DEV Community • 2026-08-22 09:25

Building an AI Test Automation Factory: How We Reduced Automation Effort by 78% with Multi-Agent Systems & MCP

Traditional test automation frameworks often carry heavy maintenance costs, slow release cycles, and high knowledge dependency. By transitioning from standard script creation to a governed AI Test Automation Factory, engineering teams can shift their focus from writing boilerplate code to high-value validation and architectural optimization. Here is an architectural breakdown of how multi-agent A...

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DEV Community • 2026-08-22 09:25

Navigating Microsoft Azure Certifications in 2026: Value, Trends, and Blueprint Strategy

The cloud ecosystem in 2026 isn't just about moving VMs to the public cloud—it's heavily driven by hybrid operations, unified security telemetry, AI integration, and complex governance across multi-region architectures. As enterprise tech stacks evolve, Microsoft Azure certifications remain a primary yardstick for technical competence, but knowing which track to target is where most engineers get ...

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DEV Community • 2026-08-22 09:20

grow-hack: An AI Pipeline That Turns Any GitHub Repo Into Professional Docs in Under a Minute

Every developer has been there: you clone a promising repository, and the README is either missing, three years stale, or says "docs coming soon." Even when documentation exists, you still have to wade through thousands of lines of code to understand the architecture, entry points, and dependencies. grow-hack is an open-source project that aims to eliminate that pain. Paste a public GitHub URL, wa...

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DEV Community • 2026-08-22 09:20

Cómo solucionar el error “Enable JavaScript and cookies to continue”

Cómo solucionar el error “Enable JavaScript and cookies to continue” Este mensaje aparece cuando Cloudflare (u otro proxy de seguridad similar) bloquea la solicitud porque detecta que el cliente no cumple con los requisitos mínimos de seguridad: JavaScript deshabilitado o cookies deshabilitadas/expiradas. 🔍 Causa técnica Cloudflare implementa mecanismos de protección como...

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DEV Community • 2026-08-22 09:20

Similarity isn't relevance: the hard part of semantic search

Here's a dirty secret of search: "the closest match" and "the most useful result" are not the same thing. Return the mathematically nearest document and you'll often hand someone something technically related and practically useless. Relevance is a harder problem than similarity — and it's where good search is won or lost. Getting that right was the core challenge in the GovernAI Research Atlas, ...

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Autonomous AI Study Notes: A Multi-Agent System with LangGraph and Streamlit
DEV Community • 2026-08-22 09:19

Autonomous AI Study Notes: A Multi-Agent System with LangGraph and Streamlit

This post is my submission for DEV Education Track: Build Multi-Agent Systems with ADK. What I Built I built an Autonomous Multi-Agent Handwritten Notes Generator. Students and educators often need clean, visual study guides that resemble real handwritten notes, but manually summarizing technical subjects and formatting them takes hours. This system solves that by combining autonom...

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DEV Community • 2026-08-22 09:18

OIDC: Keycloak setup for ALB Gateway API

Introduction In my previous article, I tested using ALB CRDs to offload JWT validation for OIDC-based authentication to the Amazon EKS Kubernetes API. In this article, I will share the Terraform/OpenTofu stack required to set up Keycloak as the OIDC provider and explain how it works. I am using the official Keycloak Terraform provider. The provider documentation clearly explains how t...

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DEV Community • 2026-08-22 09:18

85 Container. 1 Entwickler.

85 Container, 24 Datenbanken, 232 Cron-Jobs — und ein Gründer Wenn ich jemandem sage, dass ich alleine arbeite, kommt meistens dieselbe Reaktion: Ungläubiges Staunen, gefolgt von der Frage, wie das funktionieren soll. Die ehrliche Antwort: Es funktioniert nicht trotz der Komplexität. Es funktioniert wegen ihr. Ich bin seit 14 Monaten dabei, ein System zu bauen, das die operative Arbei...

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DEV Community • 2026-08-22 09:16

scripting et réseaux

OK j'avance sur le script, si j'ai bien compris. Bash c'est pour du petit script rapide et Python quand c'est un peu plus complexe (et idéalement on script dans le language où le script va agir. étant donné que le script c'est clairement un truc plus proche du Dev que de l'adminsys, j'y vais doucement étape par étape. second morceau plus grand! les réseaux... beaucoup de concept à saisir... entre...

