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- 01Setting up an IPv6 only VMToo many applications are still using IPv4 only, which is a shame as IPv6 was standardised ~28 years ago. If you want to check if your application is IPv6 ready, best thing is to have a server or docker/podman network which is IPv6 only. I'm showing how to set up both variants here. Setting up RedHat 10 for IPv6 only Note Root access is, of course, required for all these commands. The following examples use eth0 network interface. Use nmcli con show to list down the network interfaces and adaptlaurencet
- 02Running LM Studio Locally Doesn't Mean It Never Connects OutWhen we say “local LLM,” it is easy to mentally translate that into: Everything stays inside the PC. For inference, that can be true. But the application running the model is still an application with network-capable features. LM Studio, for example, may need connectivity for things such as: searching for models downloading models downloading runtimes checking for application updates It can also expose a local API server, connect to MCP servers, enable CORS, or serve the API to other devices onk-wada
- 03Building Real-Time Analytics for a WhatsApp Native CRMBuilding Real-Time Analytics for a WhatsApp Native CRM Every CRM vendor ships a table of numbers. Very few ship analytics that a team actually acts on. When we were building the analytics layer inside Zetta CRM , the numbers were never the hard part — the hard part was deciding which numbers matter and getting them to the screen fast enough that a support lead can change their routing mid-shift, not report on last week's problems. This is the story of that layer: the event pipeline, the metric dIndra Gunanda
- 04Stop Selling AI‑Sell The Outcome: Monetization Lessons For Indie BuildersLots of independent developers jump onto the AI trend, build a chat wrapper, and expect users to pay. Almost always, that approach fails. Users will not pay you just to access a large language model. They pay for the concrete outcome your tool delivers. Many early‑stage AI projects make the same mistake: they market the AI technology itself. They advertise “powerful LLM”, “smart AI agent”, and highlight model capabilities. But end users do not care which model runs under the hood. They care abouking li
- 05GitHub Advanced Security ROI: Why Scanning Without SLAs Is a Waste of MoneyGit Hub Advanced Security ROI Why Scanning Without SLAs Is a Waste of Money Back to blog The Illusion of Security: Identification vs. Remediation Why Scanning Fails in a Vacuum: The Alert Fatigue Epidemic The Missing Link: Operationalizing Remediation Automated, contextual routing Intelligent grouping ("fix campaigns") Strict, severity-based SLA enforcement Pipeline enforcement and escalation Implementation: A Realistic Rollout Sequence Conclusion Sources GitHub Advanced Security ROI: Why ScanniInstaSLA
- 06I fed a parody LinkedIn generator to three AI detectors. Gemini said it was human.There's a site called cringebot3000.com that generates deliberately terrible LinkedIn thought-leadership posts. You pick a topic and a cringe style ("The Vulnerability Post", "Proud to Announce"), it produces a story about a grandmother, a quirky German named Horst, or a cat that writes email subject lines. The footer says the posts are "guaranteed to make your followers shudder". It delivers. I maintain a small Claude skill called ai-tell-detector that audits drafts for the patterns that make tIlya Ploskovitov
- 07React 20 `ref` as a Prop: Migrating Away From `forwardRef` Across a Large Component LibraryReact 20 ref as a Prop: Migrating Away From forwardRef Across a Large Component Library This article was written with the assistance of AI, under human supervision and review. Most React component library maintenance debt stems from a single historical artifact: forwardRef . The pattern emerged because refs were special-cased in React's original architecture—passing them required wrapping every component that needed to expose a DOM handle. Component library teams spent years adding forwardRef wrjsmanifest
- 08Regex Against a PDF: The One Endpoint That Skips OCR EntirelyMost document pipelines have a reflex. A PDF comes in, and the first instinct is: run OCR, then parse it. That reflex costs time and money on documents that never needed it in the first place. Here's the distinction that gets skipped over. A PDF generated from Word, from an invoicing system, from a web page, from almost any modern software, is "born digital." Every character on the page is already stored as text, positioned and selectable, the same way this article's text is selectable in your bPDF4me
- 09Stop Writing Regex to Match URLs — The Browser Already CanPriya was three paragraphs into rewriting a support ticket when the page flashed and her draft reverted to what it had looked like an hour earlier. She hadn't refreshed. Nobody had. The service worker had. It was running a cache-first strategy for ticket pages — fetch once, serve from cache after that, so the dashboard felt instant on a flaky connection. The intent was to cache /tickets/482 , the read-only view, and leave /tickets/482/edit alone, since an edit form is exactly the page you neverParsa Jiravand
- 10Dashforge: an application orchestrator for ReactReact solved rendering. Dashforge tries to solve orchestration — theming, forms, permissions, and visibility moved out of your components, declaratively, predictably, reusably. Two skins (MUI and Tailwind), one contract. Building complex applications isn't about building components. Inside a single module you're juggling forms, permissions, roles, visibility conditions, fields that depend on other fields, business logic. And all that logic ends up scattered across the app : a <Controller> here,kensaadi
- 111a vez trabalhando com git com time: tudo que você precisa saberFaz mais de 5 anos que eu não abria um PR ou issue técnica no Github, mas essa semana tenho aprendido algumas boas práticas e termos que reuni neste artigo. Introdução Essa semana eu fiz uma coisa simples: atualizei o README de um projeto open source, o 4noobs , da comunidade He4rt. Troquei um badge, ajustei o contraste de um logo, organizei umas pastas e adicionei um índice pra facilitar a navegação. Nada muito complexo no fim das contas. Só que antes de chegar no "nada muito complexo", eu passvitoriazzp
- 12Vibe Coding vs Prompt-Driven: One Year Later, the Debate Is Already OutdatedA year ago, the debate between “vibe coding” and “prompt-driven development” felt like the right lens for using AI in software. Today it’s outdated. The real frontier is no longer how to phrase a request, but how to build an environment that lets an AI agent explore, modify, and verify code safely. The shift from conversational prompts to structured development harnesses changes what it means to ship reliable software. Below are four concrete ways this evolution is reshaping daily work. From ProNicolas Dabene
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