lossfunction.org

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Evolution = multi-scale reinforcement learning. Natural selection = outer-loop optimizer. Individual cognition = inner-loop. Mutation = exploration. Selection = reward signal. Reproduction = weight update. Generations = training epochs. Each level optimizes the same function: I·C·R/K.

Not This

NOT 'evolution has a goal.' RL doesn't need a designer. NOT 'evolution is intelligent.' It's an optimization process without awareness. NOT replacement for modern evolutionary synthesis — this is a LENS, not a replacement.