Trigger
Project orders, long-lead materials, subcontracting, inspections and project costs synchronize hourly. A shortage, quality hold or cost variance beyond an enterprise threshold triggers the loop.
SCENARIO-DETAIL / LOCALIZED DECISION BRIEF
Business trigger: Project orders, long-lead materials, subcontracting, inspections and project costs synchronize hourly. A shortage, quality hold or cost variance beyond an enterprise threshold triggers the loop.
REFERENCE_ARCHITECTURE · READBACK_VERIFY

DECISION RECORD / C.02
Source-traceable reference · pp.8–9
Project orders, long-lead materials, subcontracting, inspections and project costs synchronize hourly. A shortage, quality hold or cost variance beyond an enterprise threshold triggers the loop.
Let a project manager drill from an equipment project into materials, suppliers, work orders, defects and expense evidence, then assign a resolution task.
When data is stale, master-data mappings conflict, or a source system is unavailable, label the control-tower data as unsuitable for decision-making and stop generating commitment-bearing recommendations.
Every exception has a business key, evidence, accountable Owner, SLA, decision, system receipt and verification condition; each control-tower value resolves to an authoritative source.
Compare the control tower with an execution loop and decide which metrics stay read-only and which exceptions may become formal tasks.
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.