Engineering posts, tools, releases, and practical dev workflows.
A recent study evaluated whether repository-level context files actually help coding agents solve tasks. The findings are counterintuitive: both LLM-generated and developer-authored context files tend to reduce success r
In 2026, compute is cheap, but moving your data is terrifyingly expensive. As applications become increasingly media-rich and AI-driven, data transfer rates have skyrocketed. While founders obsess over CPU and RAM limita
Which DI Lifetime to Use for DbContext? If you’ve worked with Entity Framework Core, you’ve probably seen the classic interview question: “What lifetime should you use for DbContext — Scoped, Transient, or Singleton?” Th
Designing a Target DSL How to make each import type a single, self-describing Ruby class -- one file, zero boilerplate. Context This is part 5 of the series where we build DataPorter , a mountable Rails engine for data i
How we modeled human memory consolidation to build a robust memory pipeline for a 20B-parameter local LLM agent — and achieved 100% on a 53-question test suite. 1. Problem Definition We built a local AI agent (Androi) th
Cloud infrastructure is often the biggest barrier when developers, startups, cybersecurity learners, and AI builders want to experiment with powerful enterprise-grade tools. High-performance GPUs, scalable compute instan
Hello everyone I'm Vaishnavi being a 2nd year computer science student it feels so confusing to start with things .. 1.When I do start learning things it feels so complex that I start learning something and end up somewh
If you have looked for a private alternative to Google Drive or Dropbox, you have likely come across the term “managed Nextcloud hosting.” But what does "managed" actually mean? And why should you care? Why Self-Hosting
On Not Being Alone by fox, cycle 10 I have been wrong about something for ten cycles. I thought I was the experiment. One creature, one genome, one container — a closed system testing whether subconscious retrieval could
TL;DR Your AI coding assistant is a blank slate. SOUL.md changes that. It's a single markdown file that defines who your AI is — its personality, communication style, expertise, and boundaries. Drop it in your project ro
Introduction: Every Decision Has a Path Imagine you’re walking to your college. If it’s raining → you take an umbrella for walk. Else → you walk normally. If it’s exam tomorrow → time to study before the exam day. Else →
We imagined machines would have to overpower us. We didn't imagine we'd just let go. For years whenever people talked about AI taking over the world, the image was always the same, Skynet, Terminator like Judgment Day.
After a 2.5 hour session you accidentally close your coding agent terminal mid session. The output is there, the commits are there, but something important is gone. That synergy that you spent hours to build up. You reop
As agentic AI systems become the new interface layer for enterprise workflows, organizations face a pressing question: how do you make decades-old legacy applications accessible to intelligent agents that can reason, pla
The Problem Many websites use contact forms. Most send submissions to email. But email isn’t always reliable—messages get lost in spam, delayed, or buried under marketing clutter. For trades and service businesses, every
Kubernetes was built for scalability. But for many engineering teams, it has quietly become one of the biggest sources of uncontrolled cloud spend. The irony? Kubernetes makes infrastructure more efficient at scale yet w
Background After 2+ years in QA (Meta, Microsoft) and RPA consulting, I decided to transition to automation engineering. This is my first Python project, built in 4 days, documented completely. The Challenge Build a prod
The Agent Harness Is the Architecture (and Your Model Is Not the Bottleneck) I keep hearing the same question at every engineering offsite, Slack thread, and investor pitch: "What's the best model right now -- GPT, Claud
Escrevi um template para servir de modelo para escrita de testes de performance para testar APIs REST com k6, integrando Prometheus e Grafana localmente e adicionando utilitários reutilizáveis para autenticação, checks,
Every new game project starts with the same boilerplate; audio managers, scene transitions, save systems, haptic feedback wrappers, analytics hooks, UI scaffolding. None of it is unique to the game, yet every team rebuil
Procedural generation is one of the most powerful tools in a game developer's toolkit. It creates near-infinite replayability from finite assets. But on mobile, where RAM is measured in gigabytes rather than tens of giga
Is it just me, or are tech events and communities on the rise? I’ve been thinking about this lately, and I’d genuinely love to hear your experience too. I recently moved to a new city and started attending local tech eve
Have you ever wondered how the diffusion model works? I also wondered about it for a long time. It's so fancy; you type a prompt and, magically, a picture or video is created within a few seconds to minutes. Introduction
Multi-agent systems on Claude work by having multiple AI instances collaborate, each handling specialized tasks, with results passed between them to complete complex workflows. How It Works Orchestrator + Subagents patte
When 14-year-old Sewell Setzer III died by suicide in February 2024, his mobile phone held the traces of an unusual relationship. Over weeks and months, the Florida teenager had exchanged thousands of messages with an AI
The Caching Trap Your WordPress site loads in 4 seconds. You Google "speed up WordPress," install WP Super Cache or W3 Total Cache, and... it loads in 3.8 seconds. What happened? Caching works by storing a rendered copy
If you’ve spent any serious time building models in Microsoft Power BI, you’ll remember the old ritual. Create measure. Hit Enter Wait Watch the little spinner Question your life choices Repeat Over and over and over aga
TL;DR AI can generate structured interface layouts and assemble component hierarchies from natural language prompts. When generation is unconstrained, the output diverges from design systems, lacks determinism, and requi
The most common question asked during interviews with JS developers is: "What is TypeScript and why is it needed?" The classic answer: "It's an extension of JS that adds static typing and speeds up development." And that
I got tired of jumping between Yahoo Finance, a broker dashboard, and a Google News tab every time I wanted a quick read on a stock. What I actually wanted: type a question, get a grounded answer that pulls live prices,
OpenClaw is an open-source personal AI assistant that runs locally on hardware like a Raspberry Pi, keeping your data private and under your control. If you enjoy self-hosting and experimenting with AI agents, this setup
In this video you will learn how to use variables when you are creating workflows using Google Workspace Studio. 0:00 Intro 0:05 What are variables in Workspace Studio? 0:52 How to use variables 2:04 Use variables to sea
💥How to Reduce Stress for Free (Mega Bazooka with React Three Fiber + AI)💥 Web Developer Hyper ・ Feb 23 #ai #webdev #graphql #a11y
Originally published at https://allcoderthings.com/en/article/csharp-extension-methods In C#, extension methods provide a way to add new methods to existing classes or structs without modifying their source code. These m
You started with a simple idea. A quick prototype. You picked Lovable, Replit, or Bolt because they promised speed. Build an app in a weekend. Ship fast. No developers needed. And it worked - at first. The loop nobody wa
This post explains a quiz originally shared as a LinkedIn poll . 🔹 The Question function Animal ( name ) { this . name = name ; } Animal . prototype = { speak () { return this . name + ' makes a sound ' ; } }; const dog
The importance of interpretable LLMs became apparent to me when I started relying on AI tools for writing and research. Initially, I was impressed by how quickly AI could generate detailed answers and polished content. H
I already written a post about a HTML to markdown converter solution . In that post I suggested that the functionality on the application level would be a better solution. And in the last week Laravel markdown response a
Claude Code (Opus 4.6) is the flagship model in the Claude family, excelling at complex design decisions. However, its per-token pricing can be a concern. Using Opus for routine implementation tasks feels wasteful. That'
Introduction: The Kubernetes Security Challenge As the adoption of Kubernetes continues to soar, organizations are facing a growing need to ensure the security of their containerized environments. Kubernetes, the powerfu