Difference between revisions of "Missing gear vs secret sauce"

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! Term !! Is the final piece a big breakthrough? !! Nature of final piece !! Found by humans or found by AI? !! Length of lead time prior to final piece !! Number of pieces !! Explanation
 
! Term !! Is the final piece a big breakthrough? !! Nature of final piece !! Found by humans or found by AI? !! Length of lead time prior to final piece !! Number of pieces !! Explanation
 
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| Missing gear ||
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| Missing gear || Not necessarily ||
 
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| Secret sauce ||
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| Secret sauce || Yes ||
 
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| One wrong number function ||
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| One wrong number function / Step function ||
 
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| Step function ||
+
| Understanding is discontinuous || Not necessarily ||
 
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|-
| Understanding is discontinuous ||
+
| Payoff thresholds || Not necessarily ||
 
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|-
| Payoff thresholds ||
+
| One algorithm || Yes ||
 
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| One algorithm ||
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| Lumpy AI progress || Yes ||
 
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| Lumpy AI progress ||
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| Intelligibility of intelligence || Yes ||
 
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| Intelligibility of intelligence ||
+
| Simple core algorithm || Yes ||
 
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| Simple core algorithm ||
+
| Small number of breakthroughs needed for AGI || Yes ||
 
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| Small number of breakthroughs needed for AGI ||
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| Good consequentialist reasoning has low Kolmogorov complexity<ref>https://agentfoundations.org/item?id=1228</ref> || Yes ||
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| Good consequentialist reasoning has low Kolmogorov complexity<ref>https://agentfoundations.org/item?id=1228</ref> ||
 
 
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Revision as of 20:55, 9 June 2020

I want to distinguish between the following two framings:

  • missing gear/one wrong number problem/step function/understanding is discontinuous/payoff thresholds: "missing gear" doesn't imply that the last piece added is all that significant -- it just says that adding it caused a huge jump in capabilities.
  • secret sauce for intelligence/small number of breakthroughs: "small number of breakthroughs" says that the last added piece must have been a significant piece (which is what a breakthrough is).

I'm not sure how different these two actually are. But when thinking about discontinuities, I've noticed that I am somewhat inconsistent about conflating these two and distinctly visualizing them.

Term Is the final piece a big breakthrough? Nature of final piece Found by humans or found by AI? Length of lead time prior to final piece Number of pieces Explanation
Missing gear Not necessarily
Secret sauce Yes
One wrong number function / Step function
Understanding is discontinuous Not necessarily
Payoff thresholds Not necessarily
One algorithm Yes
Lumpy AI progress Yes
Intelligibility of intelligence Yes
Simple core algorithm Yes
Small number of breakthroughs needed for AGI Yes
Good consequentialist reasoning has low Kolmogorov complexity[1] Yes

References