How k-12 educational publishers are reshaped as AGI capability advances.

Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Decomposed as an executable program, K-12 Educational Publishers runs 1 core process — each a candidate for the Code / Generative / Agentic / Human split, with the agentic and code-shaped steps the first to come off human headcount.
The operating model of K-12 Educational Publishers resolves to 22 concrete tasks. Sorted into Code / Generative / Agentic / Human, this task ledger is exactly where the automation frontier is drawn.
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K-12 Educational Publishers sits inside a larger value-flow — 1 parent structure it composes into. The hierarchy is grounding, not the story: it tells you which aggregate exposure K-12 Educational Publishers inherits.
Which of this work becomes digital labor — performed under typed authority, promoted to autonomy on track record.
K-12 Educational Publishers staffs 9 job types — the roles that, decomposed to tasks, are first in line to run as supervised-then-autonomous digital labor.
Node-intrinsic problems read straight off the graph (exposesProblem) — the evergreen wedges a builder could take into this space.
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