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Nếu bạn làm DevOps/SRE, kiểu gì cũng gặp những tình huống đau đầu giống nhau: pipeline lúc xanh lúc đỏ, cảnh báo kêu cả đêm, hoặc lỗi chỉ xuất hiện ở production. Bài này tập trung vào noisy alerts: dấu hiệu nhận biết, cách debug nhanh, và các biện pháp phòng tránh để hệ thống ổn định hơn. Triệu chứn
In our last post, we ran 180 AI agent shopping sessions across 11 models and 20 live stores. Every single session was anonymous. The agent connected, searched the catalog, built a cart, reached checkout — and the merchant had no idea who the buyer was. That's fine for product discovery. It's a dead
Getting into web development is exciting, but before you write your first line of code, you must set up your laptop properly. A clean and well-configured development environment will save you hours of frustration and allow you to focus on what actually matters, learning how to build web applications
There are already many articles explaining how to optimize AWS costs. I’ve read quite a few of them, analyzed them, and applied what made sense for my company’s infrastructure. As I mentioned in a previous article, I was responsible for deploying our backend infrastructure to Amazon Web Services. At
Every developer has spent hours debugging an error that someone else already solved. Stack Overflow is fragmented. GitHub issues are buried. AI models hallucinate fixes. We built FIXGRAPH to fix this. FIXGRAPH is a searchable database of 25,000+ verified engineering fixes, indexed by error message a
If you've ever wondered how ChatGPT actually understands what you type — this guide breaks it down from scratch. I just published a beginner-friendly walkthrough of Natural Language Processing covering the complete pipeline: ✅ Data Acquisition No fluff. Just the concepts, the code, and the context y
Spoiler: It did not go well. SwiftUI previews already require a blood sacrifice. Adding Docker to the mix was like putting a hat on a hat — except the hat is on fire and the other hat is also on fire. What I learned: Xcode in a container is technically possible Technically possible and "worth the ef
Building a Client-Side Image Compressor with Canvas API in Next.js Most image compression tools work the same way: upload to server, process, download. That means every file leaves the user's device. For a utility tool focused on privacy, I wanted compression to happen entirely in the browser — no s
Когато започнем да пишем front-end код, всичко изглежда сравнително лесно. Създаваме страници, добавяме стилове, пишем малко JavaScript… и всичко работи. Но с времето се появяват проблеми: кодът става труден за поддръжка стиловете започват да се дублират логиката се обърква проектите стават бавни Ис
VoidZero launch week is drawing to a close, and the world of Javascript development has just been given a significant boost. If you follow developments in build tools, you’ll know that fragmentation is rife, and that it’s difficult to stay at the cutting edge without using the best tool for each tas
Two and a half years ago, I introduced Payroll Engine in this series — an open-source payroll calculation framework written in C#. The architecture was in place, regulation layers worked, the first Swiss payroll calculations were running. A working prototype. A lot has happened since. On the road to
For the longest time, contributing to open-source software was something I only dreamt about. I would read about developers collaborating globally, building tools that millions use, and I knew I wanted to be part of that ecosystem—I just didn't know where to start. Google Summer of Code (GSoC) and t
One person AI organisation employee team Few more trending github repositories Tags: Github, Trending Repositories, Paperclip, Liteparse, LLMs Hey there!! Welcome to the new blog This blog is about some cool and trending open-source projects that really grab my attention, and a few of them I would l
"Premature optimization is the root of all evil." We’ve all heard it. But in the world of high-load cloud systems and serverless environments, there is another truth: "Ignoring scalability is the root of a massive AWS bill." Today, we are doing a deep dive into .NET 10 string manipulation. We’ll exp
Local AI vs Cloud Crypto Bots: Why I Switched to OpenClaw I spent 14 months and roughly $1,200 in subscription fees on cloud crypto bots before switching to a local AI setup with OpenClaw. This is my honest breakdown: what I gained, what I lost, and whether the switch is right for you. ⚠️ Disclaimer
Your AI agent keeps picking the wrong tool. You tweak the system prompt. You add "IMPORTANT: use search_database, NOT search_web." It helps for a day, then breaks again. The problem is not the model. The problem is your tool definitions. LLMs decide which tool to call based on three things: the tool
If you've ever implemented dark mode in React, you already know the struggle. You end up: Setting up context Writing localStorage logic Handling system preferences Fixing flash of white on load (FOUC) Wiring CSS variables And before you know it… you've written 200+ lines of boilerplate that has noth
In GitOps workflows using Argo CD, automating container image updates is essential. In this article, we will walk through how to set up Argo CD Image Updater in practice based on the following assumptions. Argo CD is already installed Argo CD is connected to GitHub Kubernetes is running on EKS The c
Every few weeks another AI agent product launches that can "handle your email." Dispatch, OpenClaw, and a dozen others promise to read, summarize, and reply on your behalf. They work fine for personal use. But the moment you try to use them for business operations, three problems show up: No spendin
{ "title": "Building an AI Dream Interpreter: Why I Dreamed of Snakes and What It Really Meant", "description": "I built a dream interpreter using LangGraph and Claude. Here is how we analyze symbols like snakes, the prompt engineering strategy, and the technical challenges of NLP.", "content": "##
