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Adactio: Journal • 2026-08-15 09:24

Chíne tréile

When I was immersed in the Irish language for a week in Donegal last month, I made plenty of mistakes. But there’s one mistake that I’m actually quite pleased I made. The emphasis at Oideas Gael is on conversational Irish, so our teacher would often put us into groups of around four people to discuss a particular topic. On one occasion, the topic was food. We had some starter questions to ask on...

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1m read
DEV Community • 2026-08-15 09:23

Taming Kafka Lag Spikes with KEDA Scale-to-Zero

How we turned always-on Kafka sinks into on-demand workers that shrug off nightly bombardments — by scaling on the right signal, tuning per-pod drain rate, and keeping autoscaling from sabotaging itself. Every number in this post is measured from a local lab you can run yourself — the full code is on GitHub, and the Appendix has the commands. The problem We run a fleet of Kafka sin...

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13m read
DEV Community • 2026-08-15 09:20

A 36% margin became 6% at month-end, and nothing was posted wrong

I built a small manufacturing company end-to-end inside an SAP S/4HANA sandbox — one plant, one product, one month — specifically to watch what the month-end close does to a margin that looks healthy at billing time. Every number below comes from an actual document in that system. At billing, the month looked good Revenue 20,000 COGS at standard 12,800 Margin 7,200 = 36% ...

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Hacker News: Front Page • 2026-08-15 09:20

Debian has begun voting on the future of AI/LLM contributions

Article URL: https://lists.debian.org/debian-devel-announce/2026/08/msg00002.html Comments URL: https://news.ycombinator.com/item?id=49309050 Points: 4 # Comments: 0

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Experienced Devs • 2026-08-15 09:18

VP of Product Intercepted My Completed Interview Loop, Lowered My Leveling

Company: Wizards of the Coast I have a weird situation that has never happened to me before in my career... I had just finished up the complete interview loop for a well-known gaming company for a Principal Engineering role. It consisted of 6 rounds with other Principal Engineers and Senior Product Managers, and a complex take-home project. I easily walked my way through all of them, and I was exp...

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3m read
DEV Community • 2026-08-15 09:12

Building a Restaurant Reservation System with Node.js, Express & MongoDB - A Beginner's Guide

Building a Restaurant Reservation System with Node.js, Express & MongoDB - A Beginner's Guide Tags: #nodejs #express #mongodb #webdevelopment #tutorial #beginner Introduction Hey everyone! 👋 This is my first Dev.to post, and I'm excited to share what I've been learning. As a 5th-semester CS student, I've been diving deep into full-stack web development, and today I wa...

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4m read
DEV Community • 2026-08-15 09:09

Mastering Turn-Taking in Group Chat: How Two Characters Share One Thread

Mastering Turn-Taking in Group Chat: How Two Characters Share One Thread Building a seamless group chat experience where two characters share a single thread can be surprisingly tricky. While one-on-one conversations with AI are relatively straightforward, introducing a second AI persona into the same chat thread raises a fundamental question: when a user speaks, who answers? We recent...

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5m read
DEV Community • 2026-08-15 09:07

别再手写图表了!用AI轻松搞定数据可视化

图表不会画?跟AI说句话就行 写代码画图这件事,劝退过不少人。编辑器打开了,文件是空的,脑子里想的是"画个折线图",手却不知道往哪放。查文档、调参数、处理日期格式、挪图例……折腾半小时,数据还没理清楚。我太懂了,因为我自己就是这么过来的。 现在情况不一样了。ChatGPT、Claude、Copilot,随便挑一个,你跟它说"我想看什么样的图表",它就把代码给你写好了,而且一次跑通的概率不低。这不是什么科幻设定,我天天这么干活。 AI到底在干嘛? 说白了,AI不负责画图,它负责把你想画的东西翻译成代码。你说人话,它出Python、R或者JavaScript,然后你的数据就变成图了。常用的搭配大概是这些: Python配Matplotlib或Seaborn,做静态图、论文插图,稳 Python配Plotly,要交互、能缩放能悬停的那种 R配g...

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DEV Community • 2026-08-15 09:01

Why Trend-Data Scrapers Silently Fail (And How I Fixed It)

You start a Google Trends scrape. It runs for twenty minutes. It comes back with nothing. You already paid for it. That's not a one-off bug, it's the most common complaint on scrapers in this category, across the board. Not "wrong data," not "missing feature." Just: ran, cost money, returned nothing. I wanted to understand why that keeps happening, and whether it's actually fixable. It'...

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3m read
DEV Community • 2026-08-15 08:55

Context Engineering and Harness Engineering: Building Reliable AI Agents Beyond Prompts

Prompt engineering tells the model what to do. Context engineering gives it the right information. Harness engineering builds the system that helps it act, verify, and recover. When developers first started building applications with LLMs, much of the work revolved around prompts: improve the instructions, add a few examples, adjust wording, and hope the model behaves better. That approach works...

