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#053 - Joscha Bach on Modeling Reality & Self-Organizing Software
Audience of One
Balancing Exploration and Exploitation in Determining Models of Reality
Determining models of reality involves balancing the exploration of new models with the exploitation of existing ones. This dilemma is akin to the computer science problem of exploration versus exploitation, where the focus is on how much time and effort to invest in training versus utilizing learned information. The decision on where to allocate time depends on the environment and the individual's needs. Evolution seems to address this through a trial-and-error approach, similar to how children and animals play to explore without cost. Exploitation, on the other hand, involves associating costs with actions to maximize benefits. This balancing act is driven by a motivational system that adjusts based on the rewards received from the environment. Humans can navigate this balance by understanding their world, psychology, and observing others in similar situations. Seeking mentors who have gone through similar experiences can also provide valuable insights for determining the appropriate models of reality to focus on.
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