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Scientific
Metric
ECIA Efficiency
Comparative analysis of Human-Centric (HCA) and Machine-Centric (MCA) architectures based on the Noise Dominance Theorem.
Architecture Scenarios
Calculated Noise
($N_{opt}$)
$$N_{opt} = (H + D) \times (1 - \alpha)$$
Stupidity Index
($G$)
$$G = \frac{N_{opt}}{S + N_{opt}}$$
Metric Definitions
Signal
Useful Content
Tokens directly influencing LLM
utility.
Noise
Entropy Load
Excess tokens (Structure/Meta/Ads).