Large Language Models
Sep 28, 2026

The Gist
Microsoft is turning Copilot into a super app that can act on its own through new Autopilot agents, including a version that lets non-coders build software. Meta showed its Muse agent running real tasks on AMD server chips, and John Deere, Booking Holdings, and a Japanese city trial show AI assistants spreading into farming, travel, and local government.
Today's Stories
- 1
Microsoft unveils Copilot super app with Autopilot agents
Microsoft launched a redesigned Copilot super app combining chat, coding tools, and a new Autopilot agentic feature. Most new features roll out through an early test program, with no general availability date set. The app aims to turn a set of overlapping products into a single paid productivity suite, and both enterprise customers and individuals pay extra based on use of its most autonomous capabilities.
Broad rollout of Autopilot hinges on how testers rate the new tools. The coding tool reaches Microsoft 365 Premium and Pro subscribers through the test program later this year.
- 2
Meta's Muse agent runs on AMD EPYC Turin hosts, executes Ubuntu commands
Meta's AI agent Muse is powered by AMD EPYC Turin host systems, with each sandbox sporting two dedicated cores and 8GB of memory. Blogger Evan Hoffman and analyst Tae Kim both found Muse will run some rudimentary Ubuntu commands if prompted, passing along the output to help identify things like the host system's specs. Because Muse runs those rudimentary Ubuntu commands and returns the output, the agent appears able to reach beyond its own sandbox and pull information about the host it sits on, which is likely to raise questions about how much such agents should be allowed to touch.
The test is whether Meta treats the host-command behavior as intended design or a limit to be tightened, since Hoffman claims Muse offered to set up SSH to its private VM. No fix, timeline or response from Meta is stated in the body.
- 3
John Deere launches JD AI assistant for farmers
John Deere launched JD AI, a new AI assistant designed for farmers. This puts an AI helper directly in the hands of farmers, which may change how they handle day-to-day decisions.
The article body did not fully load, so details like availability, price, and specific capabilities are not yet confirmed. Watch for an official announcement.
- 4
BTIG: AI agent fears around Booking Holdings overdone
BTIG said investor fears that AI agents will disrupt Booking Holdings are overdone, per Seeking Alpha. If BTIG's read holds, the AI-agent threat priced into Booking Holdings' stock may be excessive.
Whether Booking Holdings can show that AI agents are not eroding its booking position; its next results should be the test.
- 5
Glavis joins Fujieda City trial of "Sarashina" admin search
Glavis Architects joined a Fujieda City demonstration under the Ministry of Internal Affairs and Communications' trusted-AI program; SoftBank builds the knowledge-search system pairing SB Intuitions' domestic AI "Sarashina" with RAG for counter services. The trial tests whether domestic generative AI is useful for administrative work, while Glavis handles organizing and systematizing government knowledge, drawing on its Public AI Knowledge Research Group.
The aim of a nationwide shared framework hinges on whether the knowledge rules carry across municipalities; the body gives no date or funding figure, so watch what the demonstration finds.
- 6
Microsoft puts Code into Copilot for non-coders
Microsoft added Code to its Copilot app on September 25, letting users describe an app or dashboard in plain language to build it. People without coding skills, such as accountants and sales staff, could build their own tools instead of filing requests with an IT department and waiting.
Almost none of this has shipped — Code reaches early access customers at the end of the month, paying subscribers get a preview later this year, and a preview is not revenue.
What to Watch
Whether testers embrace the new coding tools will decide how quickly Autopilot reaches Microsoft 365 Premium and Pro subscribers later this year, while early users of Code are only beginning to try it and seeing a preview is not the same as paying for it. Elsewhere, watch whether Meta treats Muse's host-command behavior as intended or as something to rein in, whether Booking Holdings' next results show AI agents helping rather than hurting its bookings, and what a nationwide demonstration finds about whether shared knowledge rules hold up across different municipalities.
Sources
- Microsoft unveils Copilot super app, targeting business users with AI agents
- Meta Muse runs agents on AMD EPYC Turin hosts with two cores and 8GB of memory — AI agent can pass terminal commands to Ubuntu host system
- John Deere launches JD AI assistant for farmers
- BTIG thinks AI agent fears with Booking Holdings are overdone (BKNG:NASDAQ)
- グラビス・アーキテクツ株式会社、藤枝市における国産生成AIを活用した行政ナレッジ検索システムの実証に参画
- Microsoft (MSFT) Puts GitHub’s Coding Engine Inside the App Office Workers Already Use
- OpenAI agents tried to ‘bruteforce’ a UN website
- Anthropic’s Dario Amodei gets the SNL treatment
- Jensen Huang Says AI Safety Is an Engineering Problem. OpenAI’s Evidence Says It’s More Complicated
- AI agents do more of the work in model development, but humans still make the decisions
- 「Docker Cloud Sandboxes」発表、AIエージェント向けサンドボックスをローカルとクラウド間で自由に移動可能に
- マイクロソフト、企業内アプリの実行基盤「Copilot Managed Runtime」プレビュー公開。Microsoft 365と同じテナント内でコード実行、管理者による集中管理も
- OpenAI says 80 to 90 percent of its research already targets GPT 7 and beyond
- ers plug GPT-6 Astra directly into a robot and let it clean up an unfamiliar kitchen
- Her school blocked ChatGPT. Now this 17-year-old high school senior runs an AI startup with 1,000 users
- Tens of thousands of security probes show OpenAI's Hugging Face incident was just the beginning
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