How to bench a cyber weight
A cyber bench ranks a published decode, with the publisher's name on the row. The first shelf is /cyber. This desk did not remeasure it.
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A shell is not a weight
Mikko Haapoja posted one line and a link. The link is NVIDIA OpenShell. It keeps an agent inside a policy. It does not serve a model, and this desk did not run it.
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Which box pays back
Street price comes back only if the tokens, at $1 per million, beat the watts. A Spark bought to resell that rate does not.
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Inference, not a JEPA
A decode tok/s figure is a serving number. Training a JEPA, or drawing a picture, wants a different machine.
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The interface is the argument
The home rank, the pool shelf, and the pair page are the argument. The desk shows those. It does not show the chain.
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