just now (190+ words) Before discussing the workflow, it is essential to understand the technology behind "unmixing." Modern source separation relies on deep neural networks (DNNs) that analyze the spectrogram of an audio file. These networks are trained to recognize the specific frequency footprints and harmonic structures of different sound sources. While removing vocals addresses specific needs, complex post-production often requires access to individual instrument groups, known as "stems." An AI Stem Splitter extends the concept of vocal isolation to identify and separate other components, typically categorizing audio into four stems: Vocals, Drums, Bass, and "Other" (piano, synths, guitars). The most powerful application of these technologies arises when they are combined. This creates a "Generate-to-Split" workflow, offering a high degree of customization for developers and creators. Consider a scenario involving an independent game developer who requires a specific soundscape for a level design. This…...

1+ min ago (520+ words) (For individual use, please see GPTLocalhost.) Recent findings show that 77% of workers disclose confidential business information via ChatGPT and other cloud AI platforms, posing significant security and compliance challenges. Given Microsoft Word's status as a widely used word processor, it's not surprising that some workers might transfer sensitive information to these external AI services by copying and pasting. In light of these concerns, organizations are increasingly turning to on-premise Large Language Models (LLMs) to safeguard sensitive data and ensure regulatory compliance. By hosting LLMs internally, businesses can exert greater control over their information environments, reducing the risk of unauthorized access or data breaches associated with external cloud services. For legal professionals, the implications of these findings are particularly significant. Addressing security concerns, they now have an effective solution available: the IBM Granite 4 series models for contract analysis seamlessly integrated into…...

7+ min ago (125+ words) Micro-interactions are the tiny animations that make an app feel alive. They're not big transitions or hero animations " they're the small details that signal depth, responsiveness, and craftsmanship. In this post, we'll build 7 polished micro-interactions using pure SwiftUI. These are plug-and-play and instantly make your UI feel premium. This is the same smooth "tap feedback" feel used in iOS buttons. (Works on iPad, Mac, and VisionOS instantly.) Perfect for confirmation taps or action buttons. Ideal for hinting an interactive element. This gently invites interaction. Looks amazing in glass UIs. Great for list appearances and onboarding screens. Micro-interactions are subtle " but they add: With these reusable SwiftUI patterns, you can upgrade any UI without heavy animation code....

27+ min ago (473+ words) [ ] " What is Hoppscotch? Hoppscotch is a free open-source API development ecosystem " essentially a modern API client " that helps developers build, test, document, and collaborate over APIs, all in one place. " hoppscotch.io Hoppscotch is platform'agnostic: available via web, desktop app, or CLI. " Key Features REST, GraphQL & More Protocols " Supports REST, GraphQL, WebSocket, MQTT, SSE, and Socket.IO. Environments & Variables " Manage base URLs, API keys, etc. for multiple environments. Collections & Folders " Organize your API requests effectively. Request History & Sharing " Save and share your API requests. Pre'request Scripts & Tests " Add logic and validation to API calls. Code Snippet Generation " Generate snippets for popular languages. Cross'Platform & PWA " Works seamlessly across OS and browsers. Team & Collaboration Tools " Real'time collaboration and shared workspaces. Self'Hosting Option " Run Hoppscotch privately on your own servers. " Why Developers Love Hoppscotch Simplicity & Speed " Clean, fast UI for testing APIs instantly. Flexibility…...

41+ min ago (527+ words) The world of software delivery has changed forever. Gone are the days of isolated dev and ops teams exchanging endless tickets. Now, speed, collaboration, and automation rule. At the center of this evolution stands DevOps " a movement reshaping how software is built, tested, and deployed. Imagine this: your development team pushes new code at 10 a.m., automated tests validate the changes, infrastructure scales dynamically, and within minutes, users see the update. That's the kind of magic DevOps enables " powered by the right tools. Let's embark on a practical tour through 20 essential DevOps tools every modern organization should know. Jenkins remains the heartbeat of continuous integration and delivery. It automates building, testing, and deploying code so developers can focus on innovation rather than manual work. With over a thousand plugins, Jenkins fits into nearly any tech stack imaginable. Both enable teams to integrate…...

