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You Want to Visit the UK? You Better Have a Google Play or App Store Account

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🚀 Check out this awesome post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: In the before times, and living in a blissful bubble of European citizenship, I never thought a lot about what I would need to prepare when visiting the UK. But, starting February 2026, new immigration rules for the UK are being enforced. Citizens of 85 additional countries (including the USA and European countries) will need an Electronic Travel Authorisation (ETA) to visit, even for tourism.1 Luckily, you can apply (and pay) digitally. Unfortunately, the government very much would prefer you to do so using…

RK3588 and RK3576 video decoders support merged in the upstream Linux Kernel

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💥 Check out this must-read post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: Support for the VDPU381 and VDPU383 Rockchip video decoders has been merged into the Upstream Linux kernel. These decoders are found on modern SoCs, respectively the RK3588 and RK3576, and bring improved hardware decoding capabilities for H.264 and HEVC to mainline Linux. This post highlights what we added, how we fixed a subtle IOMMU reset issue, a deliberate design choice in how we program hardware registers, and the introduction of new V4L2 UAPI controls required specifically for this hardware. The IOMMU restore issue One of the…

Evaluating Web Agents on Real World Personal Assistant Workflows

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🔥 Explore this must-read post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: IntroductionBrowser-based and computer-use agents are becoming increasingly popular for automating consumer workflows that involve interacting with web applications through clicks, typing, and navigation. Many of these workflows mirror how humans use personal assistant tools today—by coordinating information across multiple applications such as email, calendars, and booking platforms. However, it remains unclear whether current frontier computer-use agents are capable of reliably completing such workflows. Most existing benchmarks for web or computer-use agents focus on isolated, single-application tasks. Typical examples include actions such as adding a product…

How will OpenAI compete? — Benedict Evans

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🚀 Explore this awesome post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: As we all know, OpenAI has been running around trying to join the club, claiming a few months ago to have $1.4tr and 30 gigawatts of compute commitment for the future (with no timeline), while it reported 1.9 gigawatts in use at the end of 2025. Since it doesn’t have the scale of cashflows from existing businesses that the hyperscalers can use, it has so far managed to do this, or at least announce this, with a combination of capital-raising (not all of which has…

Zyora-Dev/zse: Zyora Server Inference Engine for LLM .

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✨ Explore this awesome post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: Ultra memory-efficient LLM inference engine. ZSE is designed to run large language models with minimal memory footprint while maintaining high performance. Our key innovation is the Intelligence Orchestrator that provides smart recommendations based on your available (not total) memory. 🧠 zAttention: Custom CUDA kernels for paged, flash, and sparse attention 🗜️ zQuantize: Per-tensor INT2-8 mixed precision quantization 💾 zKV: Quantized KV cache with sliding precision (4x memory savings) 🌊 zStream: Layer streaming with async prefetch (run 70B on 24GB GPU) 🎯 zOrchestrator: Smart recommendations based…

Refine – by John H. Cochrane

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🚀 Explore this insightful post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: I recently tried refine, an AI tool for refining academic articles, developed by Yann Calvó López and Ben Golub. I sent it the current draft of my booklet on inflation, to see what it can offer. I just used it once so far, with the free trial mode. I will be a regular user forever. The results are stunning. The comments it offered were on the par of the best comments I’ve received on a paper in my entire academic career. And more concise and…

Intrect-io/OpenSwarm: OpenSwarm, CLI Code Agent Orchstrator

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🔥 Read this awesome post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: Autonomous AI agent orchestrator powered by Claude Code CLI OpenSwarm orchestrates multiple Claude Code instances as autonomous agents. It picks up Linear issues, runs Worker/Reviewer pair pipelines to produce code changes, reports progress to Discord, and retains long-term memory via LanceDB vector embeddings. ┌──────────────────────────┐ │ Linear API │ │ (issues, state, memory) │ └─────────────┬────────────┘ │ ┌─────────────────────┼─────────────────────┐ │ │ │ v v v ┌──────────────────┐ ┌──────────────────┐ ┌──────────────────┐ │ AutonomousRunner │ │ DecisionEngine │ │ TaskScheduler │ │ (heartbeat loop) │─>│ (scope guard) │─>│ (queue + slots) │…

Self-Improving Software | Jeff Lunt

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🚀 Read this awesome post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: In the traditional software development lifecycle, there is often a widening gap between the code we write and the documentation that describes it. We build features, fix bugs, and refactor architectures, but the READMEs, design documents, and internal wikis frequently lag behind. This "documentation debt" becomes a significant hurdle for both human developers and the AI agents we collaborate with. However, as AI becomes more agentic, we are entering a new era where software can, in a very real sense, become self-improving. The Cycle of…

RAM now represents 35 percent of bill of materials for HP PCs

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💥 Check out this insightful post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: In an illustration of the severity of the current memory shortage, HP Inc. CFO Karen Parkhill said that RAM has gone from accounting for “roughly 15 percent to 18 percent” of HP PCs’ bill of materials in its fiscal Q4 2025 to “roughly 35 percent” for the rest of the year. Parkhill was speaking during HP’s Q1 2026 earnings call, where the company said it expects the total addressable market for its Personal Systems business to decline by double digits this calendar year, as…

Jane Street Hit with Terra $40B Insider Trading Suit

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💥 Check out this must-read post from Hacker News 📖 📂 **Category**: 💡 **What You’ll Learn**: Crypto’s most infamous collapse is back in the spotlight, and this time the blast radius reaches deep into Wall Street. A new lawsuit doesn’t just revisit the $40 billion Terra-Luna meltdown; it questions whether one of the world’s most sophisticated trading firms saw the collapse coming and moved first. If the allegations hold up in court, the narrative around Terra’s death spiral may shift from inevitable failure to something far more uncomfortable: informed players exiting while everyone else was still being told to hold.Jane…