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Nano-Scaling — Why Minimizing Your Token Usage Maximizes Your Return on Investment

70
Academic
Chimera Difficulty Score
a synthesis of Flesch-Kincaid, Coleman-Liau, SMOG, and Dale-Chall readability metrics
Why Minimizing Your Token Usage Maximizes Your Return on Investment Introduction: The Illusion of More In contemporary artificial intelligence systems, there is a persistent assumption: more is better. More parameters in a model. More context in a prompt. More tokens in a response. More intermediate reasoning steps. More computational cycles. This assumption is not unreasonable. In many engine...