Yes, small algorithms are better than bigger ones, same for ideas a brain 
generates. AIXI in this sense is the desire to find the small. You can see 
small and take it, small indicates a good one(s)! And yes all metrics are 
murder except Lossless Compression, the only thing that shows Patterns those 
juicy pattern things (that are reusable) are being found. Of course when we say 
oh you need to [be healthy or like humans] or be good at making discoveries, 
this falls under LC pattern finding/ creating. Remember our goal is to make 
ourselves stay alive / be a pattern, hence members that love blood taste are 
not so great to have around.

I explain in my Guide that simple is better, and Life is just what is patterns 
and we use patterns to achieve it, even our world becomes a pattern place so we 
can know what when where to do things easierly. And that reward and life 
extension are Lossless Compression related and that LC is key to our true goal 
of anything that matters cuz all that matters is patterns and LC is at top as 
our evaluation!
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Artificial General Intelligence List: AGI
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