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Vane (Perplexica 2.0) Quickstart With Ollama and llama.cpp

Vane is one of the more pragmatic entries in the "AI search with citations" space: a self-hosted answering engine that mixes live web retrieval with local or cloud LLMs, while keeping the whole stack under your control. The project was originally known as Perplexica, Because the useful part of the stack is not only the UI but also where inference and data live, this comparison of LLM hosting in 2026 pulls local, self-hosted, and cloud setups together so you can place Vane next to other runtimes and deployment choices. This post focuses on the parts technical readers actually care about: how the system works, a minimal Docker quickstart, and how to run it with local inference via Ollama and llama.cpp (directly or through LM Studio). Along the way, each FAQ topic is answered in-context, not parked at the bottom. At a high level, Vane is a Next.js application that combines a chat UI with search and citations. The core architectural pieces are also exactly what you would expect from a m...

Streamlining Browser Extension Development: Overcoming Repetitive Tasks and State Management Complexities

Introduction: The Browser Extension Development Dilemma Building browser extensions is a lot like assembling a puzzle in a dark room. You know the pieces are there, but the process is riddled with repetitive tasks and hidden complexities that slow you down. Over the past five years, I’ve built large-scale, data-heavy extensions with complex UIs, real users, and revenue streams. Each project reinforced the same painful truth: extension development is inefficient by design. Take state management, for example. In a typical extension, state must be synchronized across multiple contexts—popup, background script, content scripts—each running in isolated environments. Without a unified system, developers resort to manual message passing and redundant synchronization logic. Impact → Internal Process → Observable Effect: Every state update triggers a cascade of messages between contexts, increasing latency and code complexity. Over time, this brittle architecture becomes a maintenance nightm...

This Website Actively Hates You 😈 | Anti-UX Experiment + 418 Teapot Chaos

😈 The Perfect User Experience (That Hates You) What if a website didn’t help users… but actively fought them? This project starts as a clean, premium interface — and quickly turns into a chaotic anti-UX nightmare. 🏃 Buttons escape before you click them 🖱️ Cursor behaves incorrectly (inverted illusion) 🔄 Scroll direction changes randomly 📦 Popups question your life choices 🚨 Fake system crashes appear randomly 📉 Loading never reaches 100% 😈 The interface actively resists you Inspired by the legendary HTTP status code: 418 — I'm a teapot ☕ This project embraces uselessness and intentional absurdity. This website solves nothing. HTML CSS JavaScript Chaos Engineering 😈 👉 https://dev-challenge-sage.vercel.app/ 👉 (Paste your GitHub link here) --- We didn’t break UX. We made UX fight back.

From Zero to Hero

A maioria aprende programação do jeito errado! Comecei a programar com 12 anos, em um trabalho da escola. Nada demais. Só curiosidade e vontade de fazer aquilo funcionar. Hoje, mais de 20 anos depois, eu posso dizer uma coisa com tranquilidade: A maioria das pessoas aprende programação do jeito errado. E não é culpa delas. O problema é o caminho que vendem por aí: "Aprenda IA e ature milhões" Só que isso não te ensina a programar de verdade. Durante minha carreira — trabalhando com sistemas web, principalmente em finanças — eu vi isso se repetir várias vezes. Gente travando no básico, sem entender o que está fazendo, dependendo de tutorial pra tudo. E eu também já passei por isso. Já fui freelancer, já trabalhei em agência, já estive em empresa global… e em todos esses lugares, uma coisa sempre foi clara: -> quem domina a base, resolve Não existe uma única forma "certa" de aprender. Mas existe, sim, uma forma pior: Se você está começando agora, provavelmente já caiu nessa. E tudo be...

sudo - Power Tool, Not a Magic Fix

If you've spent any time in a Linux terminal, you've typed sudo in front of a command. Maybe it was because something was blocked, maybe someone told you to, or maybe you just picked up the habit. Either way, most beginners use it constantly without really thinking about what it's doing. So let's talk about it. What sudo actually is, when you should reach for it, and where it can genuinely get you into trouble. sudo sudo stands for "superuser do." When you put it in front of a command, you're telling Linux to run that command as the root user, the most powerful account on the Root can read, modify, or delete anything. No file is off limits, no permission can stop it, and nothing it does is automatically undoable. That's a lot of power to invoke casually. sudo Makes Sense There are plenty of situations where sudo is exactly the right tool. Installing software, editing system configuration files, managing users, restarting services. These all genuinely require elevated privileges and...

Building an Explainable AI Toolkit for Laravel (Not Just Another ChatGPT Wrapper)

AI is everywhere right now - but most integrations have one big problem: They give answers, but not explanations. If you’re building real applications (customer support tools, decision systems, analytics dashboards), that’s a serious limitation. So I built something to fix that. Most AI integrations in web apps look like this: $response = AI::ask("Summarize this feedback"); And you get: “The customer is unhappy and requests a refund.” But: Why did the system decide that? What signals influenced the output? How confident is it? Can we audit or trace this decision later? This becomes a huge issue in real-world systems: customer support automation decision workflows enterprise dashboards compliance-sensitive environments The Idea: Explainable AI for Applications Instead of just generating responses, what if AI systems could return: structured outputs reasoning / explanation confidence scores decision traces That’s where explainable AI (XAI) meets backend engineering. What I Built I cre...