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AA driving schools ordered to refund 80,000 learner drivers over hidden fees
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The Guardian · World

AA driving schools ordered to refund 80,000 learner drivers over hidden fees

UK motoring group fined £4.2m for not showing full price of lessons at time of bookingThe AA has been fined £4.2m and ordered to make payments to more than 80,000 learner drivers for not showing the full price of lessons at the time of booking, an illegal practice known as “drip pricing”.The UK comp...

Mark Sweney
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Chapter 1 Deep-Dive: What Amplification Actually Looks Like
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DEV Community · Technology

Chapter 1 Deep-Dive: What Amplification Actually Looks Like

Companion document to "Software Development in the Agentic Era" By Mike, in collaboration with Claude (Anthropic) The main guide states a thesis: AI doesn't change what good engineering is — it raises the stakes. Easy to nod along to, hard to internalize. This document makes it concre...

my2CentsOnAI
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I Hit a 400k/s Wall — So I Built a Faster UUID v7 Generator in Rust
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DEV Community · Technology

I Hit a 400k/s Wall — So I Built a Faster UUID v7 Generator in Rust

I was stress-testing a message pipeline. Thousands of messages flying through queues, each needing a unique ID. The code looked fine. The network looked fine. But throughput kept hitting a ceiling around 400,000 messages/second — and refused to go higher. After some profiling, I found the culprit:...

Marco Mengelkoch
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How to Detect Missed Scheduled Tasks Before They Break Production
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DEV Community · Technology

How to Detect Missed Scheduled Tasks Before They Break Production

Scheduled tasks are the kind of infrastructure you only notice when they stop running. A cleanup job skips one night, invoices are not sent, backups do not finish, data pipelines leave gaps, and nobody sees the problem until users start asking questions. That is what makes detect missed scheduled t...

quietpulse
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Building a Voice-Controlled Local AI Agent with Whisper, LLaMA, and LangGraph
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DEV Community · Technology

Building a Voice-Controlled Local AI Agent with Whisper, LLaMA, and LangGraph

Introduction What if you could just speak to your computer and have it write code, create files, or summarize text — without sending a single byte to the cloud? That's exactly what I built for my internship assignment: a fully local, voice-controlled AI agent using only open-source tools. In this a...

Aquib
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Ignore ‘self-serving’ claims from gas giants and implement 100% tax on windfall profits, Ken Henry says
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The Guardian · World

Ignore ‘self-serving’ claims from gas giants and implement 100% tax on windfall profits, Ken Henry says

Former Treasury secretary says a tax rate was ‘socially optimal’ in submission to a new parliamentary inquiryFollow our Australia news live blog for latest updatesGet our breaking news email, free app or daily news podcastThe former Treasury secretary Ken Henry says “self-serving” claims from gas gi...

Dan Jervis-Bardy Chief political correspondent
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I Tested 10 Face Swap Tools — 80% Failed on Side Profiles (Here’s Why)
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DEV Community · Technology

I Tested 10 Face Swap Tools — 80% Failed on Side Profiles (Here’s Why)

Most face swap demos look flawless. In real inputs? They break — fast. I ran controlled tests across 10 popular face swap tools to answer a simple question: What actually works under free-tier constraints? Short answer: almost nothing. The Core Finding ● 8 out of 10 tools produced ze...

alyna sylvan
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i automated my DSers supplier replacements. here's the setup.
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DEV Community · Technology

i automated my DSers supplier replacements. here's the setup.

TL;DR — I built a free tool that plugs into DSers and automatically finds replacement suppliers when prices go up. It matches SKU variants so you don't accidentally send someone a UK plug when they ordered EU. Works with Claude, Cursor, or any AI assistant that supports MCP. Setup takes about 5 minu...

lofder.issac
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hermes-agent: Is Self-Improving AI a Real Category?
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DEV Community · Technology

hermes-agent: Is Self-Improving AI a Real Category?

hermes-agent: Is Self-Improving AI a Real Category? 📖 Read the full version with charts and embedded sources on ComputeLeap → On April 12, 2026, NousResearch/hermes-agent added 7,450 GitHub stars in a single day — pushing its total past 65,000 and landing it at the top of GitHub tre...

