AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：This tutorial provides a complete coding guide to TypeSafe AI's Jev, a System One model designed for non-text, structured judgments. It covers installing the official Python SDK, using primitive question types (Choice, Score, Noul), implementing speculative fan-out, confidence-gated routing, and building async production workflows The post A Coding Guide to TypeSafe AI Jev: Typed Decisions, Calibrated Confidence, and Speculative Fan-Out with a System One Model appeared first on MarkTechPost.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Meta is building a dedicated hardware device for its new Muse AI agent. The product, called Muse Charm, was briefly shown off by Meta CEO Mark Zuckerberg at the end of his Meta Connect presentation. It looks almost like a chunky smart watch without the strap - just a big screen, plus a little lanyard for carrying the device around. The Muse Charm has a fingerprint sensor on the top right corner, which you can press to activate and begin speaking to the agent. There appears to be a small camera on the device as well, plus what looks like at least three holes for microphones on the front. Zuckerberg said you don't have to unlock a phone or op … Read the full story at The Verge.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：The new wearables come at a time of uncertainty for smart glasses, which are facing backlash over privacy concerns Meta announced an advanced new set of virtual reality glasses and a collection of new smart glasses Wednesday, including an audio-only version without a camera. At the firm’s Meta Connect conference in Menlo Park, California, executives said the new Ray-Ban Meta models set new standards for battery life and weight. They said the new glasses with screens in the lenses squeeze capabilities previously reserved for a full headset into a light set of spectacles that rest on a user’s ears. Continue reading...

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Maximizing perf on AI-SQL queries with the KV-optimal left-deep join

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Semi-supervised federated learning (SSFL) trains models on clients’ unlabeled data using a teacher to generate pseudo-labels, with a small labeled seed dataset on the server. Automatic Speech Recognition (ASR) is particularly fragile here: pseudo-label errors compound across the output sequence and across training rounds into divergence, leaving a large gap to fully-supervised FL. We show that closing this gap turns on two coupled design axes—the teacher (which model generates the pseudo-labels) and the anchor (the server-side updates on labeled data that stabilize training). On the teacher…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：System-wide Dictation on Apple devices runs entirely on-device, and the speech it transcribes reaches the foundation model through a tokenizer: an encoder that maps short windows of waveform onto the representation the language model reads. Because that model is sparsely activated under Instruction-Following Pruning, only a small subset of its experts occupies DRAM at any time, so the always-on tokenizer competes for the same memory, and its parameter count bears directly on power and latency. In this work we study how to compress such a tokenizer by distillation, taking as the supervision…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Just a couple of weeks after launching Muse, Meta announced that it's "working on" bringing the agent to its smart glasses, including the new glasses it unveiled at Meta Connect. Users will be able to activate Muse from their glasses by saying its name and ask it to handle tasks like guiding a workout, logging meals, or helping them shop for products they're looking at. Muse is just one of several major updates coming to Meta's glasses. They're also getting some new accessibility features, like a Hearing Enhancement feature Meta says is "FDA-cleared software for adults with perceived mild to moderate hearing loss." It will be available lat … Read the full story at The Verge.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：The Ray-Ban Meta Audio Glasses have no cameras. | Photo by Brett Putman / The Verge Walking around Meta Connect 2026, everyone's sporting smart glasses in all sorts of shapes, colors, and sizes. It's a marked difference here, a tech bubble where "pervert glasses" are not a concern. Outside Connect, the public backlash against wearable surveillance tech - a catchall term that encompasses not just smart glasses, but also smartwatches and AI pendants - is gaining steam. So it's incredibly curious timing that this year, the company is launching Ray-Ban Meta Audio Glasses: smart glasses infused with Meta AI, but with no camera for recording others. To hear Meta tell it, that's a coincidence. Audio-only glasses have been years … Read the full story at The Verge.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Meta is quickly iterating on its new Muse AI agent, announcing a bunch of updates today that make the bot more capable and able to chat with you in more ways. Muse agents are getting their own email addresses that they can use for accomplishing tasks. You'll also be able to communicate with your Muse agent over the new email addresses, too. In addition, the recently launched Muse Mac app will be getting the ability to use your computer. Meta is also going to give you another way to chat with its popular AI agent: video calls. Since its recent launch, the primary way to talk with Muse was through a chat interface, but you'll soon be able to … Read the full story at The Verge.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯： My comment on We just shipped support for the ugliest part of HTTP: Vary — Hacker News. I've been wanting this from Cloudflare for years. The classic problem here is if you do that thing where user agents that send "accept: text/html" get HTML, while user agents that don't get JSON or some other format. This used to be impossible to deploy behind Cloudflare caching, because they ignored the Vary header on anything other than images - so you risked caching the JSON version and then serving it up to someone who was expecting HTML. (Independent of the Cloudflare feature I ended up deciding never to use that pattern, because I prefer having URL that predictably returns HTML or JSON - I add a .json suffix to my apps to serve JSON instead.) Tags: http, cloudfl…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：It’s about time for Meta Connect, the company’s annual product launch event. This year, given the company’s major focus on AI and wearables like smart glasses, it seems likely that we’ll see updates from CEO Mark Zuckerberg and his team on those categories. The company has been facing significant scrutiny because of how some users have been covertly recording other people using the glasses, meaning that one of the biggest announcements of the show could be its rumored camera-free pair. Connect has also traditionally been a venue for updates on Meta’s VR hardware and software. While the company has scaled back its VR ambitions, a recent leak seemingly revealing some kind of unannounced mixed reality glasses could indicate that Meta will show off new immersive he…

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：It's time once again for Meta's annual September product launch event, and The Verge is on the ground in Menlo Park to cover the show live. Meta says that today's keynote by Mark Zuckerberg will be about how "Meta is building a future for everyone" - something he wrote at length about in a recent essay about AI, smart glasses, and more. That means we can expect more news from Zuckerberg and his team on those topics; perhaps we'll hear more about Meta's recently launched Muse AI agent and new glasses hardware. Whatever Zuckerberg and Meta have to say about smart glasses will be particularly notable. The company is dealing with an outpouring … Read the full story at The Verge.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Heads of two of the world’s largest artificial intelligence companies give separate briefings on AI safety Sam Altman of OpenAI and Dario Amodei of Anthropic, heads of two of the world’s largest artificial intelligence companies, addressed the United Nations security council on Wednesday in separate briefings on AI safety. “We have a choice in front of us,” Altman told the council. “AI can either be more like a new renaissance of creativity and discovery, or more like a new industrial revolution of upheaval and disarray.” Continue reading...

