Learning Agent
Every learner on the platform, from the day they arrive to the day the course changes because of them. The agents map what each new learner already knows, serve every lesson at the level that learner can climb from, guide them when they are stuck, and grade their work in minutes instead of days. A person is handed exactly two things: the learner who is slipping, and the change to the course itself. Six stations, run as a loop: the exercise station 6 re-rates on Friday is the one station 2 serves on Monday, at the new level.
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The workbench · subagents send notes, you make the human calls
SUBAGENTS AT WORK
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SUBAGENT NOTES
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YOUR TASKS · HUMAN IN THE LOOP
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YOUR TASKS · NONE AT THIS STEP
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Put a person back on this step
How to read this map
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A person is in the loop wherever a message goes out in their name or the course itself changes. Two stations refuse to proceed on their own, station 5, Progress Watch, and station 6, Course Tuning, and those are the two a person carries. Everywhere else the agents place, pace, guide and grade, and reach a person only with the learner who is slipping or the exercise that is broken.
The loop closes
Station 6 does not end the week. A re-rating accepted on Friday is the level station 2 serves on Monday, and the map station 1 places new learners against. The exercise pulled as broken is the wall station 3 stops counting learners into.