Design the revised program format and schedule
Packaged know-how that tells an agent how to do a job well.
You might say…
“The data is telling me something's wrong with how the program is structured but I don't know whether to shorten it, restructure it, or flip the ratio of live to async.”
What it does
Takes drop-off and engagement signals plus the current program structure and proposes a revised temporal design — cohort length, live/async ratio, session cadence, module resequencing — with rationale tied to the observed problem.
Trigger: Use when learner-behaviour data indicates the current format is failing and you need a redesign proposal grounded in what the signals actually show.
I/O: Drop-off and engagement data + current program structure → revised format proposal with rationale (length, cadence, live/async ratio, sequence)
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The primitives are the commodity part. The fastest next step is a conversation about composing them into something that works for you.
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