, but nearby settings may offer additional supervision. We find that

RLE-Bench: A Qualifying Exam for Coding Agents as Robot Learning Engineers

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Coding agents are beginning to move beyond purely digital tasks to tackle physical-world challenges, particularly in robotics. Existing robotics benchmarks, however, primarily focus on the performance of individual artifacts, such as policies or controllers, offering limited coverage of coding agent

CorrGRPO: Correlation-Normalized GRPO for Multi-Reward Learning

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Group Relative Policy Optimization (GRPO) is widely used to train reasoning language models, where it computes advantages by centering and normalizing rewards across rollouts of the same prompt. For multiple rewards, GRPO sums the reward components and normalizes the total reward by its within-group

E-MoE: Enhanced Mixture-of-Experts for Non-Factorized Diffusion Language Models

👍 49

Masked diffusion models (MDMs) generate sequences by progressively unmasking several tokens per denoising step, but their reverse process is typically factorized over positions, limiting sample quality in the few-step regime where diffusion's speed advantage over autoregressive decoding matters most

On-Policy or Off-Policy Learning? A Systematic Study of Distillation Dynamics

👍 114

On-policy learning has been argued to reduce catastrophic forgetting, produce sparser parameter updates, and improve generalisation. However, existing comparisons between supervised fine-tuning and reinforcement learning vary many factors simultaneously, making the contribution of rollout policy dif

DataMagic: Authoring Data Videos through Declarative Multi-Agent Orchestration

👍 5

Data videos communicate data insights through dynamic charts, voice narration, and synchronized animations, and have become a widely adopted form of data storytelling. However, producing them requires expertise in data analysis, narrative design, and video editing. Static visualization tools lack na

X-Tree: Tokenizing Reusable Experience for Efficient Agent Generalization

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Multi-step agents are trained on flat action streams: SFT and RLVR weight every token uniformly and ignore the sub-procedures that recur across tasks, the hierarchy that lets humans plan top-down from reusable routines. This structure sits unused, and flat training uses each scarce trajectory less f

The Rise of the Automation Engineer

@jakeserval · 1.1K 粉丝 · 406.0K 阅 · 505 赞 · 1.1K 转

There is a lot of talk about the jobs AI takes away and very little about the ones it creates. While pessimism might be easier (and certainly gets more clicks), I’m more optimistic. From where I sit,

中文介绍 探讨AI创造的新工作机会,对比AI带来的就业影响。

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 分析大型语言模型写作问题,介绍Sherpa如何解决。

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 介绍SynthID Bio技术,用于标记和检测AI设计的蛋白质。

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 通过历史案例研究,对当前大型语言模型及其背后的投资提出批评。

here's how to make viral videos with Seedance 2.5

@0xROAS · 54.6K 粉丝 · 118.6K 阅 · 502 赞 · 56 转

Seedance 2.5 is one of the craziest "nano banana moments" of AI VIDEO in 2026. It's the model behind every viral video that you are seeing right now... and it's pretty simple to generate those video,

中文介绍 介绍Seedance 2.5模型,用于制作病毒视频。

Own your AI, don’t let it own you

@0xSigil · 56.0K 粉丝 · 79.1K 阅 · 509 赞 · 72 转

6 months ago, the #1 AI was Claude Opus 4.6. Our model, Underdog 27B beats it while running on your Mac or iPhone. Most AI will run on your device, not in data centers. Intelligence that recently

中文介绍 介绍Underdog 27B模型,在个人设备上运行超越Claude Opus 4.6。

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 探讨AI时代的问题,强调解决AI对齐问题的必要性。

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 分享构建知识工作代理系统的方法。

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 分析Instinct这家10亿美元初创公司的运作方式。

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 发布DeepSeek Harness v0.2桌面应用预览版,支持macOS和Windows。

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 提供Gemini Omni在Google Flow中的创意提示指南。

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 介绍OptimAI在构建代理互联网下一层的基础设施。

OpenAI Withheld GPT-6.1 Astra. It Exposed AI’s Permission Problem.

@ActionModelAI · 60.2K 粉丝 · 6.8K 阅 · 501 赞 · 439 转

OpenAI has chosen not to release GPT-6.1 Astra after the model failed to meet its safety standards. To be clear, GPT-6.1 Astra is not GPT-6.1 Sol, the model OpenAI released at DevDay. GPT-6.1 Sol has

中文介绍 OpenAI因安全标准未达标而未发布GPT-6.1 Astra,探讨AI的权限问题。

A model guide for the GPT-6 family

Learn how startups can choose GPT-6 models, tune reasoning effort, improve prompts and skills, coordinate tools, and prepare workflows for production.

