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DEV Community • 2026-04-17 19:11

Why I Built an AI-Powered Test Data Generator (and When You Shouldn't Use AI for Fixtures)

Every test suite has the same dirty secret: name="Test User", email="test@test.com", bio="Lorem ipsum". Copy-pasted across 50 tests, never catching real edge cases, never feeling like production data. I built FixtureForge to fix this — but along the way, I learned that AI is the wrong tool for most of the problem. Here's what I mean. The Problem With "Just Use Faker" Faker is great fo...

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4m read
DEV Community • 2026-04-17 19:08

LeetCode и алгоритмы: подготовка к стажировке

Введение Примерно месяц я готовлюсь к стажировке и системно решаю задачи на LeetCode. Начал с уровня Easy, чтобы закрепить базовые алгоритмы и постепенно перейти к более сложным. Темы алгоритмов** Каждая задача на LeetCode связана с определённой темой: два указателя, бинарный поиск, работа со стеком, рекурсия, динамическое программирование. Такой подход помогает не просто решать задачи, а вид...

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1m read
DEV Community • 2026-04-17 19:08

1x -> 10x -> 100x Engineer with Claude Code and CLIs

It is rather amusing to me that this is the sum total of a prompt needed to get Claude Code to take a task from my task system, find the code, look at the production database, debug the problem, propose a solution, update task status for review, test it, and push the fix to production. Prompting has gone from memorize prompts and articulate myself -> assemble a bunch of skills in a single lin...

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1m read
The Invisible Orchestrator: Cheap Routing + Expensive Reasoning in Multi-Agent Apps
DEV Community • 2026-04-17 19:05

The Invisible Orchestrator: Cheap Routing + Expensive Reasoning in Multi-Agent Apps

The Problem We had four specialist AI agents — math, verbal, data insights, and strategy — each with a different system prompt, RAG namespace, and reasoning style. Every user message needed to land on the right one. The naive solution: run every message through GPT-4o, ask it to decide, then call the specialist. That added 800–1,200ms of latency before the user saw a single token. On...

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5m read
DEV Community • 2026-04-17 19:03

I Tested 5 AI Image Generators Head to Head (Only 2 Shipped)

Midjourney still wins on mood and lighting but lies about text, logos, and hand counts on packaging work Flux 1.1 Pro on fal.ai is the typography winner at 0.04 EUR per image, 12 out of 15 tests rendered copy cleanly Ideogram owns poster and magazine layouts, Recraft owns brand systems with native vector output Freepik bundles 8 models in one 12 EUR a month subscription, the cheapest way to test ...

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7m read
DEV Community • 2026-04-17 19:02

MiniStack Now Emulates Amazon EKS — Free, Open-Source AWS Emulator v1.2.20

EKS Joins the Free AWS Emulator MiniStack v1.2.20 adds Amazon EKS to its list of emulated AWS services. Create clusters, manage node groups, and hit the EKS API surface — all locally, all free. If you haven't seen MiniStack before: it's a free, MIT-licensed AWS emulator. 40+ services on a single Docker container, single port (4566). No account, no API key, no telemetry. Drop-in compati...

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2m read
Hacker News • 2026-04-17 19:02

Show HN: web-pinentry: a pinentry program that leverages matrix and http

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1m read
DEV Community • 2026-04-17 19:02

AngleCore / ENGO Core and # AI Doesn’t Need Better Prompts. It Needs Better Patterns.

A Spatial AI System for Pattern-Based Workflows What I Built AngleCore (powered by ENGO Core) is a spatial interface for constructing and interpreting AI workflows through patterns instead of prompts. Most AI systems today rely on text input. This creates a bottleneck: Users must translate intent into language Language becomes ambiguous Systems respond inconsistently ...

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28m read
Hacker News: Front Page • 2026-04-17 19:00

Tesla tells HW3 owner to 'be patient' after 7 years of waiting for FSD

Article URL: https://electrek.co/2026/04/17/tesla-hw3-owners-be-patient-7-years-fsd/ Comments URL: https://news.ycombinator.com/item?id=47809347 Points: 28 # Comments: 4

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Tutorial: Build an AI-Powered GPU Fleet Optimizer
DEV Community • 2026-04-17 19:00

Tutorial: Build an AI-Powered GPU Fleet Optimizer

This article was originally written by Shamim Raashid (Senior Solutions Architect) and Anish Singh Walla (Senior Technical Content Strategist and Team Lead) Key Takeaways Deploy a serverless LangGraph agent on the DigitalOcean Gradient AI Platform that monitors your GPU fleet using natural language queries. Scrape real-time NVIDIA DCGM metrics (temperature, power, VRAM, engine utili...