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7m read
Lobsters • 2026-08-15 08:53

nixpkgs-multiverse: fast mode

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DEV Community • 2026-08-15 08:51

Building Bhasha Academy: A Multi-Agent Hinglish Voice Tutor with Murf Falcon & LiveKit

Building Bhasha Academy: An AI Voice Tutor for English and Math Language is meant to be spoken, not just read. For millions of students and job seekers in India, being confident in English and basic math can open the door to better career opportunities. But many learners don't have access to a personal tutor. Even when they do, the fear of making mistakes in front of someone can make p...

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9m read
DEV Community • 2026-08-15 08:48

React useInterval Hook: setInterval Without Stale Closures (2026)

Every React developer writes this component once, and it never does what they expect: function Counter() { const [count, setCount] = useState(0); useEffect(() => { const id = setInterval(() => setCount(count + 1), 1000); return () => clearInterval(id); }, []); return <h1>{count}</h1>; } It goes 0, 1… and stays at 1 forever. The interval callback was ...

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10m read
DEV Community • 2026-08-15 08:45

How to Run Local LLMs with Open WebUI on Docker (Ditch the 0/mo AI Subscriptions)

How to Run Local LLMs and Open WebUI on a Cloud VPS (Goodbye $20/mo ChatGPT Plus) Originally published on SelfHostStack If you pay $20/month for ChatGPT Plus or Claude Pro, you are paying $240 every single year for: Rate limits during peak working hours. Cloud providers retaining your confidential code and business prompts for model training. Zero control over when models get depreca...

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DEV Community • 2026-08-15 08:42

Does React Break HTML Rules? Let's Find Out

Can React create HTML that the browser itself wouldn't allow? Sounds wrong, right? That's what I thought too. But while experimenting with React, I noticed something weird. So instead of guessing what's happening, let's break some HTML and see where it takes us. And before looking at the results, try to guess what will happen yourself. Let's Break Some HTML Take this: <p> ...

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5m read
DEV Community • 2026-08-15 08:41

How I Built a Multi-Tenant RAG Knowledge Base with Source-Cited Answers — Pipeline, Multi-Tenancy, and Lessons

Every "build a RAG chatbot" tutorial ends the same way: embed a few paragraphs, call similaritySearch, print the answer. That gets you a demo, not a product. The gap between a RAG demo and a RAG product you'd trust with a company's documents is where all the real engineering lives. I built KnowBase AI, a multi-tenant SaaS knowledge base where businesses upload documents and an AI assistant answer...

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4m read
DEV Community • 2026-08-15 08:40

Building AgriAlert: A Proactive Marathi AI Voice Assistant for Indian Farmers

🌾 1. The Mission: Voice AI for the Backbone of Bharat In rural Maharashtra, timely access to agricultural insights can make or break a harvest. Sudden unseasonal rainfall, fast-spreading crop diseases, and fluctuating Mandi prices directly impact a farmer's livelihood. While modern digital tools exist, digital literacy and complex smartphone UIs often stand in the way. To bridge this divide, I sp...

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3m read
DEV Community • 2026-08-15 08:39

Integrating with Poland's KSeF: five things that aren't in the docs

Poland switched to mandatory structured e-invoicing this year. Since 1 February 2026 for the largest companies, since 1 April 2026 for all active VAT payers, and from 1 January 2027 for everyone else, including the smallest and VAT-exempt. The system is called KSeF (Krajowy System e-Faktur). You send an invoice as XML in a schema called FA(3), it validates it, assigns it a number, and returns a s...

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6m read
SAP Commerce Cloud CVE-2026-58231 Targeted in Exploitation Attempts Days After Patch
The Hacker News • 2026-08-15 08:38

SAP Commerce Cloud CVE-2026-58231 Targeted in Exploitation Attempts Days After Patch

A maximum-severity security vulnerability impacting SAP Commerce Cloud is witnessing active exploitation efforts. The vulnerability, tracked as CVE-2026-58231, is rated 10.0 on the CVSS scoring system. It relates to an instance of insufficient authorization checks and input validation. "SAP Commerce Cloud allows an unauthenticated attacker to abuse a default authentication client and submit

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DEV Community • 2026-08-15 08:27

What Google did with a brand new site in its first 24 hours

We put a new site online with no backlinks, no audience and no history. Sixteen pages, a sitemap, and a Google Search Console property connected the same afternoon. Then we recorded what Google said about every page, the first morning and the next. That record is the only reason this article exists. Search Console answers the question for today and keeps nothing, so the day-one state of a site is...

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5m read
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