#cloud

Unchecked AI autonomy is a ticking time bomb; it’s time to pull the plug on full system unfettered access. We can no longer afford to give AI agents the 'keys to the kingdom' without oversight. The 'wild west' of AI agents running with total system control is officially over. AIO Sandbox is an open-

You know the drill. You want to try Claude Code. Then someone tells you about Codex CLI. Then Gemini CLI drops. Then there's OpenClaw. Before you know it, you're juggling 4 different terminals, 4 different configs, and 4 different API keys — just to write code with AI. What if you could manage all o

AI systems don’t fail suddenly. They shift until failure is already embedded. Authority & Terminology Reference https://github.com/hhidatasettechs-oss/Hollow_House_Standards_Library https://doi.org/10.5281/zenodo.18615600 https://orcid.org/0009-0009-4806-1949 Core Terminology: Behavioral AI Governan

EKS Cluster Module (What Actually Creates Kubernetes) After setting up VPC and IAM, the next step is creating the actual Kubernetes control plane using Amazon EKS. This module is responsible for: Creating the EKS cluster Configuring networking Enabling authentication Setting up OIDC (required for IR

EKS Node Groups (Where Your Cluster Actually Gets Compute) In the previous part, we created the EKS control plane. At that point: Kubernetes API exists Cluster is reachable But: 👉 There are no machines to run workloads That’s where Node Groups come in. This module creates the actual EC2 instances t

A story about Ahimsa in software, 190 lines vs 1,400, and why the rod matters more than the fish. It was 3am. Commit number 42. I'm building CrowdBooks — a collaborative book platform on IPFS. No cloud. No vendor lock-in. No surveillance. Just people writing books together. We had a cookie problem.

CSI Drivers (How Storage Actually Works in EKS) So far: VPC → network IAM → permissions EKS → control plane Nodes → compute Now comes the part many people ignore: 👉 Storage Without this: Pods can’t persist data Databases won’t work Logs disappear on restart This module installs CSI drivers, which a

AWS introduces a new express configuration for Amazon Aurora PostgreSQL, a streamlined database creation experience with preconfigured defaults designed to help you get started in seconds. With Aurora PostgreSQL, start building quickly from the RDS Console or your preferred developer tool—with the a

AWS introduces visual customization capability in AWS Management Console that enables selective display of relevant AWS Regions and services for your team members. By hiding unused Regions and services, you can reduce cognitive load and eliminate unnecessary clicks and scrolling, helping you focus b

Finishing Before Christmas — Spec-Driven Development 📜 Accompanying source code repository: Santa Augmentcode Intent Do you know why Christmas always arrives on time? Not because I am superhuman. Not because the reindeer are faster than physics should allow. Christmas arrives on time because of one

Parallel Elves, Zero Chaos — Multi-Agent Orchestration 🎁 Accompanying source code repository: Santa Augmentcode Intent The secret to running a smooth Workshop is understanding the difference between work that can happen at the same time and work that cannot. You cannot paint a toy before it is carv

The Gifts Are Under the Tree — From Spec to Merged PR 🎄 Accompanying source code repository: Santa Augmentcode Intent Every year, on the morning of December 25th, I allow myself one quiet moment before the sleigh is unpacked and the Thank-You Letters start arriving. I sit in the empty Workshop, sti

Quick Verdict SonarQube and Checkmarx are fundamentally different tools built for fundamentally different problems. SonarQube is a code quality platform that happens to include some security rules. Checkmarx is an enterprise application security platform that has no interest in code quality at all.

Not every agent workload is a pipeline. Sometimes you have a list of items -- documents to summarize, products to review, regions to analyze -- and you need the same kind of analysis applied to each one, then a synthesis of all the results. That's MapReduce. And it turns out to be one of the most pr

Here are the best AI tools Reddit power users actually paid for in 2026, ranked by 47,000+ upvotes across r/LocalLLaMA, r/ChatGPT, and r/MachineLearning. We scraped six months of discussion, filtered out affiliate spam, and weighted comments by engagement depth — not just vote count. The results con

In the fast-paced world of software development, optimizing every aspect of our workflow is crucial for maintaining high software developer efficiency. Yet, sometimes, hidden costs and inefficiencies lurk in unexpected corners. A recent discussion on the GitHub Community forum, initiated by user jef

Title: Setting up a DNS Hosted Zone in Amazon Route 53 In this task, I am setting up a hosted zone in Amazon Web Services using Amazon Route 53. This helps in managing DNS records for a domain. What is a hosted zone A hosted zone is a container for DNS records. It stores information about how domain

This is a submission for the Notion MCP Challenge Bonjour la communauté DEV ! 👋 💡 Le Concept: Sécuriser les transactions avec l'IA Machine Learning pour identifier les transactions suspectes. L'objectif ? Rendre l'analyse de fraude accessible et actionnable directement depuis un environnement de g

Oops, I vibecoded again Let me tell you how I ended up here. I was working on a big project — the kind where you stay focused on the parts that matter to you (the architecture, the structure, the logic) and you let the AI handle the rest. At some point I needed an admin panel. I had a rough idea in

What nobody tells you about building with AI (from someone shipping fast): Over the past weeks, I kept seeing the same pattern: Apps exposing secrets without the “builder” writing real code Everything works. That’s the gap. We’ve optimized everything for speed: AI writes the code But one question is