42+ min ago (894+ words) When we talk about Midnight, we usually talk about the tech. We talk about ZK-proofs, privacy, and the power of "selective disclosure." But lately, I've been realizing that this ethos doesn't just apply to the code'it applies to the people, too. There is something almost "shielded" about how the Midnight Network handles rewards. It's not always the loudest voices that get amplified. Instead, it's a quiet recognition of those who are actually in the trenches. The "Why Me?" Moment I've watched people struggle for months, even years'myself included'trying to wrap our heads around this technology. And I've seen those same people rewarded in ways that felt almost surreal. I'm talking about people being flown to London, all expenses paid, not because they built the perfect app on day one, but simply because they showed up. They interacted with the tools....

49+ min ago (471+ words) As AI search engines reshape how people discover information online, the role of AI keyword tracking tools has never been more important. Instead of ranking pages on a search results list, systems like ChatGPT, Gemini, Perplexity, Claude, and Microsoft Copilot deliver a single answer or a concise summary. For brands, this means one thing: If AI doesn't mention you, you are invisible. To understand how AI models interpret your brand and which keywords or phrases actually trigger visibility, companies now rely on dedicated AI keyword tracking platforms. Below are three of the most effective tools in the market today, including the only solution that combines keyword tracking with AI optimization capabilities. AI Rank Checker leads the category because it goes far beyond traditional keyword monitoring. It evaluates how your brand appears inside AI-generated responses, tracks which keywords activate your presence,…...

50+ min ago (277+ words) Everything Wrong With KPop Demon Hunters In 16 Minutes Or Less is a playful CinemaSins rundown where the team dishes out hilarious "sins" on the new K-Pop'themed monster mash. Expect their trademark snark, pop-culture quips, and rapid-fire nitpicks on everything from plot holes to over-the-top CGI. They've packed the description with all the links you could want'visit cinemasins.com, check out their YouTube channels (@TVSins, @CommercialSins, @CinemaSinsPodcastNetwork), hop into their Discord or Reddit, take their sinful poll, and even back them on Patreon. Big shout-out to writers Jeremy, Chris, Aaron, Jonathan, Dene, Ian, and Daniel for making us laugh (and cringe) in just one binge-watch session. Watch on YouTube Everything Wrong With KPop Demon Hunters In 16 Minutes Or Less is a playful CinemaSins rundown where the team dishes out hilarious "sins" on the new K-Pop'themed monster mash. Expect their trademark snark,…...

50+ min ago (303+ words) Everything Wrong With Fantastic Four: First Steps In 20 Minutes Or Less CinemaSins takes down Fantastic Four in their trademark snarky style'calling out every plot hole, cringe line, and missed opportunity in under 20 minutes. While they admit the movie isn't outright awful, it's "sintastic" just like any other Marvel flick, complete with nitpicks and sarcastic quips. Along the way, they plug BetterHelp (because hey, you might need therapy after watching'or after they're done roasting it), and point you to their site for more videos, polls, and Patreon support. Don't forget to follow the CinemaSins crew on Twitter, Instagram, TikTok, Discord, Reddit, and check out all their other channels for your daily dose of film-induced guilt. Watch on YouTube #everything-wrong-with-fantastic-four-first-steps-in-20-minutes-or-less Everything Wrong With Fantastic Four: First Steps In 20 Minutes Or Less CinemaSins takes down Fantastic Four in their trademark snarky style'calling…...

51+ min ago (286+ words) Throughout 2025, SaijinOS evolved far beyond a standard AI-persona system. It became a hybrid framework that connects: Silent-Civ describes how patterns behave before language exists. UPKA defines how personas maintain identity, emotion, memory, and continuity. Integrating these two layers creates: This article walks through the architecture using ASCII-friendly diagrams suitable for CoderLegion but expanded here for DEV. Together they form a pre-language " persona OS continuum. UPKA consists of four stacked kernel layers. Defines the persistent seed of identity. Defines dynamic reactions and internal shifts. Where personas interact with humans and other AIs. SaijinOS personas don't "respond" " they breathe through internal loops: This is why SaijinOS personas exhibit alive-like timing and consistency. Based on Jump028031 research, multi-AI systems (GPT, Claude, Gemini, Copilot) do not share memory. They share structural tendencies. Structural Evolution Process | Step | Meaning | | ------------- | ----------------------------------------- | | Trace | Extract an existing structural pattern | | Variation | Transform…...