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buzz_recommended_model tiered purely on rated (marketing) GB and never consulted fit against usable AI memory — two different numbers. A 6GB machine was handed the 4.6GB small pick that the same catalog marks TooLarge, and the one-tap card, which trusts `recommended`, would start it. The tier still selects, but fit now vetoes: the large pick falls back to small when usable memory cannot hold it (a --max-vram cap on a high-rated machine), and a machine that cannot host either recommends None. None is the honest answer, not a failure — that machine can still consume shared compute. Signed-off-by: Michael Neale <michael.neale@gmail.com>