Scoring Multi-Step Agent Tasks With External Side Effects
Agents that change real systems need scoring based on actual state, not just final answers.
Tobias Wrenner
Senior Technical Editor
Tobias spent six years as a platform engineer at a mid-size fintech before pivoting to tech journalism, and he brings that infrastructure instinct to his writing on automated testing systems. He focuses on how evaluation loops are wired into shipping software and where they break under production pressure.
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Agents that change real systems need scoring based on actual state, not just final answers.