产品设计
Microsoft’s Xbox 25th anniversary console comes in translucent green
Microsoft has created a special edition Xbox Series X to celebrate 25 years of the console. The Xbox 25th-anniversary console takes design cues from the original Xbox console, with both the console and controller featuring a translucent green design. "For the first time, we're bringing a translucent design to Xbox Series X, drawing inspiration from […]
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Minecraft Dungeons 2 gets a September release date
Minecraft Dungeons 2, a sequel to Microsoft's dungeon crawler spinoff Minecraft Dungeons, will be released on September 29th. The company originally revealed the game in a brief trailer in March, promising a fall 2026 release window. Here's how Microsoft described it at the time: Return to the world of Minecraft Dungeons in an all new […]
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Fable launches in late February after recent delay
Just a few days after pushing Fable out of 2026, Microsoft showed off more footage of Fable, the first new entry in the storied RPG franchise since 2010's Fable III, at its Xbox Games Showcase on Sunday. The company also announced a specific release date: February 23rd, 2027. Though if you get the Premium Edition, […]
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Halo: Campaign Evolved arrives July 28th
As part of its Xbox Games Showcase on Sunday, Microsoft revealed new details about Halo: Campaign Evolved, the upcoming remake of Halo: Combat Evolved's campaign mode. The remake will debut on Xbox Series S / X, PC, and PS5 on July 28th. Today's mission trailer includes a first look at Operation: Meteorite, a new three-mission […]
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Gears of War: E-Day isn’t coming to the PS5
Apparently, the "return of Xbox" means a retreat from other platforms. At its Xbox Games Showcase today, Microsoft revealed that Gears of War: E-Day - which was previously rumored for a PS5 launch in addition to Xbox and PC - will not be coming to PlayStation. It'll be an Xbox console exclusive and is launching […]
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The Verge Weekend Questionnaire
Have you ever wondered what the most indispensable app is for your favorite musician or how the world’s tech CEOs stay focused? Well, that’s the sort of thing we aim to uncover in our Verge Weekend Questionnaire. Think of it as a spiritual successor to Five Minutes on the Verge. Every Saturday, a different guest […]
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Govee’s all-weather smart lamp post is under $200 for the first time
If you have an outdoor space that needs some extra lighting, either for fun or security reasons (or a mix of the two), the Govee outdoor lamp post light is a good pick that’s 23 percent off its regular price right now. Typically retailing for $260, the Govee outdoor lamp post light is available for […]
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LearnX-Radar – Daily AI audio lessons from developer trends + Dutch coach
I built something I desperately needed: daily AI audio lessons from real developer trends (plus a Dutch coach for inburgering B1). The hardest part wasn't the AI. It was figuring out how to score genuine rising skills vs. one-day noise. I ended up building a cross-day momentum signal that rewards skills accelerating over 3+ days and dampers spikes. But I'm stuck on the next problem: how do you personalize this without storing user data? (I'm privacy-first, so no subscriber DB — Telegram holds the member list.) If you've solved this, I'd love your take. And if you're learning Dutch + coding, I'd appreciate you trying it and telling me what's useless. What I'm curious about: Is the momentum signal actually working — am I surfacing real trends or just noise? Would the Dutch coach be useful for expat developers in NL, or is it too niche? Technical details (for those who care): • 7 sources: GitHub Trending, HN (Who-is-Hiring + front page), Stack Overflow tag deltas, dev.to, Reddit, Lobste.rs • Map-reduce skill extraction with deterministic attribution (corpus scan, not LLM tally) • Grounded briefs: reads actual source text via Jina + Exa, cited sources • Delivered via Telegram (audio + PDF), Spotify podcast, email • Privacy: PII redacted at ingestion, no subscriber data stored Live: https://yusuprozimemet.github.io/LearnX-Radar/ GitHub: https://github.com/Yusuprozimemet/LearnX-Radar (P.S. This is still beta — I'm looking for feedback, not users. If you try it, tell me what's useless, not what's good.)
