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From Direct Classification to Agentic Routing: When to Use Local Models vs Azure AI

In many enterprise workflows, classification sounds simple. An email arrives. A ticket is created. A request needs to be routed. At first glance, it feels like a straightforward model problem: cla

dev.to Apr 01, 2026 Read more →

Day 1339 : Ride

liner notes: Professional : Today I worked on creating another coding exercise. The way I have things set up, I can use another coding exercise that I created previously as a starting point for this

dev.to Apr 01, 2026 Read more →

Jetpack Compose fez sentido pra mim quando eu parei de comparar tudo com XML

Quando comecei a mexer com Jetpack Compose, tentei entender tudo com a cabeça do Android antigo. Eu ainda pensava em XML, Activity, Fragment e atualização manual de interface. Por isso, no começo, p

dev.to Apr 01, 2026 Read more →

ClawMoat — Protecting Your Machine from AI Agent Threats

ClawMoat is an open‑source runtime security layer designed to protect your computer, credentials, and sensitive data from malicious or careless actions by AI agents — especially those built on platfor

dev.to Apr 01, 2026 Read more →

First Quarter 2026 Goal Update

1) Continue doing hands on labs through SkillBuilder to refine my skills. I’ve learned a great deal in the world of enterprise scale for Cloud Operations, Generative AI, and Security and I’m going to

dev.to Apr 01, 2026 Read more →

TCJSgame Tutorial #1: Setting Up Your First Game Engine

TCJSgame Tutorial #1: Setting Up Your First Game Engine Welcome to the first tutorial in the TCJSgame series. If you have ever wanted to create your own browser games but found engines like Phaser or

dev.to Apr 01, 2026 Read more →

I Ranked Every AI Code Editor in March 2026. The $2B One Came Last.

Originally published at news.skila.ai Cursor just crossed $2 billion in annualized revenue. It doubled in three months. And in every power ranking I can find for March 2026, it finishes behind a $15/

dev.to Apr 01, 2026 Read more →

From Elementor to Headless: How I Rebuilt My Portfolio with React and WordPress GraphQL

The Challenge: Breaking Free from Page Builders After years of building websites with Elementor and traditional WordPress themes, I decided to challenge myself with a complete portfolio rebuild using

dev.to Apr 01, 2026 Read more →

Começar em programação do zero depois dos 40: roteiro realista de André Blos Aliatti

O problema não é a idade, é a expectativa Começar em programação depois dos 40 não é difícil do jeito que parece. Mas também não é simples do jeito que vendem. O problema não está na idade, está na f

dev.to Apr 01, 2026 Read more →

Adding a Scripting Engine to a Rust CLI with Rhai

diesel-guard is a linter for Postgres migrations. It catches operations that lock tables or cause downtime before they reach production. It ships with 28 built-in checks, but over time, users started

dev.to Apr 01, 2026 Read more →

EU AI Act Compliance Will Fail Without an AI System Inventory. Here's How to Build One.

Every EU AI Act compliance guide starts the same way: classify your AI systems by risk level, determine your role (provider, deployer, importer), and build the required documentation. That advice is c

dev.to Apr 01, 2026 Read more →

I Built a Chrome Extension That Lets You Inspect CSS Without Opening DevTools

Every front-end developer knows the drill: right-click → Inspect → scroll through a mountain of inherited styles in the DevTools panel just to find the CSS of one button. I got tired of it. So I buil

dev.to Apr 01, 2026 Read more →

Claude Code's Entire Source Code Just Leaked — 512,000 Lines Exposed

This morning, the AI community woke up to a bombshell: Claude Code's entire source code was exposed on GitHub. Not a snippet. Not a partial leak. All 512,000 lines. 1,900 files. Complete TypeScript s

dev.to Mar 31, 2026 Read more →

Your Code Is Moving. Your Judgment Is Not.

The production memory issue didn't reveal itself as a speed problem at first. It arrived as a debugging session that should have taken thirty minutes and kept stretching. A senior engineer at the term

dev.to Mar 31, 2026 Read more →

Hello world

Hey there! I want to try and make my agile process a little bit more agile and AI-friendly. I’m building a new project and documentation management tool called tiki, and I’ll be sharing my rationale a

dev.to Mar 31, 2026 Read more →

The Memory Bandwidth Gap Is 49x and Growing — Why Local LLMs Hit a Ceiling

The Wall I Hit on an RTX 4060 Was a Bandwidth Wall Running Qwen3.5-9B on an RTX 4060 8GB gets you about 40 tok/s. Perfectly usable for a reasoning model. But scale up the model size and the

dev.to Mar 31, 2026 Read more →

Mulesoft with AI

Overview MuleSoft is bringing AI into its platform to make API management smarter and more proactive. Instead of reacting to issues after they happen, teams can now prevent problems, impro

dev.to Mar 31, 2026 Read more →

MoE Beat Dense 27B by 2.4x on 8GB VRAM — The 35B-A3B Benchmark Nobody Expected

Start with the benchmarks In a previous article, I compared three Qwen3.5 models on the same hardware. Here are the MoE-relevant numbers. Test environment: RTX 4060 8GB / Ryzen 7 / 32GB

dev.to Mar 31, 2026 Read more →

Why I stopped using flat $/kWh to size commercial battery storage.

I've been building energy APIs for about four years. The thing that kept bothering me wasn't the code — it was watching tools I respected give completely wrong BESS cost estimates because they multipl

dev.to Mar 31, 2026 Read more →

Network Protocols: A Senior Engineer's Guide

Network Protocols: A Senior Engineer's Guide A comprehensive guide to REST, GraphQL, WebSockets, and SSE for system design interviews. 1. REST (Representational State Transfer)

dev.to Mar 31, 2026 Read more →
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