The Regression Tax: Decomposing Why Skills Help and Hurt LLM Agents

By Darshan Tank · Paper · cs.AI

Adding procedural skills to an LLM agent is typically evaluated by average improvement in task success. However, this metric hides an important cost: skills can also make agents worse. We measure both sides by comparing agents with and without skills across nearly 6,000 runs span

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