Alibaba Cloud Native

Aug 2, 2025 · Artificial Intelligence

How to Build a Full‑Stack Observability System for Production‑Grade AI Agents

This article explains how to design and implement a comprehensive, cloud‑native observability framework for AI applications, covering architecture layers, key metrics such as token usage, TTFT and TPOT, OpenTelemetry tracing, Dify deployment tips, model evaluation, and MCP token‑blackhole challenges.