中文介绍 OpenAI发布GPT-6系列模型指南,指导初创公司选择模型、调整推理努力、改进提示和技能,以及准备生产工作流程。

Redefining enterprise intelligence with autonomous AI

Enterprise AI is no longer a future ambition. It is in full operational flight. Model capabilities are advancing faster than most organizations can absorb, while the cost of performance continues to fall. Globally, AI investment is set to reach $2.5 trillion in 2026, up 44% from the previous year. F

中文介绍 企业AI已全面运营,预计2026年全球AI投资将达2.5万亿美元,同比增长44%。

Don’t be fooled—LLMs don’t reason

On an afternoon in Seoul in March 2016, I watched a program I helped build put a stone on the fifth line of a Go board in what looked like a gift to its human opponent. Move 37 in game two of the five-game match looked so absurd that some commentators thought it was a…

中文介绍 MIT Tech Review AI指出,大型语言模型LLM不具备推理能力。

Academia is for Ambition — Alex Zhang, MIT

We catch up with RLM first author Alex Zhang, MIT PhD, on Jev, PhD masxing, and the future of harnesses.

中文介绍 MIT博士Alex Zhang讨论Jev、博士资格考试以及未来绳索的潜力。

Chatham scales its capital markets expertise with OpenAI

Chatham Financial uses Codex and GPT-5.6 to build technology and redesign workflows, cutting trade validation from 30 minutes to under 4.

中文介绍 Chatham Financial与OpenAI合作,使用Codex和GPT-5.6缩短交易验证时间至4分钟以下。

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探讨高级AI在突破性想法背后的日常工作中的重要性,以及执行如何塑造下一经济体的速度。

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 Cos.利用ChatGPT Enterprise和OpenAI API提高工作效率,简化数百万客户的购物体验。

[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 Latent Space发布Gemini 4 Argon模型,但仅限于“公平风计划”中的政府用户和可信网络安全防御者使用。

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 Den社交俱乐部使用ChatGPT Work将申请补助金和酒类执照的时间缩短。

Dutch royal house helped slave trade to survive, study finds

In-depth study also says the royal house made huge profits from Dutch colonial policies in past centuries.

中文摘要 研究发现,荷兰皇室在过去几个世纪中从荷兰殖民政策中获得巨额利润,帮助奴隶贸易得以延续。

Iran Jails Hard-Line Lawmaker, Exposing Deep Rifts in Its Leadership

Hamid Rasaei, a vocal opponent of a diplomatic deal with the United States to end the war, was convicted of publishing false information with the intent to harm the Parliament speaker.

中文摘要 伊朗强硬派议员因发布虚假信息被判入狱,暴露了伊朗领导层内部的深刻分歧。

The vanishing world of India's street magicians

India's street performers are struggling to survive as audiences shrink and public spaces become harder to access.

中文摘要 印度街头艺人因观众减少和公共空间难以进入而难以生存。

What to Know About Fighting Between Ethiopia and Rebels in Tigray

The conflict is raising fears of a regional war in the Horn of Africa, drawing in foreign powers including Eritrea, Egypt the United Arab Emirates and Saudi Arabia.

中文摘要 埃塞俄比亚与提格雷叛军之间的冲突引发了对非洲之角地区战争的担忧,吸引包括厄立特里亚、埃及、阿联酋和沙特阿拉伯在内的外国势力介入。

Wall Street Week | Your Brain on AI, Rare Earth Race, College Enrollment Cliff

This week, National Economic Council Director Kevin Hassett says AI’s productivity boost may be much larger than official economic data currently indicate. And, AI companies are largely in agreement that the technology needs guardrails, but the ethical implications of AI could also create new opport

中文摘要 国家经济委员会主管凯文·哈塞特表示,人工智能的生产力提升可能远大于官方经济数据所显示。

Former CEA Chair on Jobs Report, GDP Growth

Former CEA Chair Cecilia Rouse believes that we may be 'entering a new normal' of the jobs report, with the break even potentially settling in around 50,000. She speaks with Romaine Bostick on Bloomberg's "The Close." (Source: Bloomberg)