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DEV Community • 2026-08-22 09:16

How to Configure Full Parallel Execution in TestNG via Maven (with Dynamic Thread Control)

Running automation test suites sequentially can quickly become a bottleneck in CI/CD pipelines. To optimize execution efficiency, you can enable full parallel execution using TestNG and Maven, allowing you to control thread counts dynamically right from the command line without modifying XML files every time. Here is a step-by-step guide on how to configure your framework for flexible parallel ex...

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HackerNoon - programming • 2026-08-22 09:14

Code Smell 321 - Getter Piggybacking

Don't reuse an existing getter to bolt on new business logic from outside the object.Read All

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DEV Community • 2026-08-22 09:13

Put Your Docker Images on a Diet with Alpine Linux (2015)

Archival repost — originally published on my old blog on June 21, 2015, back when Alpine was still a dark-horse pick rather than the default. Already in English, lightly cleaned up for dev.to (fixed a few typos). Alpine did go on to become the mainstream slim-base choice — but it's not the automatic right answer anymore either: its musl libc trips up some native Node/Python modules, and DNS resolu...

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Hack the Age Clock and Search for Eternal Life
HackerNoon • 2026-08-22 09:08

Hack the Age Clock and Search for Eternal Life

Gene therapy, smart toilets, rapamycin, and the hard question behind longevity: who gets to live longer, and at whose expense?

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Hacker News: Front Page • 2026-08-22 09:07

Embedded AI

Article URL: https://nostarch.com/embedded-ai Comments URL: https://news.ycombinator.com/item?id=49397947 Points: 9 # Comments: 0

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From 45 to 70 Free Tools — Toollium Just Got a Lot Bigger
DEV Community • 2026-08-22 09:04

From 45 to 70 Free Tools — Toollium Just Got a Lot Bigger

A few weeks ago I shared Toollium here — 45 free browser-based tools with no sign-up, no watermarks, and nothing uploaded to a server. The response pushed me to keep going. Toollium is now at 70 tools, and I want to walk through what's new and why I built it this way. The philosophy hasn't changed Same three rules as before: No sign-up, ever No watermarks on anything you export Files never le...

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DEV Community • 2026-08-22 09:01

Technical SEO Checks I Run Before Writing More Content

“We need more content” is one of the most common conclusions in SEO. Sometimes it is right. Often it arrives too early. If search engines cannot reliably crawl, understand or index the pages already on a site, another twenty articles just create a larger pile of URLs with the same problem. Before planning content, I run a technical pass in a fixed order. It is not glamorous, but it stops expens...

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Flavio Copes • 2026-08-22 09:00

How to group array items with Object.groupBy()

Group an array by a property with Object.groupBy() instead of a reduce loop. See a realistic expense example and Map.groupBy() for object keys.

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DEV Community • 2026-08-22 08:58

I used JSON files instead of a database for 1,699 records. Here's what actually broke.

Three years ago I'd have called this a bad idea. I still might. But I've been running ryzenstudy.com on flat JSON files for months now — 1,699 exam paper records, 699 distinct subject codes, five academic programmes, zero database servers — and the failures haven't been the ones anyone warned me about. Nobody warned me about slugs. The setup It's a Next.js 15 app on App Router, one VPS, PM2 in ...

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DEV Community • 2026-08-22 08:49

Agentic AI That Survives the Enterprise, Part 5: Humans in the Loop Without Burning Out Humans

Part 1 ended with a confession: you'll never test your way to 100% correctness. For critical workflows the final safety net is a human. But "human in the loop" has a dirty secret. Badly designed, it's theater. The rubber-stamp problem Route every agent action to a human for approval and watch what happens. Week one, careful reviews. By week three approval fatigue sets in and people cli...

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DEV Community • 2026-08-22 08:48

Agentic AI That Survives the Enterprise, Part 4: Boring Engineering Wins

The first three parts covered thesis, cost, and security. This one covers everything that separates a demo from a production system. None of it is exciting. All of it is why some teams sleep at night. The production checklist Trace everything. Langfuse, LangSmith, or OpenTelemetry; pick one and stick with it. When (not if) a workflow misbehaves in production, traces are the difference ...

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