Defines a Cognitive Kardashev Scale using total power, cognitive fraction f, compute efficiency η, and brain reference to place current humanity at K ≈ 0.73 and estimate Type I/II capacities.
Reports R200 GPU peak performance of ∼50 PFLOP/s sparse FP4 (inference), ∼35 PFLOP/s NVFP4 (training), and ∼16 PFLOP/s FP8 at a TDP of approximately 1.8–2.3 kW per GPU
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The Cognitive Kardashev Scale: Quantifying the Material Envelope of Civilisational Computation
Defines a Cognitive Kardashev Scale using total power, cognitive fraction f, compute efficiency η, and brain reference to place current humanity at K ≈ 0.73 and estimate Type I/II capacities.