About

Hi, I’m Udaykumar M. Devnani — an AI/ML engineer focused on building production-grade AI systems.

I work on real-world machine learning products across GenAI, RAG architectures, speech intelligence pipelines, and scalable ML infrastructure using Python and FastAPI.

This blog is where I document deep technical breakdowns, experiments, architecture decisions, and lessons learned while shipping AI systems in production.

What you’ll find here

• Practical system design for AI/ML applications
• RAG and retrieval pipeline implementation patterns
• Speech and audio intelligence engineering notes
• FastAPI + Python backend patterns for ML products
• Performance, reliability, and deployment learnings

Connect

• GitHub: github.com/devnaniuday
• LinkedIn: linkedin.com/in/udaydevnani-61b241196
• Email: udaydevnani@gmail.com