Tagged articles

Bad Case Analysis

2 articles · Page 1 of 1

Aug 7, 2026 · Artificial Intelligence

Best Practices for Skill Evaluation and Optimization with Alibaba Cloud AgentLoop

This article presents a complete, data‑driven workflow for creating, instrumenting, offline evaluating, analyzing bad cases, and iteratively optimizing Skills on Alibaba Cloud AgentLoop, enabling developers to quantify quality, track improvements across versions, and reliably deliver high‑quality AI Agent capabilities.

AI AgentAgentLoopBad Case Analysis

0 likes · 43 min read

Best Practices for Skill Evaluation and Optimization with Alibaba Cloud AgentLoop

PMTalk Product Manager Community

Mar 3, 2026 · Product Management

Why Data Thinking Is the Key to Evaluating AI Agents for Product Managers

Product managers transitioning to AI must shift from feature‑centric thinking to a data‑driven mindset, treating models as probabilistic systems, defining ground truth, analyzing bad cases, and building multi‑dimensional evaluation metrics such as safety, consistency, and usefulness to ensure reliable, user‑focused AI outputs.

AI product managementBad Case Analysisdata thinking

0 likes · 9 min read

Why Data Thinking Is the Key to Evaluating AI Agents for Product Managers