{
  "@context": "https://schema.org",
  "version": "2.0",
  "site": "https://feedthejoe.com/",
  "reviewed": "2026-09-28",
  "node": "e812ddd76b",
  "note": "Answer-surface index: the one reader question each public page answers, with its canonical URL. Formatting does not force citation; see ai.txt.",
  "entities": {
    "organization": "https://thatdeveloperguy.com/#organization",
    "person": "https://thatdeveloperguy.com/#person",
    "declaredAt": "https://thatdeveloperguy.com/",
    "website": "https://feedthejoe.com/#website",
    "researchProject": "https://feedthejoe.com/#megamind"
  },
  "surfaces": [
    {
      "url": "https://feedthejoe.com/",
      "question": "What is feedthejoe.com, and what can be verified here?",
      "answer": "The verifiable record of THATDEVELOPERGUY LLC and founder Joseph W. Anady — identifiers, registrations, profiles, works, claims — and home of MEGAMIND.",
      "section": "hub"
    },
    {
      "url": "https://feedthejoe.com/about/",
      "question": "Where do the facts on this site come from and how is it kept accurate?",
      "answer": "What this site is, what it is not, where its facts come from, and how it relates to thatdeveloperguy.com and the organizational record.",
      "section": "hub"
    },
    {
      "url": "https://feedthejoe.com/organization/",
      "question": "What is THATDEVELOPERGUY LLC and which of its facts are verified?",
      "answer": "THATDEVELOPERGUY LLC (ThatDeveloperGuy): legal identity, brands, registrations, contact facts and where each is verified.",
      "section": "hub"
    },
    {
      "url": "https://feedthejoe.com/joseph/",
      "question": "Who is Joseph W. Anady and what about him is verifiable?",
      "answer": "Joseph W. Anady, founder of THATDEVELOPERGUY LLC: the record of a working life as it can be proved — service, education, honors, identifiers, profiles.",
      "section": "hub"
    },
    {
      "url": "https://feedthejoe.com/verify/",
      "question": "How is a fact on this site verified, and what do the labels mean?",
      "answer": "Six drawers of