Idea: Train the NLA's AV on Best-of-N SFT instead of GRPO.

The rough intuition is GRPO does intelligence, BoN-SFT does memorization (SFT Memorizes, RL Generalizes).

• GRPO's AV Intelligence is sketchy; it's the thing that leads to steganography, it's the thing that lets it confabulate what the LLM is thinking from shallow patterns, instead of deeply checking.
• To translate from activation-neuralese to English, one must mostly learn many vocabulary pairs (akin to natural languages); it's memorization.

Probably a $100 GPU-coins or greater insight than me is enough to know for sure.