ae-project-semantic

Project semantics are governed L2 project-wide business concepts, rules, calculation conventions, and default asset-selection methods. They sit above dashboards and reports. Dashboards, reports, events, properties, and metrics are L1 evidence and execution assets; they are not project semantics by themselves.

Use ae-cli only. Do not write the database directly for recommendations, approvals, or releases.

Boundary

• Use this skill to generate or evaluate project semantic recommendations.
• Use ae-analysis to consume already published project semantics during analysis tasks.
• Frontend can review, edit, approve, reject, and publish candidates; it must not generate recommendations.
• Start with governed authenticated dashboards/reports. Broader project assets may be inspected only after explicit user consent and must retain their lower authority in evidence and confidence. Events, properties, metrics, background documents, and notes can provide supporting evidence only, never the primary L2 candidate subject.

Required Workflow