Missing gear vs secret sauce
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? | Explanation |
---|---|---|---|---|
Missing gear | ||||
Secret sauce | ||||
One wrong number function | ||||
Step function | ||||
Understanding is discontinuous | ||||
Payoff thresholds | ||||
One algorithm | ||||
Lumpy AI progress | ||||
Intelligibility of intelligence | ||||
Simple core algorithm | ||||
Small number of breakthroughs needed for AGI | ||||
Good consequentialist reasoning has low Kolmogorov complexity[1] |