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When no sampled candidate fits GPU memory, ranking falls back to the oversized pool and labels its first model Best fit. Keep GPU picks within the existing 95% budget and hide the section when no candidate qualifies. Remove static GPU starter picks so Home cannot reintroduce the same error. Add browser regressions for both sections and document the empty result. CPU fallback behavior stays unchanged. Assisted-by: Codex:gpt-6 [Codex] Signed-off-by: Ettore Di Giacinto <mudler@localai.io> Co-authored-by: localai-org-maint-bot <306269227+localai-org-maint-bot@users.noreply.github.com>