Hell Fast: "a person’s internal representations carry very little information about the actual structure of the world with poor predictive entropy alignment reduce complexity, but also destroy important structure. whose confidence or uncertainty fails to match the true structure and variability of reality"

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Hell FastJun 24, 2025

Cognitive Misers jumping to conclusions based on limited association without deeper modeling failure in information processing efficiency and inference quality compressing data with no real structure, leading to high description length for wrong models. Overfitting to Noise

Hell FastJun 24, 2025

Using limited associations performs shallow updates, gaining little KL divergence from prior to posterior Using low-complexity, high-bias models that maximize short-term compression but fail to preserve meaningful mutual information with the environment

Hell Fast@hellfast.bsky.social

a person’s internal representations carry very little information about the actual structure of the world with poor predictive entropy alignment reduce complexity, but also destroy important structure. whose confidence or uncertainty fails to match the true structure and variability of reality

June 24, 2025 at 5:54 PM