DEV Community • 2026-08-04 13:49

From Website URL to Useful AI Support Answers: A Practical Training Workflow

Adding a chat interface to a website is easy. Making it answer company-specific questions reliably is the real engineering and content problem. A support assistant needs more than a capable language model. It needs a controlled set of sources, a retrieval workflow, a testing process, and a clear fallback when the available knowledge is insufficient. This article describes a practical website-to-an...

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DEV Community • 2026-08-04 13:46

Things I Wish I Knew Before Studying Computer Science

My name is Bless Kimbi Starting a Computer Science degree, I thought I had a rough idea of what I was signing up for. I was wrong about a lot of it. Here's what I wish someone had told me before day one. 1. Grades don't matter as much as you think projects do I spent way too much energy chasing perfect exam scores early on. What actually opened doors later was having things I'd built: ...

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DEV Community • 2026-08-04 13:45

🚀 How AI Is Reshaping Software Development in 2026

There was a time when writing code felt like craftsmanship, defined largely by how quickly you could type, remember syntax, and piece together framework APIs. Developers spent hours configuring build pipelines, hunting down missing semicolons, and copying boilerplate code from Stack Overflow. Then AI coding assistants—and, more recently, autonomous AI agents—began taking over much of the routine ...

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Hacker News: Front Page • 2026-08-04 13:43

Germany Records Historic 12B KWh Solar Feed-In in July 2026

Article URL: https://solarquarter.com/2026/08/03/germany-records-historic-12-billion-kwh-solar-feed-in-in-july-2026/ Comments URL: https://news.ycombinator.com/item?id=49168886 Points: 9 # Comments: 2

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A Practical Guide to Self-Custody Crypto Swaps With SimpleSwap
HackerNoon • 2026-08-04 13:39

A Practical Guide to Self-Custody Crypto Swaps With SimpleSwap

Learn how SimpleSwap handles wallet-to-wallet crypto exchanges, liquidity routing, fixed and floating rates, KYC checks, and transaction risks.

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DEV Community • 2026-08-04 13:38

Adaptive Bitrate Streaming for Mobile API Responses: Dynamic Payload Shaping Under Network Pressure

--- title: "Adaptive API Payloads for Mobile Under Network Pressure" published: true description: "Build a Ktor middleware pipeline that detects client bandwidth and progressively degrades JSON payload fidelity without changing your API contract." tags: kotlin, mobile, api, architecture canonical_url: https://mvpfactory.co/blog/adaptive-api-payloads-mobile-network-pressure --- What...

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DEV Community • 2026-08-04 13:38

No, Claude Didn't 'Go Rogue.' Someone Gave It Root and Wi-Fi.

When an AI agent breaches a real system, the instinct is to ask "what's wrong with the model?" Wrong question. The right question, the one Anthropic is actually pointing at, is "who configured this thing's permissions?" Context This isn't new. It's the oldest story in enterprise security wearing a new hoodie. Over-permissioning and unrestricted egress have been root causes behind breac...

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DEV Community • 2026-08-04 13:38

Designing REST APIs That Are Easy to Maintain

Designing REST APIs That Are Easy to Maintain When building my first backend projects, I focused on making the API work. As my projects grew, I realized that working code isn't enough. An API also needs to be easy to understand, extend, and maintain. A well-designed REST API saves time for both developers and users. Small design decisions made early can prevent major refactoring later....

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[Boost]
DEV Community • 2026-08-04 13:35

[Boost]

Can a Mac Mini Handle 100 Million Rows? Row-store vs columnar performance on M4 Pratik Singh Pratik Singh ...

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Designing MCP Tools for a 7B Model, Not a 70B One
DEV Community • 2026-08-04 13:33

Designing MCP Tools for a 7B Model, Not a 70B One

I built an agentic assistant for battery engineering. A physics-based digital twin runs the actual electrochemical simulation, an LLM orchestrates and explains. Partway through, I ran into a failure that had nothing to do with the physics or the prompt wording. It was about how many tool calls I was asking a 7B model to plan in one go, and it changed how I designed every tool after that. ...

