How GitHub Built Qubot, a Copilot-Powered Internal Data Analytics Agent
GitHub Blog38 days agoTutorialGitHub has published a case study on Qubot, an internal analytics agent built on GitHub Copilot that lets any GitHub employee ask questions about company data in plain language. The project democratizes access to internal datasets without requiring SQL knowledge or analyst involvement. The post focuses on the engineering lessons the team learned during development and deployment.
AIEC 2026: Taichu Yuanji Shares Domestic AI Compute Practices to Scale Token Services
量子位 QbitAI39 days agoHardwareAt the AIEC 2026 conference, Chinese AI infrastructure firm Taichu Yuanji shared its hands-on practices for leveraging domestic AI computing power. The session focused on translating that compute capacity into reliable, production-ready Token-based LLM services. The talk reflects China's broader push to build self-reliant AI infrastructure independent of Western chip supply chains.
GLM-5.2 Passes Vibe Check; Z.ai Forecasts Open Fable by December
Latent Space39 days agoBenchmarkZhipu AI's GLM-5.2 has passed broad informal community vibe checks, drawing favorable comparisons to GPT-class models and signaling a meaningful quality leap for open-weights AI. Z.ai, the company behind GLM, is additionally forecasting release of an open frontier-tier model — dubbed Open Fable — by December 2026. Together, these developments suggest open models are genuinely competing at the frontier rather than perpetually trailing closed proprietary systems.
MosaicLeaks: Can Your Research Agent Keep a Secret?
Hugging Face Blog39 days agoBenchmarkServiceNow researchers introduce MosaicLeaks, a benchmark evaluating information-leakage risks in AI-powered research agents. The work asks whether agentic systems—given access to proprietary or sensitive documents—might inadvertently expose confidential content in their outputs. It targets a growing enterprise security concern as agents move from single-turn Q&A into multi-step workflows spanning private knowledge bases.
Karamo Brown Launches Kē, a Wellness App With His AI Digital Clone
TechCrunch AI39 days agoNew ToolKaramo Brown, the culture expert from Netflix's Queer Eye, has launched Kē, a holistic wellness app powered by an AI digital clone modeled on his persona and coaching style. The app spans fitness, nutrition, meditation, sobriety, relationships, and personal growth — domains Brown personally explored over an 18-month self-improvement journey before building the product. Kē offers users on-demand access to Brown's guidance at scale, representing a growing trend of celebrities embedding their likeness into AI-driven consumer products.
Stellantis Eyes Role as Robotaxi Platform Supplier for Uber via Wayve Partnership
INSIDE 硬塞 AI40 days agoBusinessUber, Wayve, and Stellantis have signed a memorandum of understanding to jointly deploy Level 4 autonomous robotaxis. The partnership integrates Uber's ride-hailing network, Wayve's AI driving system, and Stellantis vehicles. The deal reflects Uber's broader strategy of building a multi-partner, technology-diversified autonomous vehicle ecosystem.
China's Domestic AI Compute Is Entering the Token Standardization Era
量子位 QbitAI40 days agoBusinessChina's domestic AI computing sector is undergoing a structural shift, adopting Token throughput as its standard measurement and pricing unit — mirroring the model established by global API providers. This standardization signals a maturation of the Chinese AI supply chain, moving away from raw hardware metrics toward output-centric benchmarks. The transition has implications for how domestic chip vendors, cloud platforms, and AI service providers compete and interoperate.
Meitu, Which Once Made Photo Editing Easy, Now Aims to Do the Same for AI
量子位 QbitAI40 days agoNew ToolMeitu, the Chinese consumer tech company that made sophisticated photo editing accessible to millions without Photoshop training, is applying the same philosophy to AI. The company has announced a new AI-focused product or feature designed to lower the barrier to using AI tools. The move positions Meitu as a consumer-facing AI enabler, echoing its original mission of simplifying complex creative technology.
G7 Nations Want US AI but Fear Overnight Access Cutoffs, Digital Sovereignty Anxiety Rises★ 72
INSIDE 硬塞 AI40 days agoRegulationUS restrictions on AI model exports have raised alarms among G7 allies who fear unilateral access cutoffs to critical technology. The issue has escalated to a digital sovereignty concern, with leaders exploring 'trusted partner' mechanisms to ensure stable supply of key AI infrastructure. The debate reflects a deepening tension between dependence on American AI and national security autonomy.
France Advances Europe's AI Future With NVIDIA Technologies
NVIDIA Blog40 days agoBusinessA year after France unveiled its national AI ambitions at NVIDIA GTC Paris during VivaTech, the infrastructure is moving from blueprint to reality. AI factories, national compute capacity, open frontier models, and industrial platforms are coming online. AI agents are now running in production, and French startups are actively deploying applications across the ecosystem.
