How shellfish farming are reshaped as AGI capability advances.

Only about 15% of Shellfish Farming is information work today — the rest is physical, and moves slowly. The exposure is concentrated in the back office: the books, the paperwork, the scheduling, the marketing.
Why: With no seeded child occupations or products, this evaluation relies on the NAICS industry lens and description. 'Shellfish Farming' involves farm raising physical organisms like crayfish, shrimp, and oysters. Because this is an agricultural process fundamentally reliant on hands-on aquaculture operations, outdoor environments, and manual labor, the core value-producing work is firmly in the physical band.
grounded in the economy graph · digital scalar 0.15 · physical
Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Shellfish Farming 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 Shellfish Farming inherits.
Shellfish Farming is itself composed of 9 parts that flow up into it — the sub-units whose work, summed, is what AGI capability re-prices here first.
Node-intrinsic problems read straight off the graph (exposesProblem) — the evergreen wedges a builder could take into this space.
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