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.
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.
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.
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.
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.
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 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.
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.
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.
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.
UK Government Partners with Google DeepMind on AI-Accelerated Housing Planning
Google DeepMind Blog41 days agoBusinessThe UK government has partnered with Google DeepMind to develop an AI-powered prototype targeting the country's chronically slow housing planning process. The collaboration aims to accelerate application decisions, potentially unlocking a key bottleneck in UK housing supply. While still at prototype stage, the initiative signals growing government appetite for using frontier AI in public-sector infrastructure workflows.
Pentagon Boasts of Using AI to Write Reports Mandated by Congress
Ars Technica AI41 days agoBusinessThe U.S. Department of Defense has publicly claimed credit for using artificial intelligence to write official reports required by Congress. The Pentagon also states that approximately 1.5 million of its military and civilian personnel are now using generative AI tools in their daily work. The disclosure raises significant questions about accountability, accuracy, and the integrity of legislative oversight when AI systems author formal statutory documents.
Plaud's Software Business Surpasses $100M ARR After Shipping 2M+ AI Notetakers
TechCrunch AI41 days agoBusinessPlaud has announced that its software business has crossed $100 million in annual recurring revenue, a milestone achieved alongside shipping more than two million AI-powered notetaker devices. The company competes in an increasingly crowded segment where AI-assisted transcription and meeting capture tools are proliferating. The dual hardware-plus-software model appears to be generating meaningful recurring subscription income on top of device sales.
SpaceX Acquires Cursor for $60 Billion in Enterprise AI Push★ 78
The Verge AI42 days agoBusinessSpaceX has announced a $60 billion acquisition of Cursor, the AI-powered code editor, days after its own IPO. The deal is framed as a strategic move to attract enterprise customers and narrow the competitive gap with Anthropic and OpenAI. The takeover was signaled in advance and represents one of the largest AI-sector acquisitions to date.
SpaceX to Acquire Anysphere, Maker of Cursor AI Coding Agent, for $60B★ 87
Hacker News (AI keywords)42 days agoBusinessSpaceX has agreed to acquire Anysphere, the company behind the popular Cursor AI coding agent, for $60 billion in what would rank among the largest AI software deals ever recorded. The acquisition marks a dramatic expansion of SpaceX's footprint beyond aerospace and satellite services into developer productivity and AI tooling. Cursor has emerged as one of the most widely adopted AI-native code editors among professional software developers.
Facebook Launches AI Mode That Generates Search Answers From Public Posts
INSIDE 硬塞 AI42 days agoEthicsMeta has activated an AI answering feature on Facebook that pulls from users' public posts to generate search results without explicit consent. The rollout offers no opt-out mechanism, leaving users with no recourse if they object to their content being used this way. Critics argue the change unilaterally redefines what 'public' means on the platform, raising serious privacy concerns for anyone who has ever posted publicly on Facebook.
Malaysia's Respond.io Raises $62.5M, Eyes Acquisitions in North America and Europe
TechCrunch AI42 days agoBusinessRespond.io, a Malaysian startup deploying AI agents to manage high-volume customer conversations, has raised $62.5 million in new funding. The company differentiates itself with a per-conversation pricing model rather than the traditional per-seat SaaS structure. With fresh capital in hand, Respond.io is eyeing acquisition targets in North America and Europe to accelerate its global footprint.
WWDC26 Decoded: Siri Has No Persistent Memory — Is Apple's AI Still Useful?
INSIDE 硬塞 AI42 days agoCommentaryAt WWDC26, Apple confirmed that Siri does not retain any memory of past conversations, a deliberate consequence of its privacy-first Private Cloud Compute architecture, which erases all data immediately after processing. While this approach strongly upholds Apple's privacy commitments, it means Siri cannot learn from prior interactions or carry context across sessions. The limitation invites serious scrutiny of whether Apple's AI assistant can remain competitive against rivals that offer rich, persistent memory features.
Apple's AI Secret Weapon May Not Be Siri — It's Every Device You Own
INSIDE 硬塞 AI43 days agoCommentaryApple's AI strategy centers not on Siri but on the sheer scale and intimacy of its global hardware ecosystem. Devices embedded in users' daily lives collect dense personal context that Apple converts into AI fuel. This positions Apple's hardware footprint as a structural moat competitors cannot easily replicate.
In the Agent Era, Huawei Cloud Is Rebuilding Its Infrastructure from the Ground Up
量子位 QbitAI43 days agoBusinessHuawei Cloud has launched a strategic initiative to rebuild its core platform architecture from the ground up for the AI agent era, signaling that existing cloud designs are insufficient for agentic workloads. The move reflects the demanding requirements of autonomous AI agents — persistent state, multi-step orchestration, and long-horizon task execution — that traditional cloud primitives cannot efficiently serve. As a major Chinese hyperscaler, Huawei Cloud's foundational pivot aligns with its broader vertical-integration strategy across AI hardware and software.
Tsinghua Startup Lands Auto Factory Orders, Deploys Embodied AI on Real Production Lines
量子位 QbitAI43 days agoBusinessA Chinese robotics startup with Tsinghua University roots has secured orders from automotive manufacturers to run embodied intelligence systems on active production lines — all within roughly one year of founding. The milestone signals that the company's physical AI technology has cleared the demanding reliability bar set by car factories. It reflects the accelerating commercialization of embodied AI in China's industrial sector, with automotive manufacturing as a primary early market.
OpenRouter Launches Fusion API
Hacker News (AI keywords)43 days agoNew ToolOpenRouter, the unified multi-model AI routing platform, has announced a new product called Fusion via a dedicated product page published June 15, 2026. The Fusion API name suggests an ensemble or blending strategy that synthesizes outputs from multiple underlying models rather than routing each request to a single model. If confirmed, this marks a strategic shift for OpenRouter from pure model aggregation toward offering proprietary, value-added inference capabilities through its existing API.
KPMG Retracts Agentic AI Report After Only 5 of 45 Citations Found Real
INSIDE 硬塞 AI43 days agoIncidentKPMG retracted a high-profile report promoting agentic AI after discovering it was riddled with AI hallucinations, with only 5 of 45 citations verified as legitimate. The incident exposed the reputational risks of publishing AI-generated professional content without rigorous human review. It also raised broader concerns about AI-produced misinformation contaminating information ecosystems when fabricated sources propagate unchecked.
Meta Reportedly Moves to Unwind $2B Manus Deal After Beijing's Demand
TechCrunch AI44 days agoBusinessMeta has begun unwinding its $2 billion acquisition of AI company Manus following a direct order from Beijing to reverse the deal. The move marks a rare instance of a foreign government compelling a major US tech company to abandon a completed or near-complete acquisition. The development underscores the deepening geopolitical tension surrounding AI assets with Chinese origins.
Trace – Offline Mac Meeting Transcripts You Can Flag Mid-Call
Hacker News (AI keywords)44 days agoNew ToolTrace is a new Mac application that generates meeting transcripts entirely offline, preserving user privacy by keeping audio and text on-device. A standout feature allows users to flag moments of interest in real time during a call. The tool targets professionals who want accurate, private meeting records without relying on cloud services.