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News
I Rebuilt My RAG Pipeline Without LangChain — What Got Better and What Got Worse
14+ min ago (1694+ words) The first time I seriously doubted the framework was not because the model hallucinated. It was because the answer looked plausible, contained a citation, and was still wrong. The assistant had retrieved a chunk from a deprecated help page because…...
Build a Booking.com hotel shortlist in Google Sheets with n8n and Apify
20+ min ago (594+ words) A hotel shortlist is easier to compare when the destination, stay dates, currency and collection time travel with the prices. This guide connects a Booking.com search to Google Sheets using an Apify Actor and n8n. I'm Luka, the builder behind…...
I Rewrote My Electron App in Tauri — and Claude Did 100% of the Work in Under 24 Hours 🚀
23+ min ago (238+ words) Years ago I hand-wrote a Google Chat desktop app in Electron over several months. Last week I vibe-coded the entire thing again in Tauri v2 — in less than a day — without knowing Rust. Tagged with tauri, rust, ai, opensource....
snmpwalk Works. Is Your Monitoring Actually Ready?
53+ min ago (999+ words) Adapted from my original Japanese article, with AI-assisted translation and editing. My manager: “Test this device.” (Doesn't really know the product or the technology.) Me: “Sure.” (Also doesn't really know the product or the technology.) If you've worked in infrastructure,…...
A running process is not a ready Minecraft server
38+ min ago (196+ words) I work on ChunkCraft, a Minecraft hosting project. Here is a small state model that helps keep operational status separate from player-facing guidance. A useful state model is stopped → starting → ready, with failure and unknown states represented explicitly. Avoid converting…...
The Use of AI in Computer Vision
38+ min ago (1500+ words) AI turned computer vision from a set of hand-written rules into systems that learn what images mean. Convolutional neural networks read local detail like cracks and scratches, vision transformers read the whole scene at once, and hybrids of the two…...
AI Can Write the Code. Your Real Job Is Becoming the Reviewer — Here’s How to Do It Properly
49+ min ago (900+ words) AI can write code now. That part is no longer surprising. You can describe a feature to Copilot, Claude Code, Cursor, Codex, or another coding agent and get a working implementation in minutes. Sometimes it is genuinely impressive. But there…...
The Hidden Cost of AI Agents: A Token Budget Framework for Production Laravel Apps
56+ min ago (1341+ words) Your Laravel app adds an agent. The controller action looks harmless: one user message, one model... Tagged with ai, laravel, cost, agents....
Multi-Agent Orchestration in Laravel: Coordinating Specialists Instead of One Giant Prompt
56+ min ago (1281+ words) The first version of most AI features is not a system. It is one giant prompt doing too many... Tagged with ai, laravel, agents, prompt....
Building a Production RAG Pipeline with n8n, Qdrant, and Gemini: A Step-by-Step Walkthrough
56+ min ago (1664+ words) The first version of a RAG system always looks convincing. You connect a document loader, a vector database, and a large model, ask a question, and the answer comes back with impressive confidence. A support agent asks about a refund…...