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How to ThinkIn the Age of AI

Map review frequency to pace layer

Assign review cadences to schemas based on their pace layer—weekly to monthly for fashion/commerce layers in complex domains, quarterly for infrastructure layer, annually for governance layer, and only on anomaly for culture/nature layers with high dependency depth.

When This Fires

  • When setting up a review schedule for your schema portfolio
  • When some schemas feel over-reviewed while others are stale
  • During planning of epistemic maintenance practices
  • Complements Match review frequency to volatility (volatility-matched review cadences) with the pace-layer framework

Common Failure Mode

Reviewing all schemas at the same cadence: "I review everything monthly." This wastes monthly reviews on stable governance schemas while under-reviewing volatile market schemas. Match cadence to pace layer.

The Protocol

Classify each schema by pace layer: (1) Fashion/Commerce (tools, trends, market conditions) → review weekly to monthly. (2) Infrastructure (processes, workflows, team structures) → review quarterly. (3) Governance (principles, policies, values frameworks) → review annually. (4) Culture/Nature (psychology, logic, mathematics, physics) → review only when an anomaly triggers it (Accumulate anomalies on a running list — trigger schema…). Set up calendar reminders for each cadence tier and review each schema only at its matched frequency.