Library / First Principles Framework (FPF) - Core Conceptual Specification
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C.32.ACE:3 - Forces

ForceTension
Variant learningCandidate architectures may be valuable even when they lose the selection being made.
Fair comparisonEval results are useful only when context, budgets, windows, units (when required by the scale), and missing-data treatment are explicit.
Trade-off pressureImproving one architecture characteristic can worsen another.
Automation valueFrequent automated evals reveal drift early, but their results can be overread.
Error preventionSome eval operations are tests, yet error checking must not replace variant comparison.
EvolutionA useful eval can expire when the source-currentness relation, environment, declared holon-level ref, or scale window changes.