周报
2026-W34 周报精选：llm 0.33；NVIDIA Vera Rubin and Blackw；Solving Agentic AI Fleet Cha
把中文全渠道内容（抖音 / B站 / 小红书 / 公众号 / X / 播客）采集进个人知识库的 13 个 AI Skill：图文存图、视频转文字稿、字幕优先免 GPU，附带知识库 MCP server。 ｜ Ingest Chinese content into your personal knowledge base — image/video routing, subtitle-first transcription, and a KB MCP server.
Release: llm 0.33 My highlights from this release: Upgraded to the OpenAI Python library 3.x and switched the HTTP client dependency from httpx to httpx2 . #1608 , #1631 I shipped a quick 0.32.1 fix for this yesterday, b
AI agents have expanded inference from single-turn interactions into multi-step workflows that reason, invoke tools, coordinate subagents, and carry growing...
AI factories are interconnected systems where fleet economics depend on how efficiently the entire stack converts power and capital into completed agent tasks....
GPT‑5.6 is now available in Kiro, helping developers plan, build, review, and test software with better price-performance.
NVIDIA Groq 3 LPX is the interactive AI inference accelerator for the NVIDIA Vera Rubin platform. At the core of the platform is NVIDIA Vera Rubin NVL72, the...
And this was a debug session from hell, enormously helped by an AI doing much of the grunt-work. I'd like to call it my tireless helper, but the AI several times stated flat out that this was impossible and unsolvable an
The key skill required to make productive use of coding agents is being able to confidently instruct them on how to make changes and then confidently verify that those changes have been applied in the correct way. Someti
Models keep absorbing the harness into their weights — soon, it will be a harness for human attention rather than for the model.
Stop Making TUIs Thomas Ptacek advocates for building real native user interfaces for even the smallest of personal tools, because coding agents have reduced the cost of getting a usable-enough GUI up and running to almo
As AI agents become more capable and operate over longer horizons, building security and trust into the applications they power becomes increasingly important....
人负责关键判断，Agent 做分析、设计、编码和验证。用 BaoCut 远程转录把这套流程完整走一遍。
Added a keybindingFlavor setting: set it to "readline" to make Ctrl+W in the prompt delete back to the previous whitespace, as in Bash; the default ( "classic" ) is unchanged Plugin marketplaces: headersHelper on a url m
Release: llm 0.32.1 Fresh installs of LLM stopped working the other day because the OpenAI Python library dropped its usage of httpx , and it turned out LLM depended on that library but only installed it via a transitive
Release: llm-openrouter 0.7 Now that this plugin is compatible with LLM 0.32 it can display the reasoning traces for LLMs available through OpenRouter. Updated for compatibility with LLM 0.32 . Models now use OpenRouter'
Google DeepMind partners with game studios to prototype breakthrough AI gameplay.
A frontier language model is only one component of an AI agent. The surrounding agent system—often called a harness—determines how the model receives...
Did you think RSI stopped at model training?
"If you apply enough compute to matter, you get this thing that looks like intelligence." Max Hodak on why AI models and brains seem to represent concepts using the same underlying geometry.
A 48-minute video walkthrough of token sampling, watermark detection, and removal
With a fixed deadline and design resources committed elsewhere, Stampli used Codex and ChatGPT Work to compress weeks of launch production into days.
Simile’s CEO about his journey from the viral Generative Agents to creating 8 Billion Digital Twins of every living human... and why it’s gone from fun exploration to very serious business.
The retrieval layer that helps AI systems navigate, read, and verify information inside even the most complex documents
Introducing Intelligence Age, a new OpenAI blog exploring how transformative AI could reshape power, governance, the economy, and individual freedom.
We ran 904 DeepSWE rollouts on GLM-5.3 and GPT-5.6 Sol. Sol leads pass@1 by 3.7 points; GLM-5.3 wins pass@4 at half the cost, and a GLM-first cascade hits 85.9%.
OpenAI reaffirms Zero Data Retention for eligible API customers and previews Private Safety Processing for advanced AI safety without compromising data privacy.
We ran 904 DeepSWE rollouts on GLM-5.3 and Claude Fable 5. A tie on pass@1, but GLM-5.3 wins pass@4 and costs 5.4x less: \$3.99 per rollout vs. \$21.63.
Replit introduces Free Mode, powered by GPT-5.6 Luna, so anyone can turn ideas into working software without worrying about token costs.
NVIDIA Holoscan is a platform for building real-time AI applications at the edge, from medical imaging to robotics. HoloHub is its companion repository: a...
After I released version 1.0, I figured I would have to do the rotations myself. So I sat down with ChatGPT and I didn’t get it to write the code, but I got it to educate me. With a patient, interactive tutor, I was able
ChatGPT search now uses the site:operator at scale Promptwatch is part of the emerging "GEO" space, for Generative Engine Optimization - the chatbot version of SEO, where companies offer tools and consulting to help your
Here’s how you can use Google Search tools to study for classes and standardized tests.
**OpenAI** and **Anthropic** expanded their agent platforms with new desktop features, collaborative editing, and composable APIs like Skills and Files API. **OpenAI** rolled out memory and workflow features in the EEA,
OpenAI and CodeAI are partnering to help students build AI literacy, think critically about AI, and develop the skills to use and shape it responsibly.
ChatGPT Ads is expanding to 31 European markets. Learn how advertisers can reach people as they explore, compare options, and make decisions.
AI is reshaping cybersecurity for attackers and defenders alike. Learn how OpenAI is strengthening its defenses and what security teams can do now.
OpenAI is strengthening monitoring, alignment, and security for frontier AI models. See how new safeguards are guiding the pace of model development.
