AI 驱动 建筑 运营

Example: 进度 tracking and PTW jobs are segmented into rule-checkable events (permit thresholds, material receipts) and model-needed cases (risk pattern detection, schedule conflict resolution). Most routing goes to deterministic parsers and site 系统. 高-volume patterns (common delay signatures, recurring inspection findings) are distilled into small specialist models. Final orchestration — alerts, compliance exports, cost roll-ups — runs as detached 系统 on controlled site infrastructure with zero token cost at runtime.