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A few weeks ago, I built Log Sentinel, a log analysis dashboard that detects brute force attacks, directory scanning, and error spikes in Apache server logs using rule-based detectors. The rules worked well, but I kept wondering: what would a machine learning model catch that my rules missed? And more importantly, would ML actually be better? I spent two weeks adding an Isolation Forest model to find out. The results were more interesting than I expected. What I built The ML upgrade ...

<!DOCTYPE html> Comfort Table — طعم يشبه المنزل 🍲 *, *::before, *::after { box-sizing: border-box; } :root { --cream: #fdf8f0; --warm-white: #faf3e8; --white: #ffffff; --brown-dark: #3d2a1e; --brown-medium: #6b4c3b; --brown-light: #a8877a; --gold: #d4a373; --gold-light: #f0d5b0; --orange-warm: #e07c4a; --border: rgba(107, 76, 59, .12); --shadow: 0 8px 30px rgba(61, 42, 30, .12); --shadow-hover: 0 12px 40px ...

This is a submission for Frontend Challenge: Comfort Food Edition , CSS Art: Comfort Food What I Built A kulhad of masala chai, steaming, on a wooden table. Whole spices scattered round it — star anise, a cinnamon stick, cardamom pods, cloves — and a biscuit leaning against the cup with one bite already gone. The brief says "the dish you grew up eating" , and for a very large number of people the honest answer isn't a dish at all. It's four o'clock, every day, for as long a...

Microsoft Fabric has extended customer-managed key (CMK) encryption to cover temporary data generated during Spark job execution. This is not a minor security patch. It closes a significant compliance gap that has prevented regulated industries from adopting cloud analytics platforms. This article explains what was protected before, what is protected now, and why the distinction matters for organizations with strict data governance requirements. What actually changed Fabric's CMK encryp...

Challenge #3 is done — here's my solution to Challenge 3: Visual Testing with API Mocking I'm not a big fan of mock APIs for end-to-end tests, but when testing a dashboard with daily API changes, you need to ensure the charts are displayed correctly. One time, after some charts, one chart wasn't displayed. In another Google Maps integration, with some changes, one button overlaps another button, so I think visual testing is good for detecting those issues automatically. One approach is to moc...

I keep a list of surfaces whose numbers I could not read, with a short reason written next to each one. Discourse gives you nothing per post. The comments API has no reaction field. Once a line like that is written down it stops looking like a hypothesis, and nothing in my process ever reopened one. This week I re-probed four of them and three turned out to be readable. Discourse was the embarrassing one, because the data is sitting behind a public URL: GET https://<instance>/t...

A deprecated server with 475,790 downloads a month @modelcontextprotocol/server-postgres last shipped a version on 4 December 2024 . It is marked deprecated on npm — the registry itself tells you the package is no longer supported. In the thirty days to 9 August 2026 it was downloaded 475,790 times . That gap is the whole story. This is the piece of software standing between an LLM agent and a production database, in tens of thousands of installations, and nobody is maintaining it....

Models normally do all their reasoning in a continuous hidden state instead of spitting out readable text which makes them hard to monitor. The authors tested the Coconut and CODI models and it turns out these models barely even use their hidden reasoning steps for logical tasks like PrOntoQA and ProsQA. You can force the models to stop thinking early and they almost always spit out the same response anyway. It turns out that their high performance on logical tasks actually comes from their spec...

This paper discusses the ways in which automation of industrial processes may expand rather than eliminate problems with the human operator. Some comments will be made on methods of alleviating these problems within the "classic' approach of leaving the operator with responsibility for abnormal conditions, and on the potential for continued use of the human operator for on-line decision-making within human-computer collaboration. Comments

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Hi, friends! Welcome to Installer No. 140, your guide to the best and Verge-iest stuff in the world. (If you're new here, welcome, don't forget to hydrate, and also you can read all the old editions at the Installer homepage.) This week, I've been reading about Will Ferrell and Fabrizio Romano and Heather Cox Richardson, […]

It wasn't long ago that shooting with a super high-resolution camera meant making serious sacrifices for the sake of all those megapixels. Enter the A7R VI. Sony's latest flagship high-res camera is a 66.8-megapixel spec monster. In addition to its modest bump in resolution from the last-gen A7R V, it uses a new sensor and […]

One of the big tradeoffs with Xteink's pocket-friendly e-readers is a lack of easy access to ebooks. On a Kindle or Kobo you can download tens of thousands of titles through each device's respective online bookstores, but with Xteink's devices you have to source DRM-free ebooks on your own. That's about to change, as the […]

With Spider-Man: Brand New Day behind us, and its reveal of Sadie Sink as Jean Grey, Marvel is finally ready to officially welcome the X-Men into the MCU. At the D23 event in Anaheim yesterday, the company revealed the cast for its upcoming, untitled X-Men film, which is scheduled to hit theaters on May 5th […]

I told myself I wouldn't buy an OhSnap accessory for my phone. Every one I'd tested was nice, but felt overpriced and slightly flawed. After I weighed in on the $40 Snap Grip 5 last year, I wound up sticking with my $25 Syncwire instead. But OhSnap's $50 Snap Grip Stand finally got me. To […]

The annual Disney fan event showed off the cast of Marvel’s X-Men movie, plus a new trailer for Avengers: Doomsday, and our first look at the VisionQuest TV show for Disney Plus. For Star Wars fans, there was a teaser trailer for season two of Ahsoka, plus a special look at Star Wars: Starfighter with […]

