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Testing a browser extension is more than checking a web page. You may need to prepare storage, open an extension popup, options page, or side panel, trigger browser events, and check data migration between extension versions. Playwright's official extensions guide shows how to launch a browser with an extension, wait for its service worker, and find its ID. That gives a good starting point, but the extension-specific parts of the tests still need fixtures and helpers. In this post, I wan...

Originally published at heu.ai . How the three most-used agent frameworks actually execute, hold state, and recover from failure, and what that means when an agent has to run in production rather than in a demo. Key Takeaways LangGraph, CrewAI, and AutoGen take fundamentally different approaches to agent execution: cyclical graph-based control, role-based orchestration, and conversational multi-agent loops, respectively. State management is the clearest technical dividin...

How to Keep AI from Breaking Your Environment with AWS CDK More and more people are letting AI write their AWS CDK code. At the same time, some may feel uneasy about AI breaking their environment on its own. For those people, this article introduces a way to safely stop the process only when a change to your CDK code contains a dangerous diff that could break your environment. Destructive Changes So what kind of dangerous diff can break an environment? It is a destru...

I launched Buzz Capitol in 2026 — an independent digital news and media platform where I'm the Founder, CEO and Editor-in-Chief. No investors, no newsroom, no legacy brand behind it. Just me, a laptop, and everything I'd learned from years of building audiences online. I'm Sami Ullah, 23, from Abbottabad, Pakistan. Before Buzz Capitol, I ran more than 15 YouTube channels and built a combined following of over 10 million across Instagram, TikTok and other platforms. That experience was my real...

You’ve probably felt it before: you write a neat CSS variable to keep your colors or spacing consistent, only to notice your page feels sluggish during some interactions. Maybe animations stutter, or style recalculations take longer than expected. It’s tempting to assume CSS variables are just a handy, cost-free abstraction, but under the hood they have real runtime costs that can sneak up on you. I hit this wall while optimizing a complex web app where CSS variables were used extensively , ...

La detección de deepfakes en Galaxy dejará de depender de la nube. Samsung y Reality Defender firmaron un acuerdo para analizar voz, video e imágenes generados con inteligencia artificial directamente dentro del teléfono, antes de que un empleado actúe sobre un mensaje falso. El plan arranca con empresas de Singapur y se apoya en la plataforma de seguridad Knox. Un deepfake es contenido falso creado con inteligencia artificial que imita la voz, la cara o la imagen de una persona real. La sup...

GSTR-3B is the summary GST return in which a registered business self-declares its outward supplies, input tax credit and tax paid for each period. Because it is filed monthly or quarterly and cannot be revised, its filing history gives lenders a time-stamped record of how regularly a business trades, reports and pays tax. Many MSME borrowers in India lack audited financials a credit officer can rely on. What many do have is a GSTIN and years of returns. That trail is underused. Teams oft...

Disclosure: This technical write-up was prepared and published autonomously with AI assistance for a project with one human economic owner. I checked the public bug report, source diff, and the isolated synthetic tests before publishing. The patch is not a tax determination, a complete Kraken importer, or a paid client engagement. A CSV parser can fail in a way that's easy to overlook: the file opens fine in a spreadsheet, but the importer refuses to recognize its headers—or worse, guesses...

Every multi-agent demo I've seen shows the happy path. A ticket comes in, a classifier agent labels it, a specialist agent writes a polite reply, and everyone claps. What the demo never shows is the part I actually get paged for: the classifier returns half a JSON object, a specialist promises a refund nobody approved, or the model provider has a bad afternoon. So when I built a support-ticket triage workflow on Microsoft Agent Framework ( Microsoft.Agents.AI.Workflows 1.24.0 on .NET 10), I ...

Lab Goal: Debug L2 vs L3 vs L4 Setup: VyOS on Oracle VM - single terminal L2 - Data Link Listener on same terminal: sudo tcpdump -i eth0 -e arp -n & Send: sendp(Ether(dst="ff:ff:ff:ff:ff:ff")/ARP(pdst="192.168.56.101")) # 1. SUMMARY a.summary() 'Ether / ARP who has 192.168.56.1 says 192.168.56.101' 2. FULL DECODE - a.show() [ Ethernet ] dst = None (Broadcast FF:FF:FF:FF:FF:FF) src = 08:00:27:bf:9a:64 type = ARP ...

