diff --git a/@platform/codebase/@features/ai-copilot/docs/specialist-content-social.contract.md b/@platform/codebase/@features/ai-copilot/docs/specialist-content-social.contract.md
index a85f513..b62ae3d 100644
--- a/@platform/codebase/@features/ai-copilot/docs/specialist-content-social.contract.md
+++ b/@platform/codebase/@features/ai-copilot/docs/specialist-content-social.contract.md
@@ -56,3 +56,6 @@ Promotion = rename + lift; data carries forward via `surface_kind` filter.
 - [brief K](./K-safety-blocklist.brief.md) §K3 — cross-surface gates.
 - [brief O](./O-surfaces-roster.brief.md) §N1 — surface roster.
 - [brief L](./L-specialists-fleet.brief.md) §L1 — hybrid-fleet rationale.
+
+## Inspiration
+- **`coach.stan.store`** — Stan creator-storefront pattern. Worth studying for: single-link bio landing, product/service cards condensed into one scroll, NSFW-adjacent creators using a SFW-passable storefront as the outbound link from `x`/`instagram`/`threads` profiles. Reference for the SFW-link-target shape that this specialist's drafts should point to when K3b-1/K3b-2 gates apply (no direct OF/fansly/directory links from SFW surfaces — Stan-style storefront becomes the legitimate redirect target).