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Backend capability profile + benchmark on join #681

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@hsinatfootprintai

Generalize backend_validate_gpu into a capability profile recorded when a backend joins/pools: hardware class (CPU generation, GPU model, RAM), a lightweight benchmark, and region. Lets the control plane schedule by verified capability rather than self-reported flags (a thin box can't claim a large class).

Acceptance: join records a capability profile; benchmark is bounded/non-disruptive; profile is queryable on the backend surface; self-reported class is reconciled against the measured profile.

Part of a control-plane capacity-pooling effort (internal tracking: FootprintAI/Containarium-cloud#491).

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