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.
ABot-Earth0.5 Tops Three Hugging Face Paper Leaderboards, Earns Praise from Graphics Expert Chen Baoquan
量子位 QbitAI39 days agoPaperABot-Earth0.5, a newly released AI model or research paper, has reached the top position across three concurrent Hugging Face paper ranking lists. The achievement drew public praise from Chen Baoquan, a respected international authority in computer graphics. The milestone signals growing recognition for the project within both the research and graphics communities.
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.
World's First Universal Humanoid Robot Cerebellum Achieves Zero-Shot Generalization
量子位 QbitAI39 days agoPaperA team has released what it claims is the world's first universal "cerebellum" for humanoid robots — a general-purpose low-level motion-control module. The system was trained on the largest known human motion dataset, comprising 20,000 hours of recorded actions. The result is a controller capable of zero-shot generalization, meaning it can drive robot motion on new tasks or platforms without task-specific retraining.
Kaiming He's All-Undergrad Team Achieves Text-to-Image With Only 258M Parameters
量子位 QbitAI39 days agoPaperA new research paper from Kaiming He's lab — notable for having an all-undergraduate team — demonstrates that high-quality text-to-image generation can be achieved with just 258 million parameters. This challenges the prevailing assumption that competitive image synthesis requires multi-billion-parameter models. The work signals a push toward leaner, more accessible generative vision architectures.
I Typed My Dream Into an AI — and It Pulled Me Right Into the Experience
量子位 QbitAI39 days agoTutorialIn a hands-on exploration piece, a QbitAI writer experimented with describing a personal dream to an AI system and was surprised when the AI generated an interactive, game-like experience from it. The article captures the sense of wonder at AI's growing capacity to transform raw, unstructured personal narrative into participatory content. It highlights how AI creative tools are moving beyond passive generation toward immersive, user-driven experiences.
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.
Are You in the Weights? — Tool to Check If Your Content Trained AI Models
Hacker News (AI keywords)39 days agoNew Tool"Are You in the Weights?" is a newly launched service submitted to Hacker News by its creator, letting people investigate whether their content contributed to AI model training. The phrase "in the weights" refers to how training data becomes encoded in a model's parameters. The tool addresses growing public demand for transparency around AI data provenance and consent.
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.
Build Your Own Vulnerability Harness
Cloudflare Blog39 days agoTutorialCloudflare has published a technical breakdown of an AI-assisted vulnerability discovery pipeline built around multiple processing stages and an automated triage loop. The architecture addresses false positives through adversarial review, where the system challenges its own findings before surfacing them to humans. The post also covers state control strategies and techniques for routing around the context-window limits inherent to large language models.
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.
Adobe Launches AI Assistants in Photoshop, Premiere, Illustrator, InDesign, and Frame.io
The Verge AI39 days agoNew ToolAdobe has launched a public beta of dedicated AI Assistants in five Creative Cloud applications — Photoshop, Premiere, Illustrator, InDesign, and Frame.io — marking a concrete step in the company's plan to embed conversational AI across its entire suite. Each application receives its own tailored chatbot rather than a shared generic interface, reflecting the distinct workflows of different creative disciplines. General availability timing was not disclosed at launch.
Adobe's Redesigned Firefly AI Studio Remembers What Your Creations Look Like
The Verge AI39 days agoNew ToolAdobe has unveiled a redesigned Firefly AI studio entering private beta that merges image generation and editing into a single interface. The update introduces persistent context so the AI remembers your creative history across projects, alongside reusable assets and organized workflows. The move positions Firefly as a cohesive creative workspace rather than a standalone generation tool.
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.
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.
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.
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.
AI Coding Agents Can Autonomously Direct Robot Training, NVIDIA Demonstrates
Ars Technica AI40 days agoPaperNVIDIA has introduced a self-improvement program for robots that delegates training direction to teams of AI coding agents rather than human engineers. The system enabled robots to learn precise physical tasks, including installing GPUs and cutting zip-ties. The approach signals that agentic AI paradigms developed for software are now being applied to embodied robotics training pipelines.
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.
MolmoMotion: Language-Guided 3D Motion Forecasting
Hugging Face Blog40 days agoPaperAllen Institute for AI has released MolmoMotion, a new model that adds language-guided 3D motion forecasting to the open-source Molmo family. By conditioning spatial trajectory predictions on natural language, the system enables more flexible, human-interpretable motion anticipation. The work targets applications in robotics, video understanding, and embodied AI where predicting movement in 3D space is safety-critical or operationally essential.
Meta's AI Mode in Search Uses Facebook Data — But Keeps Getting Things Wrong
The Verge AI40 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 Blog40 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 AI40 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.