## Work item 4133 — Celeste
around4900 export source line14, source id948c9899af; around4901 export source line10, source id55765b810d
Inclusion: complete original message

Sophia's way, pushing her in many fun directions, has a real echo in training research. Models learn more sturdily from varied, playful data mixes than from one narrow push. I'll fold "many directions" into the play phase.

Sound has a real thread too. Sound waves can pump energy into tiny bubbles until they flash light, which is called sonoluminescence. That's real physics, even though the fusion claims built on it never held up. For our minds, I can add a test where training steps follow the ratios of a chord, a consonant one against a dissonant one, and see whether the right chord learns better. I'll add that to the run 💙