Protocol boundary

These protocols are drafts for future validation. They define what should be measured before any empirical claim is made.

Human learning experiment

Compare two groups: one with an assimilation interval after a task and one without it. Keep task type, timing, environment and instructions constant. Measure retention, error rate and quality after a delay.

Cognitive load experiment

Compare completed cycles and interrupted cycles using NASA-TLX, pulse, HRV where ethically collected, and subjective fatigue.

AI simulation

Compare agents with reflection and memory-update phases against baseline agents. Measure stability, repeated mistakes and task quality.

Context for experimental testing

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