Hi, I'm Sowmith. 👋

I build the infrastructure that takes AI from demo to production.

Currently, I'm architecting the orchestration layer at Fractal.ai, enabling autonomous agents to collaborate on complex workflows.

Previously, I built high-scale computer vision systems at Amazon to inspect millions of packages daily.

How I Work

Agents are only as capable as the rails they run on.

The best systems are architected for the edge case, not the happy path.

Models are easy; making them work together reliably is hard.

Deployment is the beginning, not the end.

Why throwing more GPUs at batch inference doesn't work — and the three infrastructure optimizations that actually cut our pipeline runtime by 66%.

Academic benchmarks show 90%+ accuracy. Production systems hit 10-31%. The dangerous gap is semantic errors that look correct but aren't.

Vector RAG fails at multi-hop reasoning. GraphRAG fixes it — until entity resolution breaks, and errors compound exponentially across every query.

We migrated a B2B UI library from React to Svelte 5. The bundle dropped 60%, FCP improved 400ms, and the real trade-offs were not what we expected.

Explore advanced React patterns including compound components, render props, and custom hooks that help build maintainable and scalable applications.