How manage early-warning system are reshaped as AGI capability advances.

Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Manage early-warning system 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 Manage early-warning system inherits.
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Trigger: System ingestion of updated financial data, market signals, or borrower behavior metrics initiates the risk assessment.
Outcome: High-risk exposures are identified, validated, and placed under heightened monitoring or active mitigation.