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The Night an AI-Generated SQL Query Locked My Production Table

It was a Saturday evening, and I was confident. A new model had just dropped, and the leaderboard said it was the best thing since window functions. I pointed it at a real migration task, reviewed the

dev.to Aug 21, 2026 Read more →

Wake-word on a $15 Raspberry Pi Zero 2 W: 5.3% RTF always-on

The problem: always-on wake-word is hard and expensive A wake-word detector is the part of the voice stack that listens to the mic 24/7 and triggers the rest of the pipeline when it hears a

dev.to Aug 21, 2026 Read more →

Our OGG support was a side effect of an out-of-memory guard

A pipeline of mine grinds audio into music. You drop a file in a directory, it gets measured, a recipe gets derived from what the measurement says the file sounds like, and a few minutes later there's

dev.to Aug 21, 2026 Read more →

Connect to Repo Instantly

Introduction: What happens when we try to connect a remote repository to a local repository? We usually write several lines of commands to connect them before we can push our project. I bu

dev.to Aug 21, 2026 Read more →

[APP][OS][10.0+] Ambient Calculator - World's Lightest Open-Source Calculator

[APP][OS][10.0+] Ambient Calculator - World's Lightest Open-Source AI & OCR Math Tool Hey everyone, I wanted to share Ambient Calculator, a 100% open-source, ad-free math tool built comple

dev.to Aug 21, 2026 Read more →

An AI Agent Recommended a Malware Package. A Human Caught It. Next Time You Might Not Be So Lucky

An engineer asked their AI coding assistant for a library recommendation. The agent suggested a package name. It sounded right. Plausible naming convention, matched the ecosystem's usual patterns, rea

dev.to Aug 21, 2026 Read more →

I moved coding-agent verification out of the prompt

A coding agent can agree to run the tests and still fail to run them. It can also run the wrong command, overlook a dirty working tree, or declare success before the result is committed. Adding anoth

dev.to Aug 21, 2026 Read more →

DEPENDENCY INVERSION PRINCIPLE

High-level modules should not depend on low-level modules. Both should depend on abstractions (interfaces). In practice, your business rule shouldn't know if you use MySQL, Stripe, or AWS. It should

dev.to Aug 20, 2026 Read more →

Building an On-Demand Coloring Book Generator with Google AI Studio & Imagen

This post is my submission for DEV Education Track: Build Apps with Google AI Studio. What I Built I built an On-Demand Coloring Book Studio, a web application that generates printable, custom black-

dev.to Aug 20, 2026 Read more →

AI & Automation H1 2026 Wrap-Up

This post is an adaptation of an internal wrap-up I shared at Playtomic to celebrate our AI journey in H1 2026. I've kept the public-facing industry insights and general learnings while removing inte

dev.to Aug 20, 2026 Read more →

The AI-Augmented Developer: A Practical Guide to Refactoring and TDD with Cursor

The narrative that "AI is going to replace full-stack engineers" has matured. In real-world software engineering, AI isn't replacing developers. Instead, it is increasingly replacing the tedious, rep

dev.to Aug 20, 2026 Read more →

PRINCÍPIO DA INVERSÃO DE DEPENDÊNCIA

Módulos de alto nível não devem depender de módulos de baixo nível. Ambos devem depender de abstrações (interfaces). Na prática, a sua regra de negócio não deve saber se você usa MySQL, Stripe ou AWS

dev.to Aug 20, 2026 Read more →

The antivirus said 'no malware detected'. It was sitting right there on the disk.

A real incident, and a lesson about green lights. Every command output, version number and CVE ID below is from the actual investigation. Nothing was invented for the narrative. It started

dev.to Aug 20, 2026 Read more →

Computing WHO growth percentiles on-device

Every baby tracker shows growth percentiles. "Your daughter is in the 72nd percentile for weight." It looks like a lookup — find the row for her age, compare, print a number. It isn't. And the ways i

dev.to Aug 20, 2026 Read more →

Background removal without a green screen is an underdetermined problem. Here's what the maths is doing.

Every pixel in a photograph of a person against a wall is a blend of two things. The compositing equation is the whole problem in one line: C = αF + (1 - α)B C is the pixel you can see. F is

dev.to Aug 20, 2026 Read more →

How AI headshot generators actually work: LoRA, 15 selfies, and the overfitting problem

Every AI headshot product works roughly the same way under the hood, and once you know the shape of it, most of the weird results stop being weird. You upload 10 to 20 selfies. Twenty minutes later y

dev.to Aug 20, 2026 Read more →

INTERFACE SEGREGATION PRINCIPLE

No class should be dependent on methods it doesn't need. An example would be a "Machine" interface that forces the print(), scan(), and fax() methods. Not every machine has these 3 methods. So we cr

dev.to Aug 20, 2026 Read more →

PRINCÍPIO DA SEGREGAÇÃO DE INTERFACES

Nenhuma classe deve ser dependente de métodos que não precisa. Um exemplo seria uma interface “Máquina”, que força os métodos print( ), scan( ) e fax( ). Nem toda máquina tem esses 3 métodos. Então

dev.to Aug 20, 2026 Read more →

Four Numbers Across the Top Do More Than Four Charts

This article gives you the KPI row: a handful of big numbers across the top of a dashboard that tell the whole story before any chart is read. Four cells, four labels, and a reader who arrives cold kn

dev.to Aug 20, 2026 Read more →

11 Independent DevOps Learning Sites That Are Not Selling You a Certification

Search for how to learn DevOps and you get two kinds of result. The first is vendor content. It is often excellent, and it will teach you the vendor's product. You will come away knowing how their ma

dev.to Aug 19, 2026 Read more →
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