✏️ engineer, builder, problem solver

Hi, I'm Ritu Raj.

I build multi-agent AI systems and multi-cloud platforms that ship to production with strong evals, practical LLMOps, and human-in-the-loop reliability.

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10+

Years shaping systems

50+

Projects delivered

Start Here

📚 Knowledge Base

Notes, case studies, and lessons from cloud, AI, and DevOps work

👤 About Me

What I build, how I think, and the experience behind it

Current Focus

Multi-Agent AI Systems

Exploring MCP architectures and A2A automation for cloud workflows

✨ Featured Posts

Latest from the Knowledge Base

9 min

Generative AI vs AI Agents vs Agentic AI: The Brain, the Driver, and the Fleet

A clear, metaphor-driven breakdown of how Generative AI, AI Agents, and Agentic AI differ — and why the distinction matters for anyone building real systems.

Container Escape Risks: Detection and Prevention

Security

9 min

Container Escape Risks: Detection and Prevention

A practical guide to how container escapes happen, how to detect them, and how to harden your workloads against them.

IP Addresses, Subnets, and CIDR Blocks — Explained Without the Math

Networking

9 min

IP Addresses, Subnets, and CIDR Blocks — Explained Without the Math

A jargon-free, metaphor-driven guide to how IP addresses, subnets, and CIDR blocks really work — no bits, no binary, just streets and houses.

Port Forwarding Explained: From Local Dev to Production Networks

DevOps

8 min

Port Forwarding Explained: From Local Dev to Production Networks

A practical guide to what port forwarding really is, how it works under the hood, and the everyday developer and DevOps scenarios where it shines.

VS Code DevContainers: A Practical Deep Dive

DevOps

8 min

VS Code DevContainers: A Practical Deep Dive

A senior engineer's guide to understanding what DevContainers are, how they work internally, and why they make development cleaner, faster, and more reliable.

DevOps

6 min

Container Isolation Explained Simply

Understand how containers stay separated from each other and from the host, and why that isolation is the foundation of modern cloud computing.

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✓ About

A personal space that reflects who I am as a builder, engineer, and problem solver.

This site is a digital representation of me: how I think, what I value, and the kind of work I enjoy building. It also shows the experience behind that story, including 10+ years of cloud infrastructure, AI workflows, and distributed systems.

What I Focus On

🎨 A visual style that reflects personality, not just information
⚡ Cloud infrastructure at scale (AWS, Azure, GCP)
🤖 Multi-agent AI systems and MCP architectures
💰 FinOps automation and cost optimization

✓ Knowledge Base

Technical explorations and case studies.

Cloud Architecture

Multi-cloud strategies, GCP infrastructure, cost optimization, and scalable system design patterns.

AI & Automation

Multi-agent systems, MCP protocols, RAG workflows, and intelligent automation at scale.

DevOps & Platform

CI/CD pipelines, containerization, Infrastructure as Code, and observability practices.

✓ Contact

Let's collaborate on something creative.

Have an idea? Want to discuss cloud architecture, AI systems, or DevOps practices? I'm always open to conversations with creative teams, technical collaborators, and fellow builders.

✉️ Email

riturajreso@gmail.com

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Send me a message

Drop a line about your project, question, or collaboration idea. I'll respond within 48 hours.

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