From Zero to OTel: Architecting a Stateless Tracing SDK for GenAI
Introduction
Unlike deterministic systems, GenAI introduces fundamental unpredictability to production environments. Traditional observability tools fail to capture the semantic drift, hallucination patterns, and prompt-dependent behaviors inherent to large language models. While conventional systems map cleanly from input to output, GenAI requires monitoring the unexplored territory between what we asked for