Sunday Labs blog

Articles on MLOps

Field notes from the founders and engineers at Sunday Labs on AI strategy, data platforms, agents and shipping to production.

LLMOpsGenAIMLOps

LLM Evaluation: A Practical Guide for Production AI Systems

How to evaluate LLM applications properly: golden datasets, metrics that matter, LLM-as-judge done safely, regression testing and production monitoring.

Sukant Kumar16 October 20268 min read

AI strategyMLOpsLLMOps

Why AI Projects Fail Between Pilot and Production, and How to Fix It

Most AI pilots stall before production for predictable reasons. Here is how to spot them early and design pilots that are built to ship.

Sukant Kumar30 September 20268 min read