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.
Sunday Labs blog
Articles on LLMOps
Field notes from the founders and engineers at Sunday Labs on AI strategy, data platforms, agents and shipping to production.
Enterprise AI Agents: How to Build Them for Production
A practitioner's guide to taking enterprise AI agents from demo to production: scope, architecture, guardrails, evaluation, security and rollout.
RAG vs Fine Tuning: How to Choose for Enterprise GenAI
RAG gives a model the right knowledge; fine-tuning changes how it behaves. A clear comparison and decision guide for choosing between them, or using both.
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.