On Tuesday, June 23, 2026, at 3:55 PM, Matt Mahoney wrote:
> Therefore, I define the friendliness of AI to be the rate of entropy
removed by replicating entities, measured in bits per second. A bit is
at least kT ln 2, or about 3 x 10^-21 J at room temperature.

On Thursday, June 25, 2026, at 6:38 PM, Matt Mahoney wrote:
> We don't have to worry about a fast takeoff because intelligence is not a 
> scalar quantity. You can't compare human and machine intelligence with a 
> single number like IQ. There is no "human level" threshold to cross to launch 
> a singularity. 

There may be a way to practically estimate and track your definition of 
friendliness in agents but I would use an overlay such as neutrosophy since 
adding entropy might be required for some cases of situational friendliness: 
 
https://zenodo.org/records/20562234
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