Re:RLHF is just barely RL
by layer8 on Thursday August 08, 2024 @09:16AM
(#41191172)
Tests don’t prove correctness of the code. What you’d really want instead is to specify invariants the code has to fulfill, and for the AI to come up with a machine-checkable proof that the code indeed guarantees those invariants.
Then the LLM generates and iterates on the code until it passes all of the tests. New requirements? Add more tests and repeat.
This would be legitimately paradigm shifting, vs. the super charged auto complete driven by LLMs we have today.