Sharifi Neya’s public knowledge graph is the /guides map plus destination, airline, and airport hubs. This article is the cluster index for Discover, not a second copy of every guide. Clusters, not duplicate H1s Each GEO guide keeps its own canonical URL under /guides/{slug}. AEO how-tos live under /guides/how-to. FAQ topics live under /faq/{topic}. Destination hubs stay on /destinations. This blog exists so Google Discover has large-image article URLs that still point at those pillars.