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

Darshan Tank, Baran Nama

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 wo…