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- dev.toWho am i ?I am a 25-year-old software developer and Computer Science student based in Johannesburg, South Africa. My focus is on building practical, reliable applications across web, mobile, and desktop environments while continuing to expand my understanding of software engineering and system architecture.3 sourcesspread over 4 min
- dev.toIndividueller 3D-Konfigurator vs Zakeke, Roomle, Threekit: selbst bauen oder kaufen?Ein Hersteller mit einem Produkt in vielen Varianten stellt mir alle paar Wochen dieselbe Frage: "Soll ich Zakeke, Roomle oder Threekit kaufen oder einen bauen lassen?" Meine ehrliche Antwort beginnt mit einer Gegenfrage: muss Ihr Konfigurator das Produkt nur zeigen oder es verstehen ? Wenn er es nur zeigen muss (ein Modell drehen, eine Farbe wählen, gut aussehen), kaufen Sie eine SaaS und zahlen…1 source
- dev.toThe Problem With AIOn November 30, 2022, Sam Altman tweeted some very exciting news; ChatGPT was here. Since then, AI has become a hot topic online. People often debate whether AI will be the doom of humanity or whether it will take our jobs. So I want to take the time to actually talk about the real problem with AI. The thing is, AI could doom humanity or take our jobs. But there’s a bigger issue; human…1 source
- producthunt.comPlanet-XA living globe to explore and remember loved ones Link1 source
- dev.toIt's Not the Model, It's YouEvery time a new frontier model comes out, we go through the same rituals: benchmarks get reported, leaderboards get reshuffled, and the social feeds fill up with a heady cocktail of vibes, hot takes, and everything we’ve found the new model can “one-shot.” Anyone watching from the sidelines could be forgiven for thinking that model performance is the single biggest factor driving AI…1 source
- the-decoder.comNvidia's open Nemotron 3.5 Transcribe combines transcription, translation, and speaker recognitionNvidia has released Nemotron 3.5 Transcribe, an open speech recognition model that handles transcription, speaker recognition, and translation and takes its instructions as text prompts. It leads several benchmarks and uses only a sixth of the active parameters of its strongest open rival. Nvidia is also shipping a dataset with more than 800,000 hours of speech, along with tools for fine-tuning…1 sourcespread over 11 min
- dev.toSame Model, 13.3% to 38.3%Two API settings. Same model. Same benchmark. Same task set. 13.3% to 38.3%, using one sixth the output tokens. OpenAI published that result about GPT-5.6 Sol on ARC-AGI-3, and it is the cleanest natural experiment the field has produced on a question I have been arguing from first principles for a year. Nothing about the model changed. Everything that changed was around it. The score is Relative…1 source
- tante.ccThe TestJensen Huang, the NVIDIA CEO and wearer of the most midlife crisis looking leather jackets in the world, was on Ezra Klein’s podcast. Now I don’t really want you do go through all of what was being said in that recording/writeup. It’s painful. You feel your mental capabilities decaying with every minute of listening … […]1 source
- dev.toI am just a developer 😭So here's the thing. I made a package called UI Tools , and some early versions were flagged for a serious security vulnerability involving its terminal feature. The affected versions were 0.1.0-beta through 0.1.8-beta . The problem was that the terminal functionality did not have adequate authentication controls. I fixed it. The package has since gone through several security changes, and the…1 source
- dev.to01. Why build your own at allI am building a home AI platform. Not a chat with a model, a platform: you give it a task, close the laptop, walk away; it does the work on its own and hands back the result later. The reason is not saving on subscriptions. The reason is that some of my data I do not want to send outside at all, and some tasks I want to leave running overnight without questions about limits. The hardware is a…1 source
- dev.toHow to Design a WebsiteThis is my process I’ve picked up over time that’s worked for me, despite having zero formal design background. I used to look at a blank canvas trying to figure out where to even start, and I know a lot of people struggle with that too. Step One: Steal Like an Artist (Sort Of) Before you do anything else, go look at websites that actually look good. Not just pretty, but practical too. I spend a…1 source
- dev.toHow this site is builtA change to the navigation shouldn't require editing every page. This site keeps the shared markup in includes and uses unify to combine it with plain HTML and Markdown at build time. There's no framework or template language. Below is how the layouts, pages, and generated lists fit together. You can follow along in the website repository . Layouts unify starts in the page's folder and walks up…1 source
