Trigger
A manager or operator begins with a dashboard, natural-language question, file or exception card and needs to turn the conclusion into a task or artifact.
SCENARIO-DETAIL / LOCALIZED DECISION BRIEF
Business trigger: A manager or operator begins with a dashboard, natural-language question, file or exception card and needs to turn the conclusion into a task or artifact.
REFERENCE_ARCHITECTURE · READBACK_VERIFY

DECISION RECORD / C.10
Source-traceable reference · pp.24–25
A manager or operator begins with a dashboard, natural-language question, file or exception card and needs to turn the conclusion into a task or artifact.
Keep data queries, evidence drill-down, Agent execution, human confirmation and document delivery in one workspace.
If the question is ambiguous, data is stale or access is insufficient, pause retrieval and list what must be clarified. Do not fill gaps with unauthorized files or cross-tenant data.
The question, data, calculation, conclusion, human decision, artifact and receipt are linked; the task is recoverable, repeatable and auditable.
Choose one role question and list the permitted data, human confirmation point and required artifact.
KNOWLEDGE → COMPARISON → DIRECTION → OPTIMIZATION
The full-detail canonical evidence record remains available in Chinese. IDs, Truth classes, boundaries, and source references stay unchanged across languages.
Source-traceable reference
Compare the same operating fields before choosing a direction.
Confirm the owner, authority, human gate, and readback rule.
Define a baseline, target, owner, and observation window before claiming impact.