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They mentioned its 10K cooler than RTX Titan, and 10x less noise (not sure which scala they use for noise, dB are logarithmic...).

10K = 10 Kelvin ≈ 10 Celsius?

Yes, but without the approx: 10K = 10C. SI units FTW.