开发者
The Virtual OS Museum lets you relive over 600 operating systems right on your desktop
The Virtual OS Museum isn't a physical place, it's a collection of over 1,700 distinct installations of over 600 operating systems for over 250 platforms that you can download and run via emulation right on your computer. It's largely the work of one man, Andrew Warkentin, a developer and OS historian who has been slowly […]
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AI ‘content creators’ are getting harder to spot
This is The Stepback, a weekly newsletter breaking down one essential story from the tech world. For more on AI confusion, follow Robert Hart. The Stepback arrives in our subscribers' inboxes at 8AM ET. Opt in for The Stepback here. How it started At first, AI influencers were relatively easy to identify - and to […]
开发者
JMGO’s N3 Ultimate projector is the new portable 4K champ
Sorry Anker: JMGO now makes my favorite flagship portable projector. The N3 Ultimate is an excellent portable 4K projector that defeats moderate ambient light at severe placement angles and can rival more expensive home theater installations at night. After a few weeks of testing, I think the raw adaptability exhibited by the JMGO's N3 Ultimate […]
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Closing the execution gap: a series
Every AI coding tool can write Python — Cursor, Claude Code, Windsurf. None of them can run it safely in production. That gap between "AI wrote the code" and "the code ran safely" is exactly what I'm building jhansi.io to close. This series documents the journey. One layer of the problem at a time. The execution gap When AI generates code, four things still stand between you and prod: Dependencies — Install the right packages, with versions and licenses you trust Isolation — Run it hard-sandboxed. No host access, no outbound network, no surprises Secrets — Let AI use your API keys without ever letting it see or leak them Audit — Log every execution. Prompt, code, result, timestamp. Compliance-grade. Most teams stop at step 1. Banks and fintechs can't. FCA, SOC2, and the EU AI Act require audit trails for AI actions. You can't eval() your way through an audit. jhansi.io is the missing run() for AI-generated code. Open core, cloud sandbox, built to close each part of the gap — layer by layer. The series Part 1 — Persistent sandboxes Why "ephemeral" breaks debugging, state, and compliance. The case for giving every AI a home directory. → Read Part 1 Part 2 — Dependency management (coming soon) Detecting, installing, and locking deps across Python, Node, Go, and Java. With SBOMs and policy built in. Part 3 — Isolation (coming soon) What "hard isolation" actually means. Containers, Firecracker, zero trust networking, and the metadata service attacks you haven't thought of yet. Part 4 — Secrets (coming soon) Kernel-level proxies. AI can call Stripe without the key ever entering the sandbox. Part 5 — Audit (coming soon) Who ran what, when, with which prompt. Hash-chained logs that satisfy auditors, not just engineers. Building this in public. Follow the series on Dev.to , Linkedin , and X . Code is Apache 2.0 at github.com/jhansi-io .
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Meta made its own AI-generated clickbait news feed
Facebook has long been filled with feeds of clickbait articles. Now, Meta is making its own clickbait articles with AI. The standalone Meta AI app now has a "For You" section that populates a list of clickbait-style stories for you to read. But the topics, images, and text are all AI-generated - and as questionable […]
产品设计
The next YouTube phenomenon hitting the big screen
Hi, friends! Welcome to Installer No. 131, your guide to the best and Verge-iest stuff in the world. (If you're new here, welcome, happy last week of productivity before the World Cup starts, and also you can read all the old editions at the Installer homepage.) This week, I've been reading about the World Cup […]
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Here comes new Siri again
Apple has been on its back foot, AI-wise, for the past few years. But in a strange way, playing from behind might not be such a bad move. At WWDC on Monday, Apple appears to be getting ready to reintroduce us to the new Siri. Again. As a reminder, we met the new Siri in […]
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Day 48: Why AI-Verified 'Desi Ilaaj' is GoDavaii's Toughest (and Most Important) Challenge
