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About

Building reliable AI systems without hand-wavy architecture

I’m K. Sumit, an MLOps and AI Platform Engineer. This site is a focused publishing space for technical notes on operating machine learning and LLM systems in production.

The writing here centers on deployment pipelines, evaluation loops, observability, scaling constraints, and the platform tradeoffs that show up once AI applications move past demos.

The goal is simple: publish concise, technically useful material that a solo developer or small platform team can actually apply.

Writing focus

MLOps, LLMOps, AI Infra

Intended readers

Engineers and platform builders