Hermes Agent Integrates Stripe: AI Agents Can Initiate Payments but Cannot Self-Authorize
INSIDE 硬塞 AI40 days agoNew ToolHermes Agent has integrated with Stripe, enabling autonomous AI agents to participate in end-to-end payment transactions. While this marks a significant step toward fully automated commerce, the system deliberately prevents agents from self-authorizing transactions. The development highlights growing industry pressure to establish authorization, spending-limit, and audit standards for agentic financial workflows.
Midjourney Medical: Scan Your Organs as Easily as Stepping on a Scale
Latent Space40 days agoBusinessMidjourney, widely known as the only bootstrapped frontier AI lab, has announced its second product: Midjourney Medical, a system designed to make organ scanning as accessible as stepping on a household scale. The launch marks a dramatic pivot beyond image generation into consumer health diagnostics. It represents one of the most unexpected product expansions from a major AI company in recent memory.
How SHOPLINE Uses MCP to Integrate AI Agents into E-Commerce Operations
INSIDE 硬塞 AI40 days agoBusinessSHOPLINE has implemented the Model Context Protocol (MCP) as a standardized integration layer for AI agents within its e-commerce platform. The goal is to help merchants automate daily operations and reduce costs while improving efficiency. Security guardrails include official protocols, tiered permissions, and human review checkpoints to keep merchants in control of their data.
GLM-5.2 Takes the Top Spot Among Text-Only Open-Weights LLMs★ 72
Simon Willison's Weblog40 days agoReleaseZ.ai has released GLM-5.2, a 753B-parameter MIT-licensed open-weights model with a 1-million-token context window. Independent benchmark site Artificial Analysis ranks it first among open-weights models on their Intelligence Index v4.1, ahead of MiniMax-M3, DeepSeek V4 Pro, and Kimi K2.6. It also places second on Code Arena's WebDev leaderboard behind only Claude Fable 5, despite being text-only, and is available on OpenRouter at $1.40/$4.40 per million input/output tokens.
Getting More from Each Token: How Copilot Improves Context Handling and Model Routing
GitHub Blog40 days agoCommentaryGitHub explains how Copilot is investing in context prioritization and intelligent model routing to make each session more productive. Smarter pruning keeps the most relevant code and conversation history in the prompt window, while routing logic matches requests to the right model based on task complexity. The combined result is fewer wasted tokens, better response quality, and premium credits that go further per user session.
World Model Startup Odyssey Reaches $1.45B Valuation With Amazon Backing
TechCrunch AI40 days agoBusinessOdyssey, a startup building world models — AI systems that simulate and predict physical environments beyond the scope of text-based LLMs — has closed a funding round valuing the company at $1.45 billion. Amazon is among the prominent backers. The raise positions Odyssey as a leading contender in what many see as the next frontier of AI development.
Adam (YC W25) – Open-Source AI CAD Tool Launches on GitHub
Hacker News (AI keywords)40 days agoNew ToolAdam, a Y Combinator Winter 2025-backed company, has announced its open-source AI CAD tool via a Hacker News Launch post. The project is hosted on GitHub under Adam-CAD/CADAM and targets the computer-aided design space with AI capabilities. As a YC-pedigreed open-source entry, it signals growing momentum toward AI-native design tooling for engineers and hardware builders.
Meta's AI Mode in Search Uses Facebook Data — But Keeps Getting Things Wrong
The Verge AI41 days agoCommentaryMeta has launched AI Mode in search, targeting open-ended queries like 'What should I do this weekend?' by grounding responses in Facebook social data. The concept is compelling: Meta's social graph could enable more personalized, locally relevant recommendations than generic AI search tools. However, The Verge's hands-on finds the product currently unreliable, with the feature frequently getting things wrong — raising concerns about both accuracy and the risks of social-data grounding.
Introducing the Cloudflare One Stack: Agent-Powered Deployment
Cloudflare Blog41 days agoNew ToolCloudflare has introduced the Cloudflare One stack, a library of agent skills that gives AI agents the domain knowledge required to manage Zero Trust networking end-to-end. The tooling enables autonomous planning, deployment, and ongoing management of a Zero Trust environment without traditional migration consulting calls. By packaging its Zero Trust expertise as callable agent skills, Cloudflare is positioning AI-assisted infrastructure management as a fully self-service capability.
DeepL Acquires Mixhalo for Live-Event Audio Streaming and Translation
TechCrunch AI41 days agoBusinessDeepL, the German AI translation company, has acquired Mixhalo, a startup focused on live-event audio streaming and real-time translation. The deal extends DeepL's capabilities beyond text and documents into spoken, in-person environments such as concerts, conferences, and sports events. To support the expansion, DeepL is establishing a new office in San Francisco.
Pinterest Launches Experimental AI Shopping App 'Ask Pinterest'
TechCrunch AI41 days agoNew ToolPinterest has launched Ask Pinterest, an experimental application that lets users explore shopping ideas and seek personalized recommendations through a conversational AI interface. The product marks a meaningful shift from the platform's traditional browse-and-pin model, layering natural-language interaction onto Pinterest's established visual discovery strengths. The launch reflects broad industry momentum toward AI-powered conversational commerce, as major consumer platforms race to reduce friction between inspiration and purchase.
