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DEV Community • 2026-07-31 08:04

Spring AI: Bringing Generative AI into Spring Boot Applications

Artificial Intelligence has moved from being something handled by specialized data-science teams to becoming a feature that application developers can integrate directly into everyday software. For Java developers, this creates an interesting question: How do we integrate AI into a Spring Boot application without completely changing the way we build software? This is where Spring AI comes in. ...

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12m read

DEV Community • 2026-07-31 08:02

Traceroute devlog #2

Mid-week I ran into something that made me stop and take stock: was I building on a foundation I already knew was cracked? Most of the click-based path drawing was done by then — starting a path, extending it in a direction, blocking it when it ran into another color, refusing to let it cross itself. All of that was tested and working. The last piece on the list was letting the player undo part o...

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3m read

DEV Community • 2026-07-31 08:01

🚀 Building an AI Automation System for MyZubster

🚀 Building an AI Automation System for MyZubster Introduction MyZubster is an open-source ecosystem for plant mapping, privacy-first payments with Monero, and human-centered AI. In this post, I'll share how I built an AI automation system that automatically handles GitHub issues, bounties, and Telegram notifications. 📋 The Problem Managing an open-source project like MyZubster is complex: Too ...

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6m read

DEV Community • 2026-07-31 08:00

Track Any Company's Material Events Straight From SEC 8-K Filings

When a US public company does something that matters — closes an acquisition, loses a CFO, gets delisted, discloses a cybersecurity breach — it has four business days to file an 8-K with the SEC. That filing is the primary source every financial news outlet reads. You can read it too, before they write the story, and you can read it as structured data. The problem most people hit: the 8-K itself ...

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3m read

Small Joys And Big Adventures (August 2026 Wallpapers Edition)

Articles on Smashing Magazine — For Web Designers And Developers • 2026-07-31 08:00

Small Joys And Big Adventures (August 2026 Wallpapers Edition)

Whether you’re enjoying some well-earned time off this August or are jumping headfirst into a new project, how about some new desktop wallpapers to accompany you on all those big and small adventures the month might bring? Well, we’ve got you covered!

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1m read

Hacker News: Front Page • 2026-07-31 07:59

DeepSeek V4 Flash 0731 Intelligence, Performance and Price Analysis

Article URL: https://artificialanalysis.ai/models/deepseek-v4-flash-ga Comments URL: https://news.ycombinator.com/item?id=49120299 Points: 5 # Comments: 2

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1m read

Newest questions tagged javascript - Stack Overflow • 2026-07-31 07:55

Chance of conflicts using Stateful classes Node web server

Tech Stack Used: Js, Nodejs, Express, MySQL. Context: I am building a website using node and express, using MySQL as my db. To Use the DB I have made a simple CRUD MySQL ORM to retrieve and save data in the db. Question: Below is an excerpt of the utility class of my MySQL ORM which will accept arguments and return queries suitable of MySQL. class Utils { constructor() { th...

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1m read

Newest questions tagged javascript - Stack Overflow • 2026-07-31 07:55

Chance of conflicts using stateful classes

TL;DR: is it a bad practice to use a stateful JS class? I am building a website using Node.js and Express, using MySQL as my DB. To use the DB I have made a simple CRUD MySQL ORM to retrieve and save data in the DB. Below is an excerpt of the utility class of my MySQL ORM which will accept arguments and return queries suitable for MySQL: class Utils { constructor() { this.o...

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1m read

DEV Community • 2026-07-31 07:54

Your LLM Writes $x$, Your Markdown Parser Wants $x$

TL;DR — LLMs love $...$ and \[...\]. Most Markdown math plugins only speak $...$ and $$...$$. I tried to bridge that with a regex, failed in interesting ways, and ended up teaching the tokenizer instead. Two packages came out of it: micromark-extension-math-extended and remark-math-extended. The setup Sometimes the hard part of rendering math isn't the equation. It's agreeing on w...

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4m read

DEV Community • 2026-07-31 07:43

The Odoo Requirements Checklist That Decides How Much Custom Code You Write

Requirements gathering on ERP projects gets treated as a business-analyst chore that happens before the interesting work starts. It isn't. It's the phase that determines how many custom modules you end up maintaining for the next six years, and most of the questions that matter are questions only someone who has read the Odoo source would think to ask. This is the checklist I'd want filled in bef...

