You finish a workout, open your smartwatch app and within seconds your heart rate, workout duration, steps and other measurements appear on your phone. It feels simple. The watch collected the information and the phone received it. But there is a hid...

!Self-fixing robothttps://azelianouski.dev/images/selffix-cover-robot-selfrepair.jpg Originally published on my bloghttps://azelianouski.dev/post/self-fixing-agent/. AI hype is all around us, and you probably heard of self-evolving, self-improving ...

Last weekend the season finale of House of the Dragon ran for seventy-five minutes. I decided that was long enough to build an agentic chatbot. That was my goal. And I was determined to make it. So I watched the episode on one screen with a terminal ...

GITHUB1 | WEBSITE2 | PAPER3 We began by asking what an idea is, and found no final answer, only a representation, a projection, an approximation. We then asked where an idea sits, and discovered that its meaning is inseparable from its position in a...

As a WordPress/WooCommerce developer who's built restaurant sites for independent owners, the question I get most isn't "how much" — it's "why does the quote range so much between developers?" The honest answer: restaurant website pricing splits int...

My AI coding agent kept claiming "done" without proof. So I built gates for it. I use AI coding agents daily. They're fast. They're also confident when wrong. Last month mine recommended a library which doesn't exist. Another run claimed "build com...

How moving from local VLC/PotPlayer control to Jellyfin required a second productization pass across configuration, dependencies, clean installs, signing, and antivirus trust. When I first turned Smart Home Cinema – Voice Controlhttps://coderlegion....

Why Production Agents Are Ditching Pure RAG for Context Caching Three months ago, our agentic workflow hit a cost wall. We were running a multi-step research agent that performed iterative document analysis. Every user request triggered between 12 ...

Hello, I'm Ganesh. I'm building git-lrc, an AI code reviewer that runs on every commit. It is free, unlimited, and source-available on Github. Star git-lrc on GitHub to help more developers discover the project. Do give it a try and share your feedba...

AI Tools I’m Using and Where They Stand Out I’ve been working with ChatGPT, Claude, DeepSeek, Gemini, Perplexity, and Microsoft Copilot, and I’ve found that each one has its own strengths. ChatGPT: A strong all-rounder. Great for coding, AI develo...

You just shipped your Next.js site. Metadata's wired up, Open Graph tags look great, JSON-LD is in place — and yet Google has no idea your site exists. Weeks go by, you check your analytics, and organic traffic is basically zero. Here's the thing no...

Infrastructure as Code Is Becoming Essential Infrastructure as Code, or IaC, has changed the way I think about managing infrastructure. In the past, setting up servers, networks, databases, and cloud resources often meant doing a lot of manual con...

Terraform vs Kubernetes When people compare Terraform and Kubernetes, I think the first thing to understand is that they are not really competing tools. They solve different problems. Terraform is mainly used to create and manage infrastructure as...

Infrastructure as Code Is Becoming Essential Infrastructure as Code, or IaC, has changed the way I think about managing infrastructure. In the past, setting up servers, networks, databases, and cloud resources often meant doing a lot of manual con...

The shift toward autonomous AI agents running arbitrary, unreviewed code in production environments has ultimately forced the security community to confront the harsh reality that our traditional container abstractions are wholly inadequate for untru...