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

За 30 секунд

Что произошло

Research shows adding skills to LLM agents often causes regressions where previously solved tasks now fail, offsetting gains from new capabilities.

Почему это важно

Matters for engineers building agentic systems who need to understand that skill improvements must be evaluated by net effect, not average gains alone.

На что обратить внимание

Study focuses on office automation benchmarks; findings may not generalize to all agent domains or task types beyond those tested.