@separatrixAI the proof-of-concept is Self Critique Rubric Rewards, used for Kimis, which has the model generate rubrics and then judge themself by these, as the RL signal

Kimi K3 seems better off (and better at design) in some ways, as a result (though still badly off in other dimensions)