Season two of Star Wars: Ahsoka is still months away, but Lucasfilm still took the opportunity to tease it a bit at D23. The company dropped the first trailer for the new season ahead of its January 20th, 2027 debut. The clip shows a darker, witchcraft-filled take on the Star Wars universe, with Grand Admiral […]

As if you needed more reason to love Carly Rae Jepsen's "Call Me Maybe" beyond its pop perfection, it is also, according to lore, the genesis for Switched on Pop, one of the best music podcasts out there. Cohosts Nate Sloan and Charlie Harding obsessively dissect pop songs, from the theory behind their musical choices […]

Claude Code vs Cursor vs Windsurf in 2026: Which Agentic IDE Actually Ships Production Code This article was written with the assistance of AI, under human supervision and review. Most teams choose agentic IDEs based on demo videos and feature lists instead of production realities. The result is predictable: developers spend weeks integrating a tool that excels at autocomplete but fails at multi-file refactoring, or they adopt a terminal agent that automates brilliantly but breaks t...

I noticed GitHub profiles show a lot about code contributions, but not much about contributions through GitHub Discussions . So I built AnswerTrace . AnswerTrace analyzes public GitHub Discussions activity and turns it into a small SVG widget for your README. It currently shows: Accepted Answers Total Upvotes Top Community First Accepted Answer It can also update automatically with GitHub Actions. Usage - name : Generate AnswerTrace widget ...

Introduction For the past 10 days, I took part in the 10 Days of AI Voice Agents — #VoiceForBharat Edition challenge. During this challenge, I built an AI voice agent named Sadie. My goal was not just to make an AI that could talk. I wanted to build a voice agent that could understand users, remember conversations, use tools, make phone calls, connect users to humans, and hand conversations to specialist agents. This journey helped me understand that building a voice agent is much mo...

If you've only ever shipped linear-gradient(to right, blue, red) , you're using about one-third of what CSS gradients can do. There are only three functions, and the mental model for each is small. Here's the whole thing in one read. The one fact that makes everything click A gradient is not an image file. Per MDN , a <gradient> is a special kind of <image> that the browser generates at render time . So it: scales to any size without blurring (it's drawn...

Cloud computing is a fundamental pillar of modern network architecture, shifting infrastructure management from physical data centers to flexible, virtualized environments. This guide breaks down core cloud concepts, architecture models, service types, and operational characteristics aligned with CompTIA Network+ objectives. Virtualization and Network FoundationsNetwork Functions Virtualization (NFV)NFV replaces dedicated, proprietary hardware appliances (such as firewalls, load balancers, ...

Seed three events into an audit database, then reach past the application and change one row by hand: $ sqlite3 audit.db "UPDATE audit_log SET principal='attacker' WHERE id=2" $ trelix audit verify --db audit.db Audit chain TAMPERED — first divergent entry id: 2 $ echo $? 1 Delete the newest row instead and it still catches it, naming id 3, even though the surviving rows form a perfectly valid chain. Point it at something SQLite cannot open and it exits ...

This is a submission for Frontend Challenge - Comfort Food Edition, Perfect Landing What I Built Karachi Ki Raatein ("Karachi's Nights") — a single-page love letter to the street food that keeps my city awake after dark. Instead of a restaurant or a recipe box, I built it around a real pattern from home: Karachi basically runs on an unofficial food schedule. Maghrib means chai and something fried. Bun kabab happens standing up, mid-errand. Nihari is what you sit down for ...

I built and open-sourced PacketVoyage —an Agent Skill & MCP server that turns boring traceroute outputs into fascinating stories about physics, geography, and undersea cables. europeanplaice / packetvoyage MCP server & Agent Skill for educational network traceroute analysis, fiber-optic physics verification, and packet voyage storytelling 🚢 PacketVoyage Model ...

This is a submission for Frontend Challenge - Comfort Food Edition, CSS Art . Inspiration For my CSS Art submission, I wanted to create something that represents comfort food from South India — Masala Dosa . 🇮🇳 A crispy, golden dosa served with potato masala, coconut chutney, tomato chutney, and a warm bowl of sambar is more than just a meal. It's one of those dishes that immediately feels familiar and comforting. I decided to recreate the entire plate using HTML and CS...

This is a submission for Frontend Challenge - Comfort Food Edition, Perfect Landing What I Built For the Perfect Landing prompt, I built Masala Dosa House , a warm and modern landing page inspired by one of my favorite comfort foods — South Indian Masala Dosa . 🇮🇳 The idea was to create a fictional restaurant website that feels like stepping into a familiar neighborhood dosa spot. The landing page focuses on: 🍽️ Hero section featuring Masala Dosa 🥞 Signature d...

Every RAG tutorial I found looked like this: const chain = RetrievalQAChain . fromLLM ( model , vectorStore . asRetriever ()); const res = await chain . call ({ query : " what is this document about? " }); Twelve lines, a Pinecone key, a screenshot of it answering one question about one PDF, and a confident closing paragraph about "production readiness." I read four of them and still couldn't have told you what an embedding actually wa...

Somewhere in your codebase there is a line that looks like this: if ( user . plan === ' enterprise ' || user . tenantId === ' acme-corp ' ) { // ... } Nobody remembers who wrote the second half of that condition. It has been there for two years. It is almost certainly still load-bearing. Here is the thing I want to convince you of: that line isn't code. It's data, and it's stored in the worst possible place. Every conditional that encodes...