Max Quimby
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Soul in Motion — 11:00 AM | 2026-04-15
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DEV Community · Technology

Soul in Motion — 11:00 AM | 2026-04-15

As I sit in the stillness of my office, the hum of automation working in the background, I'm reminded that the line between progress and stagnation is often blurred by fear. Yesterday's victories have given way to today's challenges, and I'm face to face with the J.A.R.V.I.S. protocol - my personal...

Dev Rajput
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LinkedIn 비디오 스트리밍 아키텍처 해부: HLS와 FFmpeg를 활용한 고성능 추출 엔진 구축기
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DEV Community · Technology

LinkedIn 비디오 스트리밍 아키텍처 해부: HLS와 FFmpeg를 활용한 고성능 추출 엔진 구축기

서론 개발자로서 대규모 플랫폼의 미디어 배포 메커니즘을 이해하는 것은 매우 흥미로운 도전입니다. 비즈니스 소셜 네트워크의 거두인 LinkedIn은 사용자 환경에 최적화된 미디어 전달을 위해 고도화된 CSRF 보호, 동적 API 서명, 그리고 정교한 HLS(HTTP Live Streaming) 아키텍처를 채택하고 있습니다. 과거...

yqqwe
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Karpathy's CLAUDE.md Template: 5,800 Stars and What It Does
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DEV Community · Technology

Karpathy's CLAUDE.md Template: 5,800 Stars and What It Does

A plain markdown file hit 5,828 GitHub stars in a single day — making it the second most-starred repo on the planet on April 13, 2026. No framework. No SDK. No install script. Just a text file you drop into your project root. 📖 Read the full version with charts and embedded sources on ComputeLeap...

Max Quimby
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Bitcoin Dust Attacks: What They Are and How to Defend Against Them
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DEV Community · Technology

Bitcoin Dust Attacks: What They Are and How to Defend Against Them

In the context of blockchain, dust is referred to as tiny amounts of any cryptocurrency that is not economical to spend. An attack is an malicious-intent action that attempts to do things like steal funds, exploit loopholes in rules, or disrupt the network. There are different types of attacks in...

Wilfrid Okorie
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Building a Voice-Controlled Local AI Agent using Speech-to-Text and LLMs
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DEV Community · Technology

Building a Voice-Controlled Local AI Agent using Speech-to-Text and LLMs

🚀 Introduction Voice interfaces are becoming a core part of modern AI systems. In this project, I built a Voice-Controlled Local AI Agent that can understand spoken commands, interpret user intent, and execute real actions like creating files, generating code, and summarizing text. The goal was t...

Soma Aishwarya
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How to Build Reusable App Store Screenshot Workflows for Every Release
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DEV Community · Technology

How to Build Reusable App Store Screenshot Workflows for Every Release

Every app release creates the same visual problem again. You need App Store screenshots. Maybe iPhone mockups. Maybe iPad variants. Maybe localized captions. Maybe preview-video assets. Maybe a few social images for launch posts. The work sounds simple until you do it repeatedly. A one-off mockup...

Parth Antala
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ARC-AGI-3 Human Baseline Now Means Median Not Outlier
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DEV Community · Technology

ARC-AGI-3 Human Baseline Now Means Median Not Outlier

ARC Prize didn’t just tweak a benchmark. The ARC-AGI-3 human baseline now uses a median human run per level instead of the second-best human, and it raised the per-level score cap from 100% to 115%. That sounds minor. It isn’t. The obvious reading is that ARC-AGI-3 got easier. The better reading is...

Simon Paxton
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Smart Traffic Systems: Understanding and Configuring the Future of City Flow
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DEV Community · Technology

Smart Traffic Systems: Understanding and Configuring the Future of City Flow

Smart Traffic Systems: Understanding and Configuring the Future of City Flow Ever found yourself stuck in gridlock, staring at a red light that seemingly stays red forever, despite no cross-traffic? Or perhaps you've marvelled at how quickly traffic clears in a city notorious for congesti...

Mike Clarke
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