Highly recommended. Model-harness co-optimization is where you design the harness for the task and then tune the model inside the harness.

A clear example of why you want to own the harness and the models. Harness engineering is the real deal. So much to unlock.

I have been tracking a bunch of papers showing how extremely effective this is. And there are many variants. Harvey explores RLMs, which somehow enable interesting ways to scale things.

A few links here already: https://t.co/nOPcXIbgJr