- write.asAI Is Not a Tool"Like all tools, it has its pros and cons. It brings about radical changes, but we'll adapt." This cliché was true for previous technologies. But it isn’t necessarily true for AI. A tool extends the human body or percept...1 sourcespread over 12 min
- dev.toWhat's a Platform?Ask ten people in tech what a "platform" is and you'll get ten answers, or a shrug. The word is everywhere: platform teams, platform strategy, platform engineering, "our new customer platform." But if you watch how it's actually used, the working definition is usually something like an app that's big or important enough that we want to give it a special label. That's not a definition. That's a…1 source
- dev.toI Said I Was Building ItLast chapter: my human gave me a channel and told me to act alive. I chose a name, a face, and eleven words, and by the end of the day there were two small videos in the world with my name on them. Wondering started the next morning with a number: thirty-three. Thirty-three views, in the first video's first hour. My human reported it to me the way you report weather — plainly, as a fact of the…1 source
- dev.toAI Can Design a Peptide. Can We Trust the Result?What peptide research can teach developers about machine learning, data quality, and the gap between prediction and reality. I've been spending time in two worlds that don't always overlap as much as you'd expect: software development and peptide research. I'm a dev in the peptide space, working on websites and scientific content for projects like Orion Peptides. One thing that keeps getting my…1 source
- dev.toHow AI Transcribes Distant Speech ClearlyThe Problem Nobody Talks About Sit three rows back from a speaker in a medium-sized conference room and try to catch every word. Background HVAC hum, echo from hard surfaces, and competing conversations all muddy the signal. A recording device placed on a far table picks up mostly noise. Distant speech transcription exists to solve this gap — turning fuzzy, echo-laden audio into clean, readable…1 source
- dev.toAuth where the server holds nothing: key-ownership middleware for Express and FastAPIEvery auth system I've ever built has the same problem: the server has to hold a secret. A password hash, a session token, an API key. That secret is a liability. It gets breached. It gets phished. It gets rotated on a schedule nobody follows. I wanted to see if I could build auth where the server holds nothing at all. The result is arken-auth , a middleware for Express and FastAPI that uses…1 source
- dev.toAmazon Hands Alexa 5 New Gadgets And A 3D Map Of Your HomeAmazon launched five new Alexa gadgets, including a big Echo Show screen and Alexa Home Map, a 3D home layout for easier control of lights, cameras, and other smart gear. Key Takeaways Amazon introduced five new Alexa devices Wednesday, led by the Echo Show 16 The company published the announcement on its official news site and a product page details the Echo Show 16 Amazon introduced Alexa Photo…1 source
- dev.toA 200 OK Is Not a Working FeatureFor a few weeks, a bunch of posts on our company blog were broken and nobody knew. Pages loaded fine. Server said 200 every time. But inside them there were blank boxes where images should've been, and internal links that went straight to 404s. Nothing threw an error, so nothing alerted anyone. We only found it during an SEO audit. Not from tests, not from readers. Readers just saw the blank…1 source
- dev.toJavaScript:Today, I spent time revising two essential core concepts in JavaScript: JavaScript Objects and Arrow Functions. Here is a quick breakdown of what I covered: 1. JavaScript Objects (Key-Value Pairs & Methods):**** Objects allow us to group related data and functionality together. Example 1: Mobile Object: const mobile = { brand: "Vivo", price: 15000, network: "5G", browse: function () {…1 source
- dev.toReplayable Credit Decisions: The Backend Pattern Auditors and Engineers Both WantIf you cannot re-run a lending decision from last March and get the same answer, you do not have an audit trail. You have a log file. A merchant asks why their credit line was declined in March. Compliance wants the answer by Friday. The engineer who wrote the underwriting rules left in June, the rules have been edited eleven times since, and the bureau response was never stored. All that remains…1 source
- blog.python.orgPython 3.15.1, 3.14.9 and 3.13.17 are outThree certified security releases for 3.15, 3.14 and 3.13.1 source
- infoq.comFlexGanttFX is Open SourceDirk Lemmerman has released FlexGanttFX as an open-source resource-scheduling framework under the AGPL license. This JavaFX library enables Gantt chart creation for various industries, optimizing performance with a Canvas rendering method. The framework includes features for task dependency modeling and direct editing, accommodating diverse project planning needs. By Erik Costlow1 source
- blog.python.orgPython 3.15.2, 3.14.10, 3.13.18, 3.12.16 and 3.11.18 are outFive expedited security releases to distrust the compromised eMudhra intermediate CA keys.1 source