OpenAI launches an initiative to strengthen democratic oversight of AI in national security, supporting government institutions with tools, training, and expertise.
AI agents are only as effective as the context they receive. Even with capable models and well-documented NVIDIA libraries, agents can spend extra steps finding...
ChatGPT for Teens helps teens learn, think critically, and use AI with confidence, with stronger built-in protections, healthy-use features, and additional controls for parents.
Modern vision-language models (VLMs) can support tasks such as visual question answering, captioning, and image-text reasoning. In practice, however, the data...
Atomistic simulation requires three things: knowledge of the science, compute-efficient implementation of simulations, and accessible interfaces to the...
Asana used OpenAI Codex to replace an outdated testing system in two weeks, completing work expected to take five years for about $12K.
OpenAI joins PORTS-Pike project, expanding community investment and supporting thousands of Southern Ohio jobs
NVIDIA teams use ChatGPT Work to reduce manual tasks, connect fast-moving signals, and scale successful workflows globally.
OpenAI funds 14 independent projects exploring new AI policy ideas to expand economic opportunity and strengthen societal resilience in the Intelligence Age.
Google Gemini and Pixel partner with five global football clubs to elevate the fan matchday experience through AI and Smartphone Technology.
the Memory crunch continues - Moore’s Law reversed to 2007 levels
We ran 904 DeepSWE rollouts on DeepSeek V4 Pro 0813 and Claude Fable 5. Fable leads pass@1 at 90x the cost; Pro wins pass@4, and a Pro-first cascade hits 82.7%.
Every lab CEO is on X now
Glean CEO Arvind Jain explains why model routing helps control AI costs for organizations, and how human feedback loops at scale improve its routing systems.
**Ornith-1.5** launches as a new open-weight model family with **9B dense, 35B MoE, and 397B MoE** variants under **MIT license**, featuring quantized formats like **FP8, GGUF, MLX, and NVFP4** and showcasing end-to-end
Shadow traffic proves a candidate is operationally sound. It can't tell you if users like it better. Run the split at the endpoint instead of in your app code.
Nvidia wants you building your own model, not buying from Anthropic/OpenAI.
We ran 904 DeepSWE rollouts on DeepSeek V4 Pro 0813 and GPT-5.6 Sol. Sol leads pass@1 by 10 points at 35x the cost; Pro wins pass@4, and a Pro-first cascade hits 83.0%.
Prior to Fable, it felt silly to waste too much time improving your coding harness or context strategies. A new model would arrive at the same price (or cheaper!) and paper over most of your problems. But then Fable land
Rob Strechay, until recently managing director and principal analyst at theCUBE Research, has joined VentureBeat as our first Lead Analyst and a founding analyst of VentureBeat Research. His arrival is the next step in a
字节最近频频发力，扣子最近出了客户端，从官网看，主打也是办公场景！ 前几天测了豆包工作模式，扣子之前擅长做工作流，现在感觉彻底Agent。 https://www.coze.cn/
The new frontier of AI is developing capable autonomous researchers
**Agent harnesses** are becoming a key optimization focus, with NVIDIA research showing traditional skill checks poorly predict agent usefulness and proposing a new metric called **"Skill Lift"**. Open-source implementat
**OpenAI** is advancing its power-and-compute infrastructure with a **4+ GW NVIDIA** capacity commitment and an **8 GW Ohio campus** buildout through **2032**, emphasizing vertical integration across power, data centers,
**Z.ai** released the **GLM-5.3** open-weight model family, optimized for **agentic coding** and **cyber defense**, with impressive specs like **744B total / 40B active parameters**, **1M context window**, and a **239GB
AI 办公场景现在成了兵家必争之地。 字节终于出手，豆包客户端最近更新，增加了全新的工作任务模式，体验跟 Codex 非常接近。 能用浏览器、能调 Skill，内置 Office 和飞书办公套件，同时支持本地和云端电脑，合上笔记本也能继续工作。 测试了 7-8 个任务，竟然有点超预期，宇宙厂终于在办公 Agent 场景
**Stanford** is formalizing AI-native software engineering with a major curriculum overhaul replacing **85% of Fall 2025 material** to focus on **agent skills, context engineering, MCP portals, agent-ready codebase desig
No GPUs, no Agents, just really, really, really good infra and distribution.
**OpenAI** paused some frontier reinforcement learning training for two weeks to enhance security and alignment, emphasizing that safety readiness now dictates frontier scaling pace. They implemented stronger workload is
Anthropic’s best AI model struggles to attract users as cheaper tools thrive A few interesting numbers in this FT story gathered from "people with knowledge of the matter": Anthropic's "annualized revenue" for July is up
**OpenAI** announced benchmark results for its custom inference chip **Jalapeño**, showing **1.5–1.9×** better efficiency and **1.7–3.6×** lower latency compared to NVIDIA **GB200/GB300**. Deployment starts by year-end w
Differential acceleration of cyber, math, and AI
Watch the New Episode of the MAD Podcast with Thomas Wolf
“I’ve never looked at a skill file once.” From Riley Brown (Agent Native): “Ask AI to do a thing using a skill. If it doesn’t do a good job, tell the AI: ‘Please change the skill so you don’t do that again.’ Then go to
**Microduck**, a **25 cm open-source biped robot** from **Pollen Robotics** and **Hugging Face**, priced at **$399** and shipping before Christmas, features **15 actuators** and a rich sensor suite including camera, LiDA
Longitudinal electronic health records (EHRs) document patients' sequences of clinical visits over time, preserving the temporal evolution of disease progression and care delivery. However, real longitudinal EHRs are dif
Vector sketches remain one of the most concise and immediate mediums for abstract human expression. However, generating high-quality vector strokes that exhibit human-like drawing styles remains an open challenge due to