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14m read
Product Hunt — The best new products, every day • 2026-04-17 18:57

SoKal

Social calendar that shows when friends are free Discussion | Link

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1m read
DEV Community • 2026-04-17 18:51

How to Check if a Date is a Business Day in Any Country (With Code Examples)

Building an app that handles scheduling, invoicing, or delivery estimates? You'll need to know if a given date is a business day - and that's trickier than it sounds when you're dealing with multiple countries. The Problem A "business day" isn't universal: Weekends vary: Saturday-Sunday in most countries, Friday-Saturday in UAE/Israel Public holidays differ: France has 11, Japan ha...

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2m read
DEV Community • 2026-04-17 18:45

Skill-tree: finding the Claude Code habits you never touch

Anthropics February 2026 AI Fluency Index studied 9,830 Claude conversations and classified them across 11 observable behaviors and three axes: Description, Discernment, Delegation. I read it and immediately wanted to run the same classification on my own sessions — not to get a score, but to see which of the 11 behaviors I never touch at all. That gap is what skill-tree is built around. The grow...

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1m read
DEV Community • 2026-04-17 18:45

The Vibe Design Wave, Continued 🌊 Claude Design Is Finally Here—Time to Graduate from Figma

About six months ago, I published an article. The main point of that article was that “after Vibe Coding, the next wave seems to be Vibe Design” and that “more and more people are starting to ask whether AI can handle design work as well.” This article is a follow-up to that one—and now it’s starting to feel like this idea may actually become a reality. Earlier today, Anthropic made a press anno...

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3m read
Hacker News: Front Page • 2026-04-17 18:43

Even "cat readme.txt" is not safe

Article URL: https://blog.calif.io/p/mad-bugs-even-cat-readmetxt-is-not Comments URL: https://news.ycombinator.com/item?id=47809190 Points: 19 # Comments: 10

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1m read
DEV Community • 2026-04-17 18:41

The AI-Selenium Revolution: Transforming Modern Test Automation

In the relentless pursuit of agile development and flawless user experiences, software quality remains paramount. Yet, the traditional landscape of test automation often struggles to keep pace with the velocity and complexity of modern applications. Brittle tests, high maintenance overhead, and the sheer volume of manual scripting can bottleneck even the most efficient teams. Enter the dynamic duo...

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2m read
Kiro: Spec-driven Development Done Well
DEV Community • 2026-04-17 18:41

Kiro: Spec-driven Development Done Well

At this point software developers have realized Vibe Coding has its ups and downs. It’s amazing for experimentation or proof of concepts. But in the field, it can be more work than was realized. That’s because it can only build what it has seen. AI, once again, is only good at pattern recognition, which covers a wide spectrum of things. “What’s past is prologue.” — William Shakespeare, The Te...

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6m read
Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud
DEV Community • 2026-04-17 18:39

Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud

This is the first part of a multipart series introducing tc Cloud Functors The Monolith in the Desert Problem Sometimes I feel like the Forrest Gump of computing, having worked on or been around everything from the introduction of mini and microcomputers to starting an ISDN ISP in 1993, pioneering international server farms, and building early e-commerce sites through the earliest da...

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10m read
Designing Multi-Tenant Backends With Both Ownership and Team Access
DEV Community • 2026-04-17 18:38

Designing Multi-Tenant Backends With Both Ownership and Team Access

A practical architecture pattern for systems where one user can own, join, and operate multiple organizations. Table of Contents The Problem With Most Multi-Tenant Tutorials The Shift: Model Organizations, Not Just Data Buckets The Core Model Why Ownership and Team Access Should Be Separate Support One User Across Many Organizations Make Organization Context Explicit Per Request Scope...

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9m read
DEV Community • 2026-04-17 18:37

I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned

What is SoftUI? SoftUI is a neumorphic CSS component library. Instead of flat design or material shadows, everything uses soft, diffused shadows that make elements look like they're gently raised from or pressed into the surface. No React. No Vue. No build step. Just CSS classes and an optional vanilla JS file for interactive components. <link rel="stylesheet" href="https://unpkg...

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4m read
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