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Running local AI models on Microsoft’s Surface Laptop Ultra: What we found
Microsoft is positioning the new Surface Laptop Ultra as an alternative to Apple’s MacBook Pros for creatives and developers —

Muse Wonder vs. Claude Fable 5.1: Meta’s new model came closer than I expected
Meta launched Muse Wonder on October 12, about three months after Muse Spark 1.1 opened Meta’s paid Model API. Meta
18 分钟 · The New Stack
“Developers are paying frontier prices for amnesia”: Uvi wants to stop the agent relearning brain drain
Every time an AI agent has to trawl Slack threads, Jira tickets and old pull requests to piece together something
17 分钟 · The New StackLATEST STORIES
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Hackers hijacked 1,900 GitHub accounts. Then they went after 30,000 repos.精选导读
Hackers accessed roughly 1,900 GitHub accounts, then used them to slip credential-stealing workflows into more than 30,000 repositories. The malicious
Vercel adds always-on workers to run more of your backend精选导读
Vercel is giving developers more options for running their backends on its platform. At its Ship conference in San Francisco
OpenAI promised developers six months’ notice. GPT-4o users got three.精选导读
OpenAI is retiring four GPT-4 models from its API on January 14, 2027. The deprecation notice the company sent developers
Meta ships Muse Spark Open, its answer to China’s best open-weight models精选导读
Meta on Thursday launched Muse Spark Open, a new 816B open model (with 42B active parameters) that the company argues
Nvidia squeezed a 74B agent model into 24GB so it can run on your laptop精选导读
Nvidia on Thursday announced a few new additions to its Nemotron family: Nemotron 3.5 Super VL, a 120B vision-language model for
What it takes to become an AI company: Four lessons from the top精选导读
Every company is under pressure to become “an AI company.” Over the past several months, we’ve been undertaking that transformation
Anthropic’s been eyeing confidential AI. It just made its move with another acquihire.精选导读
Anthropic’s done it again. On Tuesday, Opaque Systems announced a new agreement with Anthropic that “carries Opaque’s work forward.” Vague
“Everybody with a $20 account is now a researcher”: How Akrites is tackling the flood of AI bug reports精选导读
AI is making it easier than ever to find potential security vulnerabilities in open source software. But finding something that
Anthropic built its own git replacement for AI-scale coding. But you can’t have it.精选导读
This week, Anthropic revealed it built an in-house version control system to handle exploding code merges. It says Claude was both part








