Architecture and Beyond
Architecture and Beyond
Jan 10, 2026 · Artificial Intelligence

How to Systematically Test and Evaluate Industry AI Agents

This guide explains how to systematically evaluate industry‑specific AI agents by testing the combined model and engineering stack, building domain‑expert‑driven datasets, designing reproducible testing systems, managing assets, controlling costs, and applying both traditional and LLM‑based methods to ensure reliable, stable performance.

AI evaluationLLM testingagent testing
0 likes · 20 min read
How to Systematically Test and Evaluate Industry AI Agents
FunTester
FunTester
Jul 13, 2023 · Industry Insights

How HuoLala Built a 0‑to‑1 Stability Metric System and Cut Faults by 78%

In this detailed case study, HuoLala's stability leader shares how a two‑year, zero‑to‑one stability metric framework was designed, implemented, and iterated—covering the why, the pain points, the metric definition process, data collection platform, cultural adoption, and the resulting 78% fault reduction and SLA improvement from three to four nines.

Performance Monitoringcase studyoperations
0 likes · 18 min read
How HuoLala Built a 0‑to‑1 Stability Metric System and Cut Faults by 78%