GLM-5.2 Claims Top Open-Weights Spot on Artificial Analysis Intelligence Index
Hacker News (AI keywords)41 days agoBenchmarkGLM-5.2, the latest open-weights model from Zhipu AI, has claimed the top position on the Artificial Analysis Intelligence Index among all openly available models. This marks a notable shift in the open-weights leaderboard, which tracks quality, speed, and price across dozens of frontier and community models. The result signals continued momentum from Chinese AI labs producing competitive open-weights alternatives to proprietary frontier systems.
One Model Controls Hands, Feet, and Torso: Robots Achieve Whole-Body Coordination for Fine Manipulation
量子位 QbitAI41 days agoPaperResearchers have developed a unified model that simultaneously controls a robot's hands, feet, and torso, enabling full-body coordination. This approach allows robots to perform fine, dexterous tasks that previously required fragmented, limb-specific control systems. The advance represents a meaningful step toward humanoid or multi-limbed robots that can handle complex real-world manipulation with integrated motor intelligence.
Top Embodied-AI Brain Startup Raises Hundreds of Millions; 15 VCs Back World-Model Route
量子位 QbitAI41 days agoBusinessA top-tier startup specializing in embodied-AI brain systems has secured another funding round worth hundreds of millions of dollars, drawing fierce competition from 15 venture capital firms. The company pursues a world-model approach—building internal representations of physical environments to enable more generalizable robot reasoning. The deal underscores surging investor conviction in world-model architectures as the dominant path to scalable embodied intelligence.
Tiangong 3.1 Launches Skywork Design and Dynamic Workflows
量子位 QbitAI41 days agoReleaseKunlun Tech has unveiled Tiangong 3.1, a significant update to its AI platform, introducing two headline features: Skywork Design, a canvas-style creative workspace, and Dynamic Workflows, a multi-agent task orchestration system. Skywork Design gives users a visual surface for AI-assisted creation, while Dynamic Workflows enables coordinated AI agent teams to tackle complex, multi-step tasks. Together the additions position Tiangong 3.1 as both a creative and an agentic productivity platform.
A Chinese Domestic Player Finally Cracks the Vicious Cycle Trapping Medical AI
量子位 QbitAI41 days agoBusinessMedical AI in China—and globally—has long been trapped in interlocking chicken-and-egg problems: you need clinical data to build good models, regulatory approval to deploy, and deployment evidence to earn approval. A Chinese domestic player, highlighted by QbitAI, is reported to have navigated this full end-to-end gauntlet. If validated, the breakthrough could offer a replicable commercial template for the broader medical AI sector in China.
HarmonyOS AI Assistant Xiao Yi Performs Stand-Up Comedy With CCTV Anchor Zhu Guangquan
量子位 QbitAI41 days agoReleaseHuawei's HarmonyOS AI assistant Xiao Yi shared a stage with renowned CCTV anchor Zhu Guangquan for a live stand-up comedy performance, testing the AI's real-time wit, timing, and cultural fluency in a high-profile public setting. QbitAI questions whether this event marks a new competitive phase for AI assistants — shifting beyond task utility into personality-driven, culturally embedded public performance. The showcase reflects the intensifying race among Chinese AI assistant platforms to demonstrate not just capability, but presence, humor, and live contextual awareness alongside human talent.
Microsoft Copilot Cowork Launches Globally with Usage-Based Pricing for Agentic AI
INSIDE 硬塞 AI41 days agoNew ToolMicrosoft has officially launched Copilot Cowork, an agentic AI feature available to Microsoft 365 Copilot subscribers. The tool is designed to execute complex, end-to-end tasks across multiple tools and workflows autonomously. It adopts a usage-based billing model and is now available worldwide as of today.
GLM-5.2: World's Top Open Frontend Coding Model + IndexShare Speculative Decoding
Latent Space41 days agoReleaseGLM-5.2 has claimed the leading position worldwide among open models on frontend coding benchmarks, marking a significant milestone for the open-source AI ecosystem. The release is accompanied by IndexShare, a new method targeting speculative decoding to improve inference throughput and reduce serving latency. Together, the two developments advance both capability and deployment efficiency for teams building with open models.
Kimi K2.7 Code vs Claude Fable 5: Landing Pages That Cost 94% Less
Together AI41 days agoBenchmarkTogether AI ran a head-to-head comparison between Kimi K2.7 Code and Claude Fable 5, generating 12 landing pages with each model under equivalent conditions. Kimi K2.7 Code cost 94% less while scoring within only a few points of Claude Fable 5 on every individual page. The experiment offers a concrete data point for teams seeking to reduce AI inference costs on structured content generation tasks without a proportional drop in output quality.