Day 48 of building GoDavaii, and the toughest problem isn't the sheer volume of allopathic medicines or the complexity of their interactions. It's the invisible logic of 'Desi Ilaaj' - the home remedies and traditional practices deeply ingrained in Indian families for generations. When everyone knows the comfort and efficacy of 'haldi-doodh' (turmeric milk) for a cold, how does an AI health platform authentically verify and integrate that knowledge without replacing professional medical advice? This isn't just a cultural nod; it's a fundamental challenge for any health AI truly built for India. Global competitors like Epocrates or drugs.com, while excellent within their scope, are entirely English-centric and focused on Western allopathic data. They have no framework for the millions of people who search for health guidance in Hindi, Tamil, or Marathi, and whose first instinct for a cough might be a herbal concoction, not an over-the-counter syrup. The Unspoken Truth About India's Health Landscape For a vast majority of Indian families, health decisions often involve a blend of modern medicine and traditional wisdom. From specific herbs to dietary adjustments passed down through generations, these practices are effective for many minor ailments. Yet, in the digital health space, they're largely ignored. Why? Because the data is fragmented, often anecdotal, and doesn't fit neatly into structured pharmacological databases. It's a goldmine of practical health knowledge, but also a minefield for safety if not handled with care. My realization as Pururva Agarwal, 27-year-old founder of GoDavaii, was simple but profound: if we truly want to serve families coming online in their mother tongue, our AI needs to understand and interact with this context. This means going far beyond just translating English medical terms into 22+ Indian languages. It means building a knowledge graph that can intelligently cross-reference traditional remedies with known active compounds, potent
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Building a Life-Saving AI: Automating Medical Response with LangGraph and Python 🏥
Imagine your smartwatch detects an irregular heart rhythm at 3 AM. Instead of just waking you up with a frantic "beep," an AI agent immediately analyzes your historical health data, searches for the best cardiologist nearby, and prepares a calendar invite for a consultation. This isn't science fiction—it's the power of Healthcare Automation driven by AI Agents . In this tutorial, we are diving deep into LangGraph , the cutting-edge framework for building stateful, multi-agent applications. We’ll explore how to use State Machines to orchestrate a complex medical workflow, moving from an "Abnormal Heart Rate Alert" to a "Specialist Appointment" using the Tavily API for research and Twilio for urgent notifications. By the end of this guide, you’ll understand how to manage non-linear LLM workflows that require reliability and precision. The Architecture: Why LangGraph? Traditional LLM chains are linear. But medical emergencies are not. They require loops, conditional branching (e.g., "Is this an emergency or a routine check-up?"), and state persistence. LangGraph allows us to define a graph where each node is a function and edges define the transition logic. Data Flow Overview The following diagram illustrates how our agent processes a heart rate alert: graph TD A[Start: Heart Rate Alert] --> B{Severity Triage} B -- Emergency --> C[Twilio: Alert Emergency Services] B -- High Risk --> D[Tavily API: Find Best Specialist] B -- Normal/Review --> E[Log to Health Records] D --> F[Google Calendar: Draft Appointment] F --> G[Twilio: SMS Patient Confirmation] C --> H[End] G --> H E --> H Prerequisites 🛠️ To follow along with this advanced tutorial, you'll need: Python 3.10+ LangGraph & LangChain : The orchestration engine. Tavily API Key : For searching local medical specialists. Twilio Account : For SMS/Voice alerting. An OpenAI API Key (GPT-4o is recommended for medical reasoning). Step 1: Defining the Agent State In LangGraph, the State is a shared schema that evolves as it m
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Congress still can’t decide what to do about warrantless surveillance
The deadline to reauthorize Section 702 of the Foreign Intelligence Surveillance Act is coming up a week from now on June 12th, and legislators seem no closer to reaching a deal. If this sounds like deja vu, it's because we've been here before. Congress reauthorized Section 702 in late April - but only for 45 […]
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Startup Battlefield 200 applications officially close in 3 days
Applications for Startup Battlefield 200 officially close on June 8, 11:59 p.m. PT. Don't wait any longer. Secure your shot at competing on the Disrupt Stage at TechCrunch Disrupt 2026 this October at San Francisco's Moscone West.
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The Sonos Era 100 speaker is down to its lowest price in months
Whether you’re considering starting a Sonos speaker setup, or adding to an existing group, the Sonos Era 100 is worth picking up. The compact, capable smart speaker is currently marked down to $189 ($30 off) at a variety of retailers, including Amazon, Best Buy, and directly from Sonos. If you want an even lower price, […]