Woodpecker Software Testing

Aug 29, 2026 · Artificial Intelligence

Distinguishing Model Capability from Agent Capability: Frameworks, Benchmarks, and Practical Exercises

This article explains the fundamental difference between static knowledge and reasoning abilities of large language models and the dynamic task‑execution skills of AI agents, outlines evaluation dimensions, benchmark suites, a four‑layer assessment framework, and provides hands‑on exercises to reinforce the concepts.