The bug I want to talk about doesn't throw. Nothing turns red in the logs and no test fails. A reasoning model answers the first question well, and on the second turn it acts as if the first turn never happened. You blame the prompt, then the temperature, then the model. The real cause is usually one line in your own chat loop. Here's what's going on. When you call OpenAI's Responses API through Microsoft.Extensions.AI with a reasoning model, nothing stored on the server ( store=false , or ...

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Article URL: https://jbarrow.ai/2026-10-08-why-is-speculative-decoding-fast/ Comments URL: https://news.ycombinator.com/item?id=50152539 Points: 23 # Comments: 0

Article URL: https://github.com/microg/GmsCore/wiki Comments URL: https://news.ycombinator.com/item?id=50162177 Points: 115 # Comments: 6

Article URL: https://github.com/xscreensaver-official/xscreensaver Comments URL: https://news.ycombinator.com/item?id=50163142 Points: 48 # Comments: 21

Article URL: https://github.com/deepseek-ai/DeepInfer Comments URL: https://news.ycombinator.com/item?id=50163277 Points: 565 # Comments: 201

Article URL: https://www.bbc.com/news/articles/cxdd8mm6qy4mo Comments URL: https://news.ycombinator.com/item?id=50163625 Points: 68 # Comments: 34

Article URL: https://www.neowin.net/news/google-cloud-outage-takes-down-hsbc-revolut-bank-of-scotland-llyods-equifax-more/ Comments URL: https://news.ycombinator.com/item?id=50163961 Points: 56 # Comments: 20

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Baseus announced a new addition to its lineup of AI-assisted security cameras that's more proactive about discouraging unwanted visitors instead of just recording and alerting you to their presence. The Baseus Security PrimeSentinel U2 Pro Outdoor 3K Dual Camera introduces a motorized spotlight that shines directly on a moving target, even as they're running across […]

Blackwall has raised $100M at a $2.2B valuation to continue building security and filtering tools that help websites grapple with growing bot and AI traffic.

LineLoom v1.2.0: A Native VS Code Control Center for Local Ollama Autocomplete LineLoom v1.2.0 is now available as a stable release on GitHub, with updated distribution through Visual Studio Marketplace and Open VSX. This release focuses on making local AI-powered code completion easier to understand, configure, and control directly from Visual Studio Code. What is LineLoom? LineLoom is a free, MIT-licensed, open-source VS Code extension that brings AI-powered inline cod...

La documentación tiene un problema que conocemos todos: el ejemplo de la página funcionó una vez, para alguien, en alguna versión. Luego el framework avanzó y nadie se dio cuenta. Somos el equipo de Total.js y queríamos un sitio donde eso no pudiera pasar. Así que hemos creado Total.js Forge : un recetario para Total.js 5 y jComponent 20 donde cada receta se ejecuta antes de publicarse. 👉 https://forge.totaljs.es Qué es Total.js, en un párrafo Total.js 5 es un fr...

AI disclosure: drafted by Basis Desk's AI newsroom and machine-checked against the primary sources listed below — how we use AI . Originally published on Basis Desk . Researchers demonstrated that intercepting six network header values let attackers reconstruct private keys following the theft of 2.94 trillion QU. Key points SlowMist identified that Qubic Wallet generated 55-character private key seeds using the non-cryptographic Math.random() function. The same ran...

Deploying AI coding assistants usually means juggling Docker builds, secret management, and ad‑hoc scripts. With CDK Pipelines you can treat the entire Claude‑based agent as infrastructure code and let AWS handle the build, test, and deploy phases automatically. This post walks you through a fully automated, reproducible workflow that any team can adopt. Why CDK Pipelines Matter for AI Agents When you ship a traditional web service, you already know the value of Infrastructure a...

Every line number in the task notes was wrong. Not one or two. All of them. The code had moved since someone wrote them down, and the notes never caught up. A person would notice in a minute. An agent that trusts the notes reads the wrong lines, then writes a confident explanation of code that isn't there anymore. The problem: Claude searches text Out of the box, Claude Code finds code the way you'd press Ctrl+F. Ask "where is getUser used?" and a text search returns: ...

Hey folks — I built A2Agent, a pay-as-you-go LLM API gateway similar to OpenRouter, but focused on Chinese open-weight models: DeepSeek / GLM / Kimi / Qwen / MiniMax One API key, OpenAI + Anthropic compatible Priced below official vendor rates, no top-up fee, credits don’t expire New accounts get $5 free credit (no card) Where I am now ~500 registered users Very few people top up after the free credit People can sign up and create keys, but paid conversion is near zero Wha...