SDLC Factory: Autonomous Software Delivery with AI Agents
Software delivery has a translation problem. An idea starts clear in someone’s head, gets degraded through six rounds of meetings, three Confluence...
Read MoreWelcome to my digital space
Hi, I'm Shanmuga Sundaram Natarajan (Shan)
Lead Consultant @ Thoughtworks | AI & Cloud Architect | Enterprise GenAI, Agentic AI & Distributed Systems | AWS | AI for Software Delivery (AIFSD)
About Me
Passionate about technology and continuous learning
What I Do
I specialize in building scalable web applications, working with modern technologies, and solving complex technical challenges. My focus is on writing clean, maintainable code and creating exceptional user experiences.
My Approach
I believe in continuous learning, best practices, and collaboration. Whether it's exploring new frameworks, contributing to open source, or sharing knowledge through technical writing, I'm always eager to grow.
Skills & Technologies
Tools and technologies I work with
Java
Python
Spring Boot
Reactive Programming
AWS
GCP
Serverless
Kubernetes
Docker
CI/CD
Apache Kafka
Microservices
System Design
API Design
Generative AI
LLMs & Agentic AI
MCP
SQL / NoSQL
Data Architecture
Technical Leadership
Latest Blog Posts
Thoughts, tutorials, and insights
Why Most Teams Fail at Collaboration — And How Domain-Driven Design Fixes It
Let me tell you about a bug that took three weeks to track down.
Read MoreBuilding RAG That Actually Works: Lessons from the Trenches
I’ve read probably a dozen RAG tutorials. They all do the same thing: show you how to embed a handful of PDFs into a vector store, run a similarity...
Read MoreFeatured Projects
Some of my recent work
SDLC Factory: Autonomous Software Delivery with AI Agents
An autonomous multi-agent pipeline that transforms plain-English product ideas into production-ready software through 10 specialized AI agents, enforced JSON artifact contracts, parallel dev threads, a QA auto-fix loop, and human-in-the-loop governance gates. Built with Python, FastAPI, and SQLite.
Portfolio Website
Modern, responsive personal portfolio website built with Jekyll and hosted on GitHub Pages. Features custom CSS theming, dark/light mode, multi-agent blog content, and a full-text search powered by Fuse.js.
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