Why Do Coding Agents Need Tracing? | MLflow 3.12

Coding agents need tracing because chat logs and file diffs do not show every tool call, token cost, or sub-agent step. MLflow 3.12 traces Claude Code, Codex, Gemini CLI, OpenCode, Qwen Code, and OpenHands so you can see what the agent actually did. From the MLflow 3.12 deep dive with Yuki Watanabe (Databricks). Full webinar: https://www.youtube.com/watch?v=A1aNFvApZv8 Docs: https://mlflow.org/docs/latest/genai/tracing/ #MLflow #CodingAgents #AIObservability #GenAI #LLMOps