中文摘要 前美国经济顾问委员会主席塞西莉亚·罗兹认为,我们可能正进入就业报告的新常态,盈亏平衡点可能稳定在约5万。

Morgan Stanley's Nike Analyst on quarterly earnings

Morgan Stanley's Alex Straton sees Nike sales and earnings softening as the company deals with inventory gluts in North America and China. She speaks with Romaine Bostick on Bloomberg's "The Close." (Source: Bloomberg)

中文摘要 摩根士丹利分析师亚历克斯·斯特拉顿认为,耐克的销售和收益正在放缓,因为公司正在处理北美和中国的库存过剩。

Pam Bondi’s Secret DOJ Email Address Revealed

A FOIA request has uncovered another little-known feature of life at the top of the Justice Department: attorneys general have used alternate email addresses to conduct government business for over a decade. This time around, Bloomberg News Senior Investigative Reporter Jason Leopold obtained the al

中文摘要 一份FOIA请求揭露了司法部高层生活中鲜为人知的一个特点:总检察长们已经使用备用电子邮件地址进行政府事务超过十年。

EM Assets Find Relief as US Jobs Data Eases Rate Fears

An index tracking emerging-market currencies climbed to a session high after weaker-than-expected US jobs data prompted traders to scale back bets on another Federal Reserve interest-rate hike this month. Nonfarm payrolls increased by 29,000 in September after downward revisions to the prior two mon

中文摘要 追踪新兴市场货币的指数攀升至当日内高点,因为美国就业数据不及预期,促使交易者减少对美联储本月再次加息的押注。

CEA Chairman: Inflation coming down sufficiently fast

Chris Phelan CEA Chairman, sees inflation clearly easing and thinks it's doing so quickly enough. He speaks with Romaine Bostick on "The Close." (Source: Bloomberg)

中文摘要 美国经济顾问委员会主席克里斯·费伦认为,通货膨胀正在明显放缓,并且认为其下降速度足够快。

Lukoil Loses Bid to Dismiss Suit Over Franchisee Fuel Pricing

The owners of almost 30 Lukoil PJSC filling stations in Pennsylvania and New Jersey can proceed with a lawsuit accusing the Russian oil giant of overcharging franchisees.

中文摘要 几乎30家卢克石油公司加油站的业主可以继续对俄罗斯石油巨头卢克石油公司进行诉讼,指控其向加盟商过度收费。

Former Labor Secretary Rob Reich on Sept. Jobs Report

Robert Reich, former US Labor Secretary, discusses persistent inflation, very slow hiring, and wages that trail prices. He speaks with Romaine Bostick on Bloomberg's "The Close." (Source: Bloomberg)

中文摘要 前美国劳工部长罗伯特·赖希讨论了持续的通货膨胀、非常缓慢的招聘和工资低于物价的问题。

Using Decision Science in Investing | Masters in Business with Omar Aguilar

Barry speaks with Omar Aguilar, CEO and CIO of Schwab Asset Management. They discuss his time at Financial Engines, where he worked under Nobel laureate William Sharpe before joining Schwab Asset Management in 2011. They discuss how his doctorate in decision sciences helps him build trust with clien

中文摘要 巴里与施瓦布资产管理公司首席执行官兼首席投资官奥马尔·阿圭拉尔讨论了他如何利用决策科学博士学历帮助他在投资中做出更好的决策。

Wall Street Tries to Live With 5% Yields as Market Cracks Grow

Wall Street has spent weeks trying to make peace with the great bond selloff. Friday offered some short-lived relief — along with a warning about the damage from stubbornly high yields across investment strategies of all stripes.

Treasury Yields Climb, Adding to Weekly Gains | Closing Bell

Comprehensive cross-platform coverage of the U.S. market close on Bloomberg Television, Bloomberg Radio, and YouTube with Romaine Bostick, Katie Greifeld, Carol Massar and Tim Stenovec. (Source: Bloomberg)

中文摘要 美国国债收益率上升,为本周的涨幅增添动力。

FAA Says Boeing 737 Max Computer Glitch Is Not Safety Issue

A Federal Aviation Administration review board says a software issue in certain Boeing 737 Max flight computers “is not a safety concern." Boeing shares rose on the news. George Ferguson of Bloomberg Intelligence has more. (Source: Bloomberg)

中文摘要 联邦航空管理局审查小组表示,某些波音737 Max飞行计算机的软件问题“不是一个安全问题”。