The speaker says the agent designed mechanisms intended to prevent the inner loop from reward-hacking the benchmark, with the outer loop acting to prevent cheating.

“Context management system and there is a complete rewrite of all the prompts and more interestingly we find the design mechanisms prevent itself from reward hacking like the outer loop trying to prevent the inner loop from cheating the benchmark.”