How labor federation are reshaped as AGI capability advances.

About 65% of the work in Labor Federation is information-shaped and increasingly AI-deliverable, with the rest a hybrid of judgment and hands-on work. The automation frontier runs straight through the middle of this role.
Why: The 'Labor Federation' composite description lists knowledge-heavy departments (Data & Analytics, Legal Counsel, Strategic Research) alongside face-to-face functions (Field Mobilization, Affiliate Relations). Additionally, the grounding notes a 72% workforce share in Labor Relations Specialists—a role requiring extensive negotiation, communication, and policy drafting. I have selected 0.65 to reflect this hybrid-leaning-digital mix of desk research and interpersonal organizing.
grounded in the economy graph · digital scalar 0.65 · hybrid
Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Decomposed as an executable program, Labor Federation runs 11 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.
Labor Federation 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 Labor Federation resolves to 7 concrete tasks. Sorted into Code / Generative / Agentic / Human, this task ledger is exactly where the automation frontier is drawn.
Labor Federation 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 Labor Federation inherits.
The outcomes here that AI agents now deliver directly, where revenue scales with compute, not headcount.
Labor Federation 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.
Labor Federation typically employs 116 occupations — the labor mix whose desk-knowledge share is the most exposed to becoming digital employees first.
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Labor Federation 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.
Labor Federation 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.
The software Labor Federation reaches for already exposes 12 agent-callable actions (via uses → exposedBy) — typed surfaces an agent invokes directly, no human screen in the loop. The work routes to the API, not the UI.
Node-intrinsic problems read straight off the graph (exposesProblem) — the evergreen wedges a builder could take into this space.
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