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8m read

My Robot Accountant Got an Eviction Notice. So We Moved: Migrating from Bedrock Agents Classic to AgentCore

DEV Community • 2026-07-31 07:40

My Robot Accountant Got an Eviction Notice. So We Moved: Migrating from Bedrock Agents Classic to AgentCore

Ciao Amici 👋 Grab your chai, because the robot accountant is back, and this time we have a moving-day story. If you read my last article, you know I built "The Accountant," a Bedrock Agent that reads my AWS bill every morning, emails me a color-coded report, and once famously reported its own existence to me as suspicious activity. That article did well. It did so well, in fact, that it reached ...

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18m read

Stack Overflow Blog • 2026-07-31 07:40

What happens to the internet when robots act like humans?‌‍‍‍‌‍‌‍‌‍‍‌‌‍‌‌‍‍‌‌‍‍‍‍‍‍‍‍‌‌‍‌‌‍‍‌‍‍‌‌‌‌‍‌‍‍‌‍‍‌‌‍‍‍‍‍‍‌‍‍‌‍‌‍‌‌‌‍‌‍‍‍‍‍‍‍‌‍‍‌‌‌‌‌‌‍‍‍‍‌‍‌‍‌‌‍‍‌‌‌‌‍‌‌‍‌‍‍‌‍‌‌‍‌‍‌‌‌‍‌‍‌‍‌‍‌‍‌‌‍‍‌‍‌‍‍‌‍‍‌‌‍‍‌‌‌‍‌‌‌‍‍‌‌‍‌‍‌‌‌‍‌‌‍‍‌‌‌‍‌‍‌‌‍‌‍‌‌‍‌‌‌‌‌‍‌‍‌‌‌‌‍‌‌‌‍‍‌‌‌‍‌‌‌‌‍‍‌‌‍‌‍‍‍‌‍‍‌‌‍‌‌‌‍‌‍‌‌‍‌‍‌‍‌‍‌‍‍‌‌‍‌‍‌‍‌‌‍‌‌‌‍‍‍‌‍‍‌‌‍‌‍‌‌‍‌‍‌‍‌‍‌‌‍‌‍‌‌‌‌‌‍‍‌‍‌‌‍‌‍‌‌‌‍‌‌‌‍‌‌‌‌‍‍‌‍‌‍‌‍‌‌‌‌‍‌‌‌‍‌‌‍‌‌‌‌‍‍‌‌‌‌‍‍‌‌‌‌‍‌‍‌‌‌‍‍‌‍‌‌‌‍‌‌‌‌‌‌‌‍‌‍‌‌‍‍‌‌‌‌‌‌‍‌‌‌‌‍‌‌‍‌‌‍‍‌‌‍‌‌‍‌‍‌‍‌‌‍‍‌‌‌‌‍‌‌‍‌‍‍‌‍‌‌‍‌‍‌‌‌‍‌‍‌‍‌‍‌‍‌‌‍‍‌‍‌‍‍‌‍‌‍‍‌‌‍‌‌‌‍‌‍‌‌‍‌‍‌‍‌‍‌‍‍‌‌‍‌‍‌‍‌‌‍‌‌‌‍‍‍‌‍‍‌‌‍‌‍‌‌‍‌‍‌‍‌‍‌‌‍‌‍‌‌‌‌‌‍‍‌‍‌‌‍‌‍‌‍‌‌‌‍‌‌‌‍‌‌‌‌‍‍‌‍‌‍‌‍‌‌‌‌‍‌‌‌‍‌‍‌‌‍‌‌‌‌‍‍‌‌‌‌‍‍‌‌‌‌‍‌‍‌‌‍‌‍‌‌‍‌‌‌‍‌‌‌‍‌‌‌‍‌‌‌‍‍‌‌‌‍‌‍‌‌‌‌‌‌‌‌‍‍‌‍‌‍‍‌‌‌‍‍‌‍‌‌‌‍‌‍‍‌‌

Ryan welcomes WPEngine CTO Ramadass Prabakar to the show to chat about what happens—and what we should do—when agents start acting like humans online, how our internet is evolving to serve both human and agentic experiences from the same interface, and what we can do to differentiate and protect human actions online from malicious bot activity. ‌‍‍‍‌‍‌‍‌‍‍‌‌‍‌‌‍‍‌‌‍‍‍‍‍‍‍‍‌‌...

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1m read

DEV Community • 2026-07-31 07:37

Knowledge Got Cheap. The Joins Between It Didn't.

