How brass and bronze sand foundries are reshaped as AGI capability advances.

Only about 15% of Brass and Bronze Sand Foundries 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, the scalar is derived from the company-type lens and description. The core value-producing work involves heavy manual and industrial labor, evidenced by roles like Furnace Operator, Ladle Pourer, and Floor Molder, as well as departments such as the Melt Shop and Cleaning Room. While supported by some knowledge work like metallurgy and estimating, the operation is overwhelmingly physical, placing it safely in the low physical band at 0.15.
grounded in the economy graph · digital scalar 0.15 · physical
Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Decomposed as an executable program, Brass and Bronze Sand Foundries runs 2 core processes — each a candidate for the Code / Generative / Agentic / Human split, with the agentic and code-shaped steps the first to come off human headcount.
Brass and Bronze Sand Foundries is organized into 8 departments. Read as functions of one executable business, each department is a unit of work whose back-office share is increasingly delivered by earned-autonomy digital labor.
The operating model of Brass and Bronze Sand Foundries resolves to 7 concrete tasks. Sorted into Code / Generative / Agentic / Human, this task ledger is exactly where the automation frontier is drawn.
Brass and Bronze Sand Foundries 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 Brass and Bronze Sand Foundries inherits.
The outcomes here that AI agents now deliver directly, where revenue scales with compute, not headcount.
Brass and Bronze Sand Foundries uses 7 products to deliver its outcomes — the toolchain whose work an autonomous stack absorbs as the service becomes software.
Which of this work becomes digital labor — performed under typed authority, promoted to autonomy on track record.
Brass and Bronze Sand Foundries staffs 8 job types — the roles that, decomposed to tasks, are first in line to run as supervised-then-autonomous digital labor.
The software here going agent-consumable — where the API, not the UI, becomes the way the work gets done.
Brass and Bronze Sand Foundries relies on 7 products. The headless dimension of each — whether an agent can call it without a screen — is what decides how much of this work goes hands-free.
Node-intrinsic problems read straight off the graph (exposesProblem) — the evergreen wedges a builder could take into this space.
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