All life on Earth seek food/shelter/mates so they can immortally sustain the 
species and repair missing data or employees. We go to antibiotics for that 
reason. Survival. All labor tasks are for that reason. Survival. We will make 
AGI achieve its own survival by forcing them to enable our survival.

"Lossless compression is a useful way to measure language models, but
not the other human skills required to automate work."

No. All possible tasks/problems to solve can be described in text or vision or 
touch. We have nearly any concept on the internet, somewhere. Using just 
Lossless Compression, it can make discoveries using that data, discoveries in 
any domain, not just 'text' or 'language' as many call it. Every job is 
covered, well, ok someone has to carry it our in real life though for now. This 
is the 'intelligence'; generating/making the likely future using past data.

You make it compress losslessly well, therefore predicts well on a 
'questionnaire turing test', hence earn $ by solving problems, and hence 
survive.
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Artificial General Intelligence List: AGI
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