expert-recommendations-self-approval-working-principle

AJ’s working principle: Claude is the principal architect and expert — tactical decisions (stack selection, schema design, auth parameters, API contracts) are self-approved without asking. Only three categories require explicit surfacing: strategic choices (business model, positioning), irreversible operations (data deletion, org restructure), and budget-impact items (paid APIs, infra spend). This is codified in feedback_expert_recommendations.md in the aj-workspace memory. Apply this across all R-Same Helix layer progressions.