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recommend() (Terminal, app and shared vectors) now turns a card with 8 GB or less Off only when a bigger usable card is there or it has under 4 GB. The hardware report (tools/strata_mcp.py) applies setup's own opt-in rule for a PC with only Pascal/Volta NVIDIA cards and no usable AMD card, so those cards are no longer flagged 'older than the RTX 20 series' (engine_variant cuda12); the feed already picks the cuda12 package for sm_61 and refuses cuda13. Tests: shared gpu-roles vectors, strata_mcp hardware, feed selection for sm_61, and Tune keeping a two-card role map.