But as an investor focused on extending healthy human life, I’ve found the opposite to be true. Awards may be encouraging and occasionally useful for visibility, but they are weak indicators of validation and poor predictors of long-term success. In the longevity and healthspan industry, where timelines are long and claims are easy to overstate, venture capital ultimately follows alignment and evidence, not applause received at glitzy industry events.
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Here is where computer science and neuroscience perfectly collided. In the 80s, AI engineers invented a Reinforcement Learning algorithm called Temporal Difference (TD) Learning to train software agents [4]. A decade later, neuroscientists measuring monkey brains realized that dopamine neurons fire in a pattern that perfectly matches the TD Error equation [5].
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