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direction is a loop, not a handoff the level the gate the connector the gauge it jammed on the gauge. change… 1  the execution 2  the target 3  the model passed every check, stock worse. change… 1  the polish 2  nothing, it passed 3  the model also: a merged PR · a shipped feature · a plan
space pauses · ← → step · 1 2 3 answer
about the picture

Last lesson of a course on holding the model while an AI does the work. The two returns are Argyris and Schön’s single- and double-loop learning (Organizational Learning, 1978): a failed check sends the piece back one station; a check that passes while the stock still worsens sends you back to the model that placed the constraint. The four stations are the course’s own earlier drawings, shrunk.