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AI dropped my per-feature ship time from 3 days to 3 hours. Here's the actual stack.

I keep getting the same DM: "Cool, but does AI actually speed up shipping or is this just hype?" So here's the table from one MVP build that ended last quarter. Numbers measured, not vibed.

dev.to May 16, 2026 Read more →

How I Built and Launched 2 Commercial APIs in a Single Day

I've been seeing developers make money selling APIs on marketplaces like RapidAPI, and I wanted to try it myself. Here's exactly how I went from zero to two live API products in one day. The

dev.to May 16, 2026 Read more →

Building NSFD-v1: An Algorithm for Detecting Network Signal Failure in Industrial Production Lines

Here is the full article, formatted and written natively for the dev.to platform — using its Markdown conventions, developer-friendly tone, collapsible sections, code blocks, callout tags, and proper

dev.to May 16, 2026 Read more →

Stop Scanners from Hammering Your PHP App — Without a Database or External Services

Every day, automated bots are scanning your website. Not just yours — everyone's. They probe for exposed .env files, old WordPress admin panels, SQL injection points, and known CVEs. Some of them send

dev.to May 16, 2026 Read more →

Cutting Room Now Available on macOS

Cutting Room AI now runs on macOS. If you edit in DaVinci Resolve Studio on a Mac, you can control your timeline with plain English. What It Does You type something like "set opacity to 50% on the th

dev.to May 16, 2026 Read more →

Your AI database agent needs dry-run mode

The dangerous moment in an AI database workflow is not always execution. Often, it is the moment before execution, when nobody knows the blast radius yet. The agent says a change is simple. The SQL

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Prisma vs JDBC: the benchmark that almost made me blame the wrong ORM

There's a discussion that surfaces every time someone posts an ORM benchmark: "of course JDBC is faster, you're measuring the abstraction". They're right, but only halfway. What nobody says is that th

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Prisma vs JDBC: el benchmark que casi me hace culpar al ORM equivocado

Hay una discusión que aparece cada vez que alguien postea un benchmark de ORM: "claro que JDBC es más rápido, estás midiendo la abstracción". Y tienen razón, pero solo a medias. Lo que nadie dice es q

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iOS App Store Screenshots and Compliance: The Gotchas After Your Build Succeeds

This article was originally published on Jo4 Blog. Your EAS build succeeded. The IPA uploaded to App Store Connect. Time to submit for review, right? Click. "Unable to Add for Review." T

dev.to May 16, 2026 Read more →

I’m building 4to.do, based on the Eisenhower Matrix.

Without noticing, 4to.do has been in development for over a year. Although the revenue is modest, I genuinely enjoy working on it. A brief introduction to 4to.do: 4todo is a lightweight task managem

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User Story vs Use Case: A Developer's Guide to Getting It Right

Every sprint planning session has that moment. Someone writes "Use Case: User logs in" on the board, and someone else says "shouldn't that be a user story?" The room goes quiet. Nobody's totally sure.

dev.to May 16, 2026 Read more →

Fambai CV: Using Gemma 4 to Help African Job Seekers Beat ATS Systems

This is a submission for the Gemma 4 Challenge: Build with Gemma 4 What I Built Fambai CV — an AI-powered, ATS-optimized CV builder and job platform built for African job seekers. The A

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En Route to Becoming a Vulnerability Researcher Day 1: Writing my first C programs and learning why printf is a weapon

** What I Did Today Today was day one of my C learning journey using the K&R book, the same book written by the people who created the language. I set up my working directory in WSL2 Ubuntu and wro

dev.to May 16, 2026 Read more →

I Let an AI Agent Run My Consulting Business For a Week — Here's What Happened

This is a submission for the Hermes Agent Challenge The Setup I run a small AI agency called Cubiczan. We help companies build agentic AI systems for finance and supply chain operations

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One Open Source Project a Day (No. 66): NVIDIA Video Search and Summarization - Building GPU-Accelerated Vision Agents

Introduction "Video is the last blue ocean of data and the most challenging source of unstructured information." This is the No.66 article in the "One Open Source Project a Day" series.

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How I Host My Side Projects for Under /Month (2026)

How I Host My Side Projects for Under $5/Month (2026) I run 4 live projects on a single VPS. Here's exactly what I use and what it costs. The Problem You built an amazing sid

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Gemini 3.1 Flash-Lite is now generally available on Gemini Enterprise Agent Platform

Today, we're thrilled to announce that Gemini 3.1 Flash-Lite, our fastest and most cost-efficient Gemini 3 series model yet, is now generally available. Designed for ultra-low latency, high-volume ta

dev.to May 15, 2026 Read more →

Built an AI Log Analysis Tool — And Its "Analysis History" Feature Is Something I Use Every Day

🔍 I Built an AI Log Analysis Tool — And Its "Analysis History" Feature Is Something I Use Every Day Author: Pangulab Team Tool: https://www.pangulab.com Intro Last month I

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Why AI-Generated Content Falls Flat (And How to Actually Use AI)

Why AI-Generated Content Falls Flat (And How to Actually Use AI) AI can generate 100 articles a day, but readers will reject 99 of them the moment they sense something's off. One blogger to

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Predictable Capacity Pricing: A New Model for Agentic AI & Measuring Developer Productivity

The Evolution of AI Development Demands a New Pricing Paradigm AI-assisted development is no longer just about lightweight code completions or quick chat interactions. We're rapidly moving

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