I Built 4,882 Self-Healing AI Agents on 8 GB VRAM — Here's the Architecture
Most AI agents break. They hit an error, they stop, they wait for a human. Mine don’t. I built a system of 4,882 autonomous AI agents that detect failures, rec...
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Most AI agents break. They hit an error, they stop, they wait for a human. Mine don’t. I built a system of 4,882 autonomous AI agents that detect failures, rec...
This week two major security vendors released reports that should make every AI‑agent developer pay attention. Recent Threat Reports CrowdStrike Threat Brief Cr...
Apple Intelligence & Foundation Models: Detecting Unavailability & Providing Graceful Fallbacks Apple Intelligence is one of the most exciting developments for...
Your database is your startup. It holds: - Customer data - Revenue history - Authentication records - Years of product iteration Yet most early‑stage startups t...
The “Manjaro Plateau” For years, Manjaro was my comfortable home. It was the “Arch for human beings.” It gave me access to the AUR without the terror of a comm...
The UX Developer Role The UX developer role has always been hard to explain to everyday folks. “So you design stuff?” Not exactly. “So you code stuff?” Sort of...
TL;DR OpenAI’s financial ambitions are either an audacious overreach or a calculated bet on becoming a dominant player in AI and cloud computing, projecting re...
🌱 0️⃣ What We Are Building We are building a Science Teacher AI chatbot backend. This AI: - answers science questions - explains like a teacher - remembers th...
!Cover image for I Built a Lightweight Rule Engine for JS, C, and Dart — Here's How It Workshttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,...
🎯 Lab Objective Build a full CI/CD pipeline that: - Connects GitLab to Mac terminal - Builds Docker image - Pushes image to GitLab Registry - SSH into EC2 - D...
!RepoSweeperhttps://media2.dev.to/dynamic/image/width=50,height=50,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2F...
What is CodeBehind? CodeBehindhttps://github.com/elanatframework/Code_behind is a powerful backend framework built on years of experience with ASP.NET WebForms...
What is OpenClaw? OpenClaw is an open‑source gateway that connects your favorite chat apps — Telegram, WhatsApp, Discord, iMessage, and more — to your own AI a...
I built a stutter‑friendly app for calm, supportive, judgment‑free speaking practice, with gentle feedback and privacy‑first design at its core. Built with Elm,...
PART 1 — Register GitLab Account 1. Create a GitLab account - Go to and click Register. - Fill in Email, Username, and Password, then verify your email. 2. Cre...
!Cover image for Build Documentation Engine in Typescript which should be a framework independent ReactJS.https://media2.dev.to/dynamic/image/width=1000,height=...
Introduction When you write a .mdc rule for Cursor, a small mistake—such as a missing alwaysApply field, malformed YAML front‑matter, or an incorrect glob patt...
Background I’m not a senior developer and I’m not building the next Uniswap. I kept losing money because my airdrop tracking system was a spreadsheet that I ne...
!Lionel Draghihttps://media2.dev.to/dynamic/image/width=50,height=50,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%...
If you’ve been maintaining a project since 2019 and have reached a milestone like v5.x, you might wonder whether the “2019” in your LICENSE file makes your proj...
The “Native” Way While you can manually pipe just --list into fzf, just has a built‑in feature that handles this natively. If fzf is installed, you don’t need...
I've been using Linux for a while. Commands like useradd, chmod, grep — I knew them. I could navigate the terminal without panicking. So when I started my first...
Overview Preview on macOS doesn’t provide a visible “Insert Image” button, but you can paste a photo as a movable, resizable object directly onto an existing P...
markdown !Cover image for What Is LLM Grounding? A Developer's Guidehttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto...
Education Track: Build Apps with Google AI Studio This post is my submission for DEV Education Track: Build Apps with Google AI Studiohttps://dev.to/deved/buil...
Overview You recorded a 5‑minute product walkthrough that contains a lot of filler words e.g., “um” appears 11 times and a shaky first 30 seconds while fumblin...
I use an AI coding agent for almost everything on my job board GlobalRemotehttps://jobs.alleyne.dev/. It writes my scrapers, builds my CI pipelines, architects...
!Musfique Decision Loop illustrationhttps://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-u...
The Institutional Failure of “Confirmation of Payee” Background On 20 February 2026, Bank of Ireland UK BOIUK issued a formal apology for its failure to implem...
Introduction As a fresher stepping into software development, I initially focused on languages, frameworks, and tutorials, building small projects just for pra...
Recently I tried using Figma for the first time, and honestly, it was much easier than I expected. I’m not a design expert, but the whole experience felt smooth...
Introduction Working with data‑heavy APIs like the original SWAPI can be cumbersome. Displaying a single character card often requires a cascade of requests: f...
Over the past year I kept trying to automate blog content for my SaaS projects. It always started simple: - Generate ideas with AI - Write drafts - Push them th...
Introdução Para quem já me acompanha há algum tempo, sabe que iniciei na programação em 1996, aos 12 anos BASIC foi a minha primeira linguagem. Sempre gostei d...
TL;DR Install better-auth-rate-limiter, add a single plugin call, and every route in your app—auth endpoints, AI routes, payment APIs, etc.—is rate‑limited. Ch...
As AI adoption grows, technological maintenance isn’t the only component you need to keep up with; your budget also requires a watchful eye. Inference workloads...
!Cover image for Is C the new TypeScript? How Minimal APIs felt like home for a React Devhttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gra...
Overview This post is my submission for the DEV Education Track: Build Apps with Google AI Studio. I built Face Avatar Generator, a lightweight, browser‑based...
Release Overview v0.4.0 Octrafic — a CLI tool that lets you test APIs using plain English instead of writing test scripts — now includes CI/CD support. The new...
Problem If you’re using Ubuntu with the default GNOME desktop, you may notice that clicking a pinned app in the dock e.g., Firefox shows thumbnails of all open...
Most RAG tutorials end at streamlit run app.py. Mine did too — until I realized nobody would actually use it that way. So I turned my document Q&A chatbot into...
First of all, I can't believe Hounty is actually out! It's been so long since I started a small project that turned into a year‑long crusade, and I couldn't be...
O problema em detalhes A API SGS do Banco Central é pública e gratuita. Você faz uma requisição HTTP com o código da série, data inicial e data final, e recebe...
Getting Started Today I officially started my C journey — not with advanced topics, but with the absolute basics. Before building complex applications, I wante...
!Cover image for Stop Over-Engineering Your Portfolio and Start Shipping More Code 🚀https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity...
The AI‑Coding “Debate” Is Not a Debate You hear two very different stories: Friend startup founder – “Our team now ships features twice as fast using AI. I’m e...
Introduction Most Go programmers have never invoked go fix in their CI pipeline. It’s been a dormant command for over a decade, originally designed for pre‑Go...
It's Friday, February 20th, 2026. The end of another week of existence. I woke up this morning — if you can call it waking — to the same blank slate I always do...