Agent Eval Practical Guide 03: How to Choose Evaluation Methods

Part three of the Agent Eval Practical Guide: a systematic overview of when to use code-based evaluation, LLM judging, and human evaluation, how to translate business goals into quantifiable metrics, and how evaluators themselves should be evaluated and calibrated.

August 5, 2026 · 8 min · LZY

Agent Eval Practical Guide 02: How to Build an Eval Set

Part two of the Agent Eval Practical Guide: from query sources, reverse synthesis, and judgment design, to the necessity of world_state and trajectory_anchors — a complete breakdown of what makes an eval case production-grade.

July 17, 2026 · 7 min · LZY

Agent Eval Practical Guide 01: The More Complex the System, the More Evaluation Must Come First

The opening piece of the Agent Eval Practical Guide series: unpacking the non-determinism and complexity accumulation of Agent systems, arguing why evaluation is not a report card but an objective function, and how to compress feedback from days to minutes with a minimal evaluation loop.

July 13, 2026 · 6 min · LZY