Why We Built an AI Market Research Tool to Pivot Our Own Company
The Feature Factory Trap About six months ago, Acrutus was stuck. Like many technical founders, we had fallen deep into the “Feature Factory” trap. We were bui...
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The Feature Factory Trap About six months ago, Acrutus was stuck. Like many technical founders, we had fallen deep into the “Feature Factory” trap. We were bui...
The Boiling Frog of Frontend Complexity If you've bought a “SaaS Boilerplate” or “UI Kit” recently, you know the exact script. You clone the repository, enthus...
!Cover image for eBPF in Production Kubernetes: Ditch Your Sidecars in 2026https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,form...
Building a searchable electronic components platform sounds simple at first glance. You list products, add a search bar, and let users find what they need. But...
Today Nevermined announced the integration that many fintech and crypto developers have been waiting for: a unified commerce layer that gives AI agents both del...
Here's what changed. A while back, our team had a problem that looked like a success: we were shipping constantly. PRs merged daily, features going out every we...
My first impression of SageMaker When I first came across Amazon SageMaker, I assumed it was one of those AWS services that made more sense to data scientists...
Four architectural choices that made sense when they were made and are now generating technical debt at scale Software architecture is a set of bets about the...
!Cover image for Why Validating Segment Events Is So Frustrating And How I Fixed Ithttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=a...
2011 Startup Genome Study In 2011, Startup Genome partnered with Berkeley and Stanford to study 3,200 startups. They wanted to know why most fail. The answer w...
Ilere – Mobile Housing Marketplace Ilere is a mobile housing marketplace aimed at Nigerian cities such as Ibadan, Lagos, Abuja, and Port Harcourt. The core ide...
Overview Meta has just released Muse Spark, its first new model since Llama 4, arriving about a year after the previous release. Benchmarks place it alongside...
🎧 Real‑Time Audio Stress Monitor for Developers We’ve all been there: a production incident hits at 4 PM on a Friday, or a “quick” code‑review change spirals...
The Problem 19 – that’s the number of major EU regulations a tech company must juggle today: - GDPR - NIS2 - AI Act - Cyber Resilience Act - DORA - DSA - DMA -...
Every few years, someone declares that cybersecurity is ending. The latest version frames AI‑assisted remediation as the beginning of a world where software qua...
Background Anthropic's Model Context Protocol MCP reached 97 million installs on March 25, 2026, with every major AI provider now shipping MCP‑compatible tooli...
Next.js gives you many ways to render a page, so the approach to adding comments depends on the router you’re using. The following solution works for both the A...
Have you ever tried to open your Apple Health export.xml file? If you've been wearing an Apple Watch for more than a year, that file is likely a multi‑gigabyte...
'The 39‑Point Gap Across 240 scans March‑April 2026, the median scores by category were: | Category | Median Score | |
Introduction Clean Code is a concept popularized by the book of the same name, written by Robert C. Martin. The main idea of the book is that clean code can be...
Introdução Nesta terceira parte da série sobre comunicação nos times de DevOps, SRE e Engenharia de Plataforma, vamos falar sobre loops de feedback. Eles foram...
JSON won the internet. We all know that. But XML never left — it just moved. Reliability matters more than trendiness. If you work with Maven configs, Android m...
Introduction SOLID is a set of design principles for writing clean, maintainable, and scalable code. It stands for: Single Responsibility Principle SRP A class...
When Meta announced Muse Spark—its first major model release since Llama 4 nearly a year ago—the benchmarks grabbed most of the attention. The real story, howev...
WebSocket bugs are some of the hardest to debug. The connection may look fine, the server starts without errors, but something isn’t working — and you don’t kno...
Problem Overview Last Tuesday, a “harmless” coding agent in staging opened a PR, fetched secrets from the wrong environment, and kicked off a deploy it was nev...
!Cover image for I Built a Free Smart Contract Scannerhttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2...
'The interview felt great. You answered everything. You were confident. Then the rejection email came. Here's what actually happened.
I Built an AI Rental Management Platform for My Brother. Here's What Actually Happened !Cover image for I Built an AI Rental Management Platform for My Brother...
The Pattern I Keep Seeing > A team estimates a feature at 5 story points – low complexity, clear requirements, well‑understood domain. By every estimation fram...
The bill that started it all IONOS sent me a 120 Euro invoice—two domains at 42 Euro each, plus some items I thought I had cancelled months ago. I paid what I...
!System Design Basicshttps://dev-to-uploads.s3.amazonaws.com/uploads/articles/90foitsp39ggnb9icyyi.png Most systems don’t start distributed. They start simple a...
Kotlin 2.4: The Paradigm Shift Every Senior Developer Expected The transition from a language that merely 'handles' dependencies to one that natively integrate...
Positional Encoding for Each Word In the previous article we saw how positional encoding is generated using sine and cosine waves. To assign positional values...
Introduction In March 2026 the npm account of the Axios maintainer was hijacked. With 300 million weekly downloads, a single compromised account exposed a mass...
For updating a counter, Redux requires you to set up a store, reducers, actions, selectors, and maybe middleware. Valtio needs three lines of code. We replaced...
The Real Cost of Business Process Automation > “Every automation project starts with a time‑saving estimate. Rarely does anyone build a full cost model before...
!Cover image for My First Step Into Cloud Computing: What I Learned on Day Onehttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,f...
CRDTs and Local‑First Architecture: How smallstack Handles Offline Conflict Resolution Most web apps treat the network as a prerequisite. No connection? You ge...
The Four Trees of Technological Progress The popular essay “The Four Trees” offers an original lens through which to view technological progress. According to...
The Pattern Andrej Karpathy published a gist called “LLM Wiki” describing a pattern that’s been bouncing around my head for a year. Instead of dumping document...
Introduction The modern web demands more than static content. Users expect intelligent, responsive applications that can process data directly in their browser...
A lot of MCPhttps://modelcontextprotocol.io/ servers I see in the wild look like this: python @mcp.tool async def get_thingid: str: resp = await httpx.getf'htt...
The Question Can you get a better answer by having multiple LLMs collaborate than by just asking one directly? That’s the thesis behind Occursus Benchmarkhttps...
!Cover image for 🔐 From 0 Production-Grade Securityhttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fd...
Scalability Overview Scalability is one of the most important goals in modern web development. A web application may work perfectly for a small number of users...
I was building a distributed system — micro‑services, message queues, shared schemas, the works I tried every AI agent I could find: Cursor, Claude Code, Codex...
The Problem AI agents forget everything between sessions. Claude Code uses MEMORY.md files with a 200‑line limit, no search, and no validation. After months of...