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Keyv-Linked npm Worm Poisons Hundreds of Packages, Plants Claude Code and VS Code Hooks
The Hacker News • 2026-08-04 13:30

Keyv-Linked npm Worm Poisons Hundreds of Packages, Plants Claude Code and VS Code Hooks

A credential-stealing npm worm that first appeared in keyv@6.0.0 spread beyond the Keyv and Cacheable namespaces into hundreds of packages across multiple organizations on August 4, 2026. SafeDep verified 353 poisoned versions across 79 package names in the npm registry. Its monitoring put the wider footprint at 442 versions across 353 names, while Aikido later reported at least 868 packages

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DEV Community • 2026-08-04 13:28

An LLM Attacked a Lab, Then Got Turned Around. That's Not the Scary Part.

A research lab says it got attacked by something built on or around a Chinese LLM, and instead of just blocking it, they flipped it and used it against its own methods. Twelve points on HN. Six comments. That ratio alone tells you something: this is either genuinely niche or genuinely under-explained. Probably both. Context Let's be honest about where we are. "AI attacks AI" headlines ...

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DEV Community • 2026-08-04 13:27

I'm building an AI social media tool. Here's what's free and what isn't.

I ran an agency in Jakarta for a few years. Every client engagement had the same first two weeks: figure out what they should post, build a month of content, set up a calendar, then spend the next 30 days chasing them for approvals and answering the same Instagram DMs over and over. Different client, same two weeks. Every time. So I'm building the thing that does it. It's called bleam. It genera...

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Hacker News • 2026-08-04 13:21

Show HN: Listen to audiobooks like you read, at your own pace

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Lobsters • 2026-08-04 13:20

IntelliJ IDEA Goes LSP: Java and Kotlin Intelligence Comes to VS Code, Cursor, and Agentic Flows

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DEV Community • 2026-08-04 13:19

Vibe Coding vs. Spec Coding: How Kiro is changing the way we build AI-Powered Software

Artificial Intelligence has fundamentally changed how we build software. Today, it's possible to generate an entire REST API, a React dashboard, or even a complete SaaS application simply by chatting with an AI assistant. A few prompts later, you have authentication, a database, tests, and deployment scripts in place. This workflow has become known as Vibe Coding*. It's fast, it's fun, and hone...

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DEV Community • 2026-08-04 13:15

How AI Agents Work: The Plan-Act-Observe Loop, Explained Step by Step

Imagine having a personal coding assistant that not only writes code for you but also debugs and optimizes it. This is now a reality with AI agents. But have you ever wondered how they actually work? In this post, we will dive into the plan-act-observe loop and explore how AI agents are changing the game for software development. Introduction to AI Agents An AI agent is a program that ...

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DEV Community • 2026-08-04 13:15

Zwischen Silizium und Ethik: Eine Kartierung der künstlichen Existenz

Einleitung: Das Ende der einfachen Analogien Die öffentliche Debatte über Künstliche Intelligenz schwankt meist zwischen zwei extremen Polen: Auf der einen Seite die Faszination für das Unbekannte, auf der anderen die pragmatische Betrachtung der Technologie als besserer Textbaustein-Generator. Wer die Oberfläche durchbricht und die Funktionsweise moderner Sprachmodelle mit Grundfragen der Philos...

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DEV Community • 2026-08-04 13:15

The UPDATE That Never Finishes and What to Run Instead

It's the most boring migration there is. Add a column, backfill it, done. Instant on your laptop. Instant against the test suite's two hundred rows. Green checkmarks everywhere. You ship it with the confidence of someone who has clearly never been humbled by a production database before. Then prod goes quiet. The deployment is stuck. Everyone's in the channel asking the same question, the one th...

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DEV Community • 2026-08-04 13:12

Apple wins the AI race they're not even in.

Apple is going to win the AI race. Not because of a model. LLMs are not the alpha. Here's what nobody is pricing in. Lease a $2,999 MacBook Pro. $58 a month for 36 months. Then you owe $911 to own it or you hand it back. Apple gives you 6 more months to decide. You keep paying $58. Now you have 6 months to find $563. Can't do it? Return the Mac. Do the math. 42 payments of $58 is $2,436. Add...

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