Alibaba Cloud Developer

Apr 2, 2026 · Artificial Intelligence

How ADB MySQL Turns Agent Logs into Actionable Insights – A Step‑by‑Step Guide

This article analyzes why over 40% of Agentic AI projects fail due to inadequate observability, outlines three common pain points—trace blindness, uncontrolled token costs, and untraceable failures—and demonstrates a practical ADB MySQL solution that reconstructs logs, classifies failures with AI functions, quantifies token waste, and generates prompt‑optimization suggestions, all with a few SQL statements.