Explore bounded entropy/order feedback with explicit model time, reproducible random choices and truthful run exports.
Current interpretation
Model time now enters the update. The unused k-fit label is not presented as an active parameter. Export contains recorded samples; the paired sweep actually changes the pulse condition and uses controlled seeds.
Model scope and provenance
C=1−H is a defined order score, not the released model’s φ. Response gain is not power or thermodynamic efficiency. The separate k≈1.549 lead is neither fitted nor tested here.
Actual recorded synthetic steps, not instrument telemetry or measured energy.
Historical sources remain separately identified; availability is not a safety endorsement.