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I Built the Ambulance.AWS Continuum Is the Road Safety System.
π Part 2 of a series β AI in SecurityPart 1: AI Forensic Investigator β the ambulance. AI that reconstructs a breach after it happens. This is Part 2: AWS Continuum β what you build before you need the ambulance. A few weeks ago I spent a weekend building an AI forensic investigator β Protocol SIFT β on top of the SANS SIFT Workstation. It reasons over process trees, memory dumps, and login histories simultaneously to reconstruct a breach that already happened. I called it t
Rom Irinco
2 days ago9 min read
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How to Set Up Kiro for the AWS Enterprise Tenancy β Part 3: From Kiro to Production AI Agents with Bedrock, AgentCore, and Strands
From Discovery Tool to Production Platform In Part 1 we set up Kiro in an enterprise AWS tenancy. In Part 2 we connected MCP servers and used Kiro as a discovery and documentation tool for Data Architects and Cloud Architects β querying live AWS accounts and databases through natural language. This post moves up a layer. Kiro is excellent for augmenting a human who's still driving. The next step β building an AI system that takes actions on its own, within defined boundaries
Rom Irinco
Jun 177 min read
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How to set up KIRO for the AWS Enterprise Tenancy -Part 2
Picking Up Where Part 1 Left Off In Part 1, we covered the enterprise account architecture for Kiro β why the Kiro profile belongs in a Shared Services account rather than the management account, how it connects cross-account to your IAM Identity Center Organisation instance, and how developers install the IDE and sign in via SSO. With Kiro installed and your team signed in, the next question is: how does Kiro actually become useful for the work your team does every day? The
Rom Irinco
Jun 177 min read
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How to set up KIRO for the AWS Enterprise Tenancy -Part 1
Introduction If you've been following the rapid evolution of AI-powered development tools, you've likely heard about Kiro β AWS's new agentic IDE that takes a fundamentally different approach to AI-assisted development. Unlike tools like Cursor or GitHub Copilot that focus on chat-to-code workflows, Kiro introduces Spec-Driven Development: a structured approach where requirements, architecture design, and implementation tasks are first-class artefacts that live alongside your
Rom Irinco
Jun 174 min read
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AI Forensic Investigator
I Spent a Weekend Building an AI Forensic Investigator. Here's Exactly How I Did It. I do a lot of work in cloud security. But this past weekend I went deeper into the stack than usual β into digital forensics β and built something that genuinely changed how I think about AI in security work. This is the full story of what I built, how it works, and what surprised me along the way. First β what problem was I trying to solve? When a company gets hacked, someone has to reconstr
Rom Irinco
Jun 106 min read
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Amazon S3 Files
A hands-on deep dive into AWS's new S3 Files feature β bridging the gap between object storage and POSIX-style file access for enterprise workloads. π Table of Contents What is Amazon S3 Files? Why This Matters for Enterprise Architects S3 Files vs EFS vs FSx β When to Use What Step-by-Step: Creating Your First S3 File System Mounting to Compute Resources Security Architecture & IAM Design Enterprise Use Cases Infrastructure as Code (Terraform) Key Takeaways ποΈWhat is Amazo
Rom Irinco
Apr 1210 min read
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The "Inference-Ready" Migration: Scaling with AWS Transform & Landing Zones
In late 2025, the AWS Migration Hub has evolved into AWS Transform , an agentic AI service designed to eliminate "Migration Stall." This technical reference outlines how to build an AI-ready Landing Zone that supports full-stack modernizationβfrom legacy Windows to high-performance Linux and AI workloads. I. Beyond Windows: The Full-Stack Power of AWS Transform While AWS Transform gained fame for its .NET to Linux refactoring, its capabilities cover the entire enterprise lan
Rom Irinco
Mar 12 min read
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AI Agents development using Anti Gravity
# AI Agent Development Using Antigravity: Building SecureRisk from Concept to Production *How I leveraged multi-agent AI development to build a complete security and compliance platform in 6 hours* --- ## If You're Into AI Agent Development... If you're into AI Agent development, **Google's new IDE Antigravity is worth a look**. It's currently in preview, so it's **free** π I recently built **SecureRisk** - a comprehensive security risk management and compliance platfor
Rom Irinco
Dec 2, 202515 min read
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π Seamless AWS Automation: Terraform Cloud, Ansible, GitHub, and Session Manager in Action π
Just wrapped up a deployment where Terraform Cloud , Ansible , and GitHub come together to automate AWS infrastructure and configuration...
Rom Irinco
Jul 5, 20252 min read
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Building AI's Toolkit: A Hands-On Journey with Model Context Protocol (MCP) and Streamlit
AI models are incredible at generating text, images, or even code. But what if we want them to do things in the real world? Like...
Rom Irinco
May 26, 20258 min read
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Things I Learned While Building AI Agents in AWS
Building AI agents on AWS has been a continuous learning adventure. Here are some key takeaways I've gathered along the way: 1....
Rom Irinco
Mar 16, 20253 min read
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How to Build an AI Chatbot Agent - Part 1
π₯ Why Agentic Workflows Matter The rise of AI-driven applications has transformed how we build intelligent, autonomous systems. But with...
Rom Irinco
Mar 3, 20252 min read
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Getting Started with AWS ROSA: Red Hat OpenShift Service on AWS - Part 2
π Deploying Your First AWS ROSA Cluster: Part 2 Introduction π Welcome back! In our first blog , we covered all the necessary...
Rom Irinco
Feb 15, 20252 min read
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π Getting Started with AWS ROSA: Red Hat OpenShift Service on AWS - Part 1
Introduction π Are you ready to simplify your Kubernetes experience while leveraging the power of AWS? Look no further than AWS ROSA...
Rom Irinco
Feb 15, 20252 min read
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How to Pass the AWS Certified Security - Specialty Certification
Hey there, cloud warriors! Ready to take your AWS security skills to the next level? Buckle up, because weβre diving into the AWS...
Rom Irinco
Feb 13, 20252 min read
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Top Tips for Passing the AWS AI Certified Practitioner Exam
I just passed the AWS AI Certified Practioner Exam and became one of the recipients of the Early Adopter Badge. In this blog, I will...
Rom Irinco
Feb 13, 20254 min read
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