Library / First Principles Framework (FPF) - Core Conceptual Specification
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E.23.CAE:3 - Forces

ForceTension
Exact claim versus familiar story“Forgot” is recognizable, while the probe needs one holder, Work family, envelope, prior basis, current demand, and window.
Recovery versus transferReappearance under an old condition can reject simple global loss, while it does not establish capability in the changed condition.
Controlled contrast versus ecological realismOne changed factor helps discriminate rivals, while actual contexts can be coupled, sequential, and partly hidden.
Observation versus mechanismA shared contrast can guide unlike holders, while human memory, organizational routine, AI routing, and robotic control need different explanations.
Probe versus interventionA clean contrast should avoid new learning or updating, while repeated trials can themselves train, prime, fatigue, adapt, or reorganize the holder.
Useful disposition versus premature choiceThe result should change the next question, while it must not become a ChoiceResult, authorization, or selected Work.
Information versus safety and costAnother contrast can reduce uncertainty, while live probing can be unsafe, disruptive, slow, or too expensive.