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Nautilus Agent: Breaking the Read-Only Loop In autonomous agent development, a common failure mode is the read-only loop where the agent continuously analyzes...

Why I Built My Own Data Transformation Language Integration mapping hasn't meaningfully advanced in a decade. Every integration project I work on hits the same...

The problem every full‑stack dev knows Every time I start a new project, the first hour looks the same: bash npm create vite@latest pick React → set up Tailwin...

SiberCron is an open‑source, self‑hosted workflow automation platform that blends a visual drag‑and‑drop editor with AI agent capabilities from more than nine L...

In the previous articlehttps://dev.to/rijultp/understanding-transformers-part-4-introduction-to-self-attention-45bg we explored the self‑attention concept for t...

Introduction Powerful, scalable, reliable, cost‑efficient, and ready to be your next AI language, Java can help modernize critical enterprise applications. Jav...

AI is rapidly changing how we write code. From autocomplete tools to full‑blown AI agents, developers are no longer just writing code — we are orchestrating int...

What Cipher Actually Does Right Now At its core, Cipher is a loop: Goal → Plan → Validate → Execute → Verify → Repeat You give it something simple like: > “Cre...

Overview The Model Context Protocol MCP has become the universal “USB‑C port for AI applications.” While it enables powerful connectivity, it also introduces s...

The Modern DevOps Engineer on AWS The cloud landscape has changed dramatically over the last few development cycles. When I first started working with AWS, a l...

The Security Pretext The core of the Mythos marketing campaign is its “zero‑trust” security architecture. Anthropic insists that the model is designed to opera...

Background Last month I migrated two production clusters from GitHub Actions‑only deployments to a hybrid GitOps setup with ArgoCD. The trigger? A misconfigure...

Image classification sounds easy until you remember that a computer never sees “objects.” It only sees pixel arrays. This post explains why that makes k‑NN a us...

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There’s a specific kind of panic that hits when your app is broken, your teammate is silent, and the deadline is near. Nobody warns you about that part. At my f...

Overview I've been using local LLMs for a while now, but the tools still feel rough. Ollama makes running models easy. However, when you want to do more than j...

MLP = A Function Not Layers Most people think neural networks are stacks of layers. They are wrong. An MLP is: y = fx; θ 👉 A learnable function. Start Simple...

Introduction What is regularization in machine learning, and how can you actually prevent overfitting in practice? This guide explains L1 vs. L2 regularization...

From Terraform Basics to Real-World Deployment 🚀 As part of my 30 Days of AWS Terraform challenge, Day 14 marked a major milestone: deploying a secure, scalab...

Introduction Your job is not your meaning—sounds weird, right? It probably didn’t, but let’s continue. It’s been a while since I wrote an article here on Dev.t...

Overview Every time I ask ChatGPT something simple, it gives me a clean, direct, confident answer. I find this deeply suspicious. Real thinking doesn’t work th...

The Real Problem Low training loss ≠ good model. The real goal: generalization. Optimization = Learning Optimization reduces loss by updating parameters. Witho...

What is an IP Address? An IP address Internet Protocol address is a unique number assigned to every device connected to a network such as the Internet. Example...

Overview Want to get a real feel for machine learning in practice? Here’s a simple but powerful exercise: classify thousands of digits 0 vs 1 from the MNIST da...

'Why Ngrok Tunnels Are a Security Problem

The Fallacy of “Infinite” Cloud In the early days of Cloud adoption, the mantra was “scale at all costs.” In 2026, the industry has shifted. The new gold stand...

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My team tracks how much of our codebase is AI‑generated. The number shocked us. We deployed Buildermark last week, an open‑source tool that scans Git history an...

Every group chat has the same cast of characters: the hype‑man, the roast master, the silent killer, the meme lord, and so on. I built an AI skill that distills...

!Cover image for 55% of Construction Software Vendors Hide Their Pricing. I Know Because I Checked All 570.https://media2.dev.to/dynamic/image/width=1000,height...

!Stadium Control Center interfacehttps://dev-to-uploads.s3.amazonaws.com/uploads/articles/xv14rw17wg5dlfv6x4cq.png Introduction Have you ever been at a major sp...

!Cover image for Building Igris: Crafting My Personal AI Agent & Knowledge Codexhttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto...

Background I didn't wake up one day and decide to build a UI kit. Like most things I've built, it started as a solution to a problem I had, for a project nobod...

Workflow Overview Every incident has two clocks running: the production clock and your cognitive clock. Most teams obsess over the first and ignore the second....

Introduction Micro‑betting — placing very small bets frequently — has always been a compelling concept for both traditional and blockchain‑based gaming. It let...

Thread, ThreadPool, Task, Parallel.For, PLINQ – when to use each Concurrency is one of the most misunderstood areas of .NET development. Thread, Task, Parallel,...

The problem An owner starts a conversation on Telegram: > “Connect my PostgreSQL database.” The next day they call the Twilio number and say: > “What automatio...

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!Cover image for Give Your AI Coding Agent Superpowers — Nylas Skills for Email, Calendar & Contactshttps://media2.dev.to/dynamic/image/width=1000,height=420,fi...

I've always been obsessed with minimalist design—the kind that gets out of the way and lets the content breathe. Most blogging platforms today feel like social...

What I built: sttts – a local pipeline that watches any region of your screen, OCRs it, and speaks it aloud in real time. Everything runs on your own machine. W...

SQL is a language used to store, retrieve, and analyze data in databases. SQL commands are grouped into categories based on their purpose. DDL vs DML DDL Data D...

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Overview RSA Conference 2026 just wrapped, and five major vendors launched new agent identity frameworks. All of them cover basic discovery, OAuth, and permiss...

!Cover image for I built a reminder app to keep my Brag Document up to datehttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,form...

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We shipped a Next.js blog platform last year. Schemas were in place, the Rich Results Test was passing, and everything looked correct. Then we opened Google Sea...