今日必看

GitHub Copilot 部分模型退役并给出替代

As of today, October 2, 2026, we have deprecated the following models across all GitHub Copilot experiences (including Copilot Chat, inline edits, ask and agent modes, and code completions). Model Deprecation date Suggested alternative Gemini 3.5 Flash 2026-10-02 Gemini 3.8 Flash

SecurityAdvisory GraphQL 增加五个字段

You can now read more of the GitHub Advisory Database directly from the GraphQL API without falling back to the REST API. The SecurityAdvisory object gained five new fields: cveId : The advisory’s CVE identifier. sourceCodeLocation : A link to the affected source code relevant to

GPT-6 选型与生产工作流指南

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

Apple Pass Designer

Google 汇总 2026 年 9 月 AI 更新

Here are Google’s latest AI updates from September 2026

联邦数据的可证明隐私学习

Mobile Systems

DGX Spark 推出 64GB 版本

NVIDIA 宣布 DGX Spark 推出 64GB 统一内存新配置，10 月 23 日起由 Acer、ASUS、Dell、Gigabyte、HP 和 MSI 发售，起步价 $4,999，支持最高 1000 亿参数模型在端侧运行。

Chatham 用 Codex 与 GPT-5.6 重做交易校验

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

Blackwell 加速 GPT-6 Astra Ultrafast

GPT-6 Astra Ultrafast 现已在 OpenAI API 及符合条件的 ChatGPT Work 和 Codex 用户中可用，运行在 NVIDIA Blackwell GPU 上。

Suncatcher 原型卫星进入轨道

AutoSynthData: Generating Training Data for Enterprise Agents

The Harness Is the Company

A Living Benchmark for Information Retrieval from Electronic Health Records

arXiv:2609.30205v2 Announce Type: replace Abstract: Large language model (LLM)-based clinical assistants are increasingly being integrated into electronic health record (EHR) systems, transforming how clinicians retrieve and synthesize information from patient records. Their safe

A rubric landscape for evaluating clinical reasoning in large language models: what exists, what is missing, and what needs to be combined

arXiv:2610.01938v1 Announce Type: cross Abstract: Exam-style accuracy does not establish whether large language models (LLMs) reason well over clinical records. We define clinical reasoning as integrating and updating evidence across time and sources to form, revise and justify a

Build Applications on NVIDIA BlueField Faster with NVIDIA DOCA Agent Skills

AI agents are becoming a standard part of development workflows, but general-purpose agents weren’t built with specialized infrastructure software such as NVIDIA DOCA in mind. Without domain-specific knowledge, agents may fall back on guesswork. This is an issue in infrastructure

How Much of a Harness Does a Strong Agent Need for Autonomous ML Engineering?

Recent autonomous machine learning engineering (MLE) agents have made significant progress on public leaderboards. Often motivated by progress stagnation over long-horizon cycles and limited Large Language Model (LLM) primitives, modern MLE agents are deployed on top of increasin

Inside-Out AI: Rebuilding Airbnb Behind the Scenes and Across the Guest Experience

Prior to joining Airbnb as CTO in January, Ahmad Al-Dahle was head of generative AI at Meta and led the launch of its open source Llama models over 2023-2025. Now Al-Dahle is in charge of turning Airbnb into an “AI-native company”. What that means in practice is using AI internal

和 Opus 5.5 同题交卷，MiniMax M3.1 让 Flash 开始超纲了

中秋刚过，国庆又到，AI 圈却没有跟着放假。 新模型依然一个接一个地上线。旗舰模型忙着刷新能力上限，主打速度和性价比的模型则在争夺用户的日常工作。不过，随着后者的能力不断提升，两者之间的分工也开始变得模糊。 过去需要请出旗舰模型的任务，如今交给一个名字里带着 Flash 的模型，究竟能做到什么程度？前端创作是一个很直观的观察窗口，配色、排版、动画和交互做得怎么样，把作品放在一起就能看出差别。 上个月，Anthropic 推出了 Claude Opus 5.5。我们在 X 上看到，有人用它做动态作品集，有人让它画水墨动画。这些由代码做出来的作品，已经有了各

Expanding AI Storage Access with NVIDIA cuObject and the NVIDIA SCADA Server SDK

AI infrastructure engineers, storage developers, and cloud service providers need fast and secure access to high-capacity file and object storage to support AI workloads. AI workloads increasingly require high-speed data access for training, fine-tuning, inference context, tool c

AI music maker Suno now generates spoken words

Suno is branching out from the world of AI music, launching a new feature that generates spoken voices based on scripts or prompted descriptions. Speech is now available in public beta across Suno's web and mobile platforms, and allows you to simultaneously generate voiceovers an

Suno 推出 Speech beta：语音与背景音乐一体生成

Suno 推出 Speech beta，称其为首个能把语音与原创背景音乐作为一条完整曲目生成的音频模型。用户输入文字并描述想要的声音和音乐风格即可创作，beta 已向所有用户开放，官方提示仍存在口音漂移、停顿过重等问题并将持续改进。

Academia is for Ambition — Alex Zhang, MIT

Last call for regular tickets for AI Engineer NYC ! As an exclusive for Latent Space subscribers, the first 30 of you can take a 30% off code if it helps - for new tickets only, no refunds! See you in 2 weeks! While we tend to cover industry on the pod, every so often we celebrat

Cue by Manus

Personal agents with identity, handling life end to end Discussion | Link

The Dot and the Swarm

I generally think I have done a good job anticipating the direction and pace of AI over the few years I have been writing this Substack, but I think I recently got something fairly large wrong. In the last year I have been posting about how I suspected that humans would have to a

The Battle to Be Your Personal AI Agent Is Here

OpenAI's Dots and Meta's Muse are vying to be your AI agent of choice. I've tried both—and I suspect you will too.

华为 Mate 90 系列发布：最强 Mate来了，5999 起即日开售

集齐龙珠的过程，不可谓不漫长。 在刚刚结束的华为 Mate 90 系列发布会上，我们终于见到了 2026 年高端机市场的最后一块拼图。 本次发布会上，华为一口气发布了 Mate 90、Mate 90 Pro、Mate 90 Pro Max、Mate 90 RS 非凡大师四款旗舰手机，以及若干耳机和手表等一系列新品。 并且截至今日， 鸿蒙 6 与鸿蒙 7 终端设备数量已经突破了 9000 万， 突破一亿大关指日可待。在今年一系列新形态设备的促进下，市场对于鸿蒙生态的认可度也在与日俱增： 不过由于 Mate 90 系列新机在发布会前已经在华为门店展出，发布会