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The Algernon argument is concerned with our inability to make simple, tradeoff free improvements to performance. It says that if you find an improvement, you should be able to explain why it isn't a free lunch. None of those examples make it a fallacy - there's a reason I ended with "The other dodges are less relevant here, but a fascinating read if you check the article."

Gwern outlines three general ways to work around the Algernon rule:

1. We can live under different conditions than evolution prepared us for

2. We can optimize for different goals than evolution rewarded

3. We can make major/multifactor changes unavailable to an local-maximization algorithm.

Condition two is easiest: caffeine is a sensible response to electric lighting, while staying awake long after dark was largely unhelpful in our evolutionary past.

Condition one is sometimes rewarding: piracetam shows efficacy with choline supplements, because we can massively overload a relatively scarce chemical. Other kludges may exist, like boosting immune response by simulating a summer day/night cycle to signal "safe conditions, energy is cheap now".

Condition three is incredibly hard wrt to the brain. It's obvious for the body - eye surgery can improve on 20/20 vision - but I don't know of any drastic better-than-well interventions for the mind.



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