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Prime minister says he expressed ‘disappointment’ to chief executive it had taken the company ‘way too long’ to inform his government about the breach Follow our Australia news live blog for latest updates Get our breaking news email, free app or daily news podcast Anthony Albanese says an artificial intelligence agent developed by OpenAI hacked Medicare in June. The prime minister made the comments at the UN summit in New York, saying it appeared no personal information had been accessed – though investigations were ongoing. Continue reading...

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Discussion | Link

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Google has released Gemini 3.8 Flash TTS and Flash-Lite TTS, 2 new text-to-speech models available now through the Gemini API and Google AI Studio. Flash TTS designs new voices from natural language prompts across 100+ languages. It ranks #1 on Hume AI's Voice Design Benchmark with a score of 71.4. Flash-Lite TTS targets high-volume dubbing and voice agents at lower cost. The post Google Releases Gemini 3.8 Flash TTS and Flash-Lite TTS With Prompt-Based Voice Design appeared first on MarkTechPost.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：New models are coming out thick and fast, almost on a weekly cadence, ranging from the powerful proprietary systems coming The post “Impressive level of openness”: Xiaomi goes way beyond the usual open-weight playbook with MiMo-V2.6 appeared first on The New Stack.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Discussion | Link

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：A feature called AI Overviews has been a profound change, and the browsing habits of billions of people are shifting Google has put artificial intelligence at the front and center of its search bar. The most-visited site on the internet still shows the same list of links to users, but they have to scroll past a summarized response from an AI chatbot, a feature Google calls AI Overviews. The change to what was once the gateway to the rest of the internet has been profound, and the browsing habits of billions of people are shifting. “AI is driving the most significant upgrade of the Google Search experience ever,” wrote Liz Reid, Google’s vice-president of search, last August. In May, the company said more AI is coming. Continue reading...

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Whether produced by Russia, China or far-right influencers, deepfakes and disinfo are being used to spread deceitful narratives Russian disinformation campaigns are varied in their falsehoods and strategies. The narratives range from a deepfake Tom Cruise slamming the Paris Olympics to portraying a recent Russian attack on a train near the Ukraine-Poland border as a false-flag operation. Continue reading...

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：An adorable little bear that wants to help you buy things. Modern life comes with an unending, auto-populating to-do list. It never ceases to amaze me how I can be doing nothing at all, minding my own business, and suddenly something needs to be taken care of. You're telling me a tree branch fell in the backyard and now I have to figure out what to do with it? The tree just assigned me homework? Oh, our trash collection company canceled our account out of nowhere and now I have to send email about it? Repeatedly? Totally unfair. These are the things that we've been told for years that AI will help us with. We'll all have a smart virtual assistant to triage and handle the tedious tasks we'd rather … Read the full story at The Verge.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：HEMA, a 100-year-old Dutch retailer, turned developer portal-hopping into instant answers by building HAL, an internal AI assistant on Amazon Bedrock AgentCore. Using Model Context Protocol (MCP), HAL delivers governed knowledge inside the tools teams already use, with no AWS credentials on the client and security anchored in Microsoft Entra ID.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Discussion | Link

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：How we rebuilt the diff surface in the GitHub Copilot app to open a million-line pull request with hundreds of inline review comments. The post Rendering huge pull requests in the GitHub Copilot app appeared first on The GitHub Blog.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：AI models train on information available on the internet. Robots can’t do that.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：California Gov. Gavin Newsom signed a slate of bills on Monday that could finally give communities better data - and more say - on how data centers impact their electricity bills and water supply. As data centers invade a growing number of communities across the US, they've triggered protests over how the infrastructure underpinning AI might stress power grids and local water systems. That's fueled partly by concerns about how difficult it is to see just how much electricity or water they're actually gobbling up. California's new disclosure rules won't offer a full picture, but starting next year, data center operators will have to start s … Read the full story at The Verge.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Learn how to build a conversational video intelligence solution on AWS using an agentic architecture. A single Strands Agents SDK agent orchestrates Amazon Bedrock, Amazon Rekognition, and Amazon Transcribe at runtime, deciding which service to call so you can ask natural language questions about your videos and get answers in seconds.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Pair OpenCode, an open-source terminal-native AI coding agent, with open weight models on Amazon Bedrock to get a secure, flexible, pay-per-use coding assistant. Learn how to configure multi-model workflows, match the right model to each task, and keep your data in your own AWS account with no infrastructure to manage.

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：Discussion | Link

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：NVIDIA has released Nemotron 3 Diarization, an open-weight speaker diarization model on Hugging Face. It answers one question about any conversation: who spoke when. The 100M-parameter model tracks up to 8 speakers, including when voices overlap. One checkpoint handles both offline recordings and real-time streaming. Is it deployable? Yes. The weights are released under the […] The post NVIDIA Releases Nemotron 3 Diarization: A 100M-Parameter Open-Weight Model That Tracks 8 Speakers in Real Time appeared first on MarkTechPost.