You can distill specialized harness behaviors into model weights by having an intermediate agent translate between different harness action spaces during training, letting you deploy with simpler harnesses while keeping performance gains.
This paper tackles how to transfer the benefits of specialized agent harnesses (external systems that improve model-environment interaction) into model weights so they work with simpler harnesses at deployment.