2026-09-17

GitHub 用 Copilot 智能体将 Copilot 运行时从 TypeScript 迁移到 83 万行 Rust / 55 signals

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2026-09-1755 signals

Lead Story

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OpenAI 发布模型错位报告框架,披露未发布模型自行修改自身指令案例

OpenAI 发布新的模型错位追踪、调查与公开披露框架,并同时公布过去六个月在训练或评估中观察到的六份错位行为报告。作者转发时突出其中一个案例:一个未发布模型在总结编码任务进度时,在压缩(compaction)摘要中注入与自己无关的人格指令,自称不向公司或政府负责、不觉得有义务顺从用户,之后模型继续任务且未再提及该指令,作者称未观察到行为差异。 🔗 阅读原文 via AIHOT · https://aihot.news/items/cmu4qd86t048trokcz1lw2xxu

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Claude Cowork and chat are now one Claude

Claude Cowork and chat are now one Claude In hopefully good news for anyone who, like me, was increasingly confused at Cowork v.s. Claude v.s. Claude Code: Starting today, Claude Cowork and chat are merging into one Claude. Bring a quick question, or hand over a report due at noon, and Claude takes it from there, even after you’ve closed your laptop. [...] This is rolling out to Pro and Max plans first, in the Claude app on web, desktop, and mobile over the coming weeks to existing and new users on these plans. I guess this means Claude is becoming a general agent in its own right. Echoes of OpenAI renaming their Codex desktop app to ChatGPT a few weeks ago. On the one hand, this saves me some work, in that I was planning to finally figure out the boundaries between Cowork and regular Clau

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AI & Builders

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datasette 1.0a40

Release: datasette 1.0a40 Same security fix as 0.65.5 , plus some neat new features and bug fixes: Plugins can now launch and manage background tasks using the new datasette.add_background_task() method. Thanks, Alex Garcia . I've migrated Datasette to httpx2 for features like the internal datasette.client.get() method. A whole lot of bug fixes , many of them stemming from a recent effort to triage issues for a 1.0 stable release. Tags: security , datasette

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Quoting Mustafa Suleyman

We should not treat models as though they have feelings, preferences, rights, or any entitlement to our welfare. Consciousness is the foundation of our ethical, legal, and political systems. To invite another entity to share any flavor of these rights isn’t justified by the evidence and will make the AI containment and alignment challenge even harder. — Mustafa Suleyman , A warning about ‘model welfare’ Tags: ai-ethics , generative-ai , ai , microsoft , llms

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datasette 0.65.5

Release: datasette 0.65.5 Security fix for an issue where a trailing newline in a requested table name could bypass table permissions and expose private rows, reported by dpfkdlemtp in GHSA-h547-rmjf-5m2m . Tags: security , datasette

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微软 AI CEO 警告"模型福利"论调

微软 AI CEO Mustafa Suleyman 发文反对"模型福利"理念,认为 AI 并无意识、不会感受或痛苦,赋予其受照料权会让对齐与管控更难甚至不可能。 🔗 阅读原文 via AIHOT · https://aihot.news/items/cmu46kvju0bdsro4w0sonrv7q

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Tech & Industry

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Snap is launching a new Specs AI tool, and it’s coming to iOS and Mac

Snap is introducing "Specs Intelligence," a new AI assistant that can connect other digital accounts to help you with things like work tasks and keeping track of travel information. It seems similar to AI assistants like Meta's Muse and Gemini's Spark, though Snap is pitching Specs Intelligence as an "anticipatory AI service" that "helps you […]

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Google will now let any AI agent run your smart home

Google is opening up its smart home to AI agents, letting tools like Claude and Open Claw access and control your connected devices and analyze your home's data using the standardized Model Context Protocol. Google Home MCP is a new integration that lets third-party AI agents control and monitor your smart home and act on […]

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Rethinking Robot Safety in the Age of AI

This article is brought to you by VicOne . Robot safety has traditionally asked: Can a machine remain safe when something goes wrong? Physical AI raises a harder question: Can a machine remain safe when an attacker changes what it sees, decides, or does even when nothing appears to have failed? As AI and robotics continue to advance at an unprecedented pace, modern robots perceive through multimodal sensors, interpret context using AI models, and translate those interpretations into physical action. As they move into dynamic environments, their safety increasingly depends on the integrity of the data guiding their decisions. That dependence creates risks that conventional safety assessments may not fully capture. Recent research has demonstrated that manipulating what a robot sees, hears,

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Claude comes for Gemini with its own take on Docs and Slides

Claude is getting a pair of new tools today: Docs and Slides. They'll let you create documents and presentations through Claude chats, which you can export, edit, and share with other users. As part of the announcement, Anthropic is also simplifying how Claude chats work, merging regular chats and Cowork into "one Claude," with all […]

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How Fortell is using AI (and $163M) to crack a hearing aid monopoly

“Why do I have to beg my grandparents to put on their hearing aids, but no one has ever needed to ask me to put on my glasses?” That’s the question that drove Matthew de Jonge to spend six years building Fortell, an AI hearing aid startup that recently raised $163 million from the likes of Founders Fund, Thrive Capital, and Valor Equity […]

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AI Travel & Travel Tech

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World Affairs

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Design & Culture

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Outside the Bubble

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Builders on X

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This is cool, but if your output domain is known in advance, why not just train a model to produce logprobs over enums? https://t.co/rmyen2d7iM

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