Most vibe coding retrospectives come from people building web apps. When their code is wrong, a page fails to render. I work on IoT systems, where software ends up talking to hardware that physically moves — some of it on networks I can't reach from my desk. When my code is wrong, someone drives out to a site. This is what I think in July 2026. My view on this has shifted roughly every month, so...

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6m read

Hacker News: Front Page • 2026-07-31 07:33

Danube's record low levels force shutdown of Hungary's only nuclear plant

Article URL: https://www.bbc.com/news/articles/cn0nqv05g0do Comments URL: https://news.ycombinator.com/item?id=49120120 Points: 6 # Comments: 3

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1m read

Hacker News: Front Page • 2026-07-31 07:29

Google fixed more Chrome bugs in June than over the past two years, thanks to AI

Article URL: https://blog.google/security/chrome-stronger-with-every-update/ Comments URL: https://news.ycombinator.com/item?id=49120097 Points: 8 # Comments: 2

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1m read

DEV Community • 2026-07-31 07:29

HTML Minifier: the privacy-first data tool that runs entirely in your browser

Every byte matters when optimizing web performance, but not every project has a build pipeline to strip unnecessary whitespace and developer comments from HTML. You might be staring at a bloated markup file from a legacy CMS or an exported prototype, needing to shave kilobytes off its size without installing a single dependency. The HTML Minifier on DevTools solves this friction point by offering ...

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4m read

DEV Community • 2026-07-31 07:28

Designing a Secure AWS Multi-Account Landing Zone: Architecture Patterns for Enterprise Scale

very enterprise AWS deployment eventually hits the same inflection point: a single account becomes ungovernable. Workloads from different teams share blast radius, IAM policies become unwieldy, cost attribution is impossible, and security boundaries blur. The answer is a multi-account strategy with a well-architected landing zone. This post covers the architecture patterns, OU structures, network...

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7m read

DEV Community • 2026-07-31 07:28

My bot detector said 95% fake. It agreed with me instantly — that was the tell.

Two days ago I closed a thread here with a line I meant as honest humility: The next thing will ship with the same defect in a fresh costume. Someone replied: "See you when it does." It took two days. And the thing I got wrong wasn't the timing. It was that I spent those two days watching the wrong room. What I was guarding Last month was a hardening month. I planted known-bad files...

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7m read

DEV Community • 2026-07-31 07:21

Next.js API routes vs route handlers: when to use each

Next.js API routes vs route handlers is one of those migrations that looks trivial in the docs but bites you on caching semantics and runtime defaults. Both surface HTTP endpoints inside a Next.js project, but they sit in fundamentally different mental models — one is a Node.js request/response wrapper, the other is built on the Web Fetch API and plays by App Router rules. What each one ...

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6m read

DEV Community • 2026-07-31 07:17

"The AWS runtime-upgrade error map: which errors you'll hit, in what order, for each migration path"

Every deprecated-runtime migration produces the same shape of pain: you bump one version number, redeploy, and get hit with errors that look unrelated to each other but are all downstream of the same jump. The errors aren't random — for a given upgrade path, they show up in a fairly predictable order. This is a map, not a new deep dive. Each line below is a real, verbatim error with its own fix a...

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4m read

Spring AI: Bringing Generative AI into Spring Boot Applications

Traceroute devlog #2

🚀 Building an AI Automation System for MyZubster

Track Any Company's Material Events Straight From SEC 8-K Filings

Small Joys And Big Adventures (August 2026 Wallpapers Edition)

DeepSeek V4 Flash 0731 Intelligence, Performance and Price Analysis

Chance of conflicts using Stateful classes Node web server

Chance of conflicts using stateful classes

Your LLM Writes \(x\), Your Markdown Parser Wants $x$

The Odoo Requirements Checklist That Decides How Much Custom Code You Write

My Robot Accountant Got an Eviction Notice. So We Moved: Migrating from Bedrock Agents Classic to AgentCore

Knowledge Got Cheap. The Joins Between It Didn't.

Danube's record low levels force shutdown of Hungary's only nuclear plant

Google fixed more Chrome bugs in June than over the past two years, thanks to AI

HTML Minifier: the privacy-first data tool that runs entirely in your browser

Designing a Secure AWS Multi-Account Landing Zone: Architecture Patterns for Enterprise Scale

My bot detector said 95% fake. It agreed with me instantly — that was the tell.

Next.js API routes vs route handlers: when to use each

"The AWS runtime-upgrade error map: which errors you'll hit, in what order, for each migration path"