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References

Linked spec authorities ordered by stability. RFCs are stable; IETF working-group drafts are tracked but mutable; vendor proposals get re-validated each quarter.

Vendor proposals & conventions (validate quarterly)

Section titled “Vendor proposals & conventions (validate quarterly)”

Six expert digests, one cross-source comparison index, and three engine / study digests staged for restructuring:

  • _sources/expert-jason-barnard.md — entity-first, Algorithmic Trinity, Brand SERP
  • _sources/expert-lily-ray.md — “AEO/GEO is expansion, not replacement”; off-site mentions; E-E-A-T
  • _sources/expert-mike-king.md — Relevance Engineering, query fan-out (Qforia), passage retrieval, May 2026 critique of Google’s GEO guidance
  • _sources/expert-aleyda-solis.md — 5-axis SEO vs GEO framework, operational checklist, terminology survey
  • _sources/expert-andrea-volpini.md — knowledge-graph navigability, RLM-on-KG, “structure is the moat”
  • _sources/expert-britney-muller.md — probabilistic systems, training-data + RAG two-layer model, proprietary [Brand] Index
  • _sources/expert-comparison-index.md — cross-source grid + six open questions for v1.2
  • _sources/bing-position-on-seo-aeo-geo.md — Microsoft’s Feb 2026 official position
  • _sources/google-ai-optimization-guide.md.txt — Google’s official “AEO/GEO is still SEO” guide
  • _sources/ahrefs-schema-ai-citations.md — DiD study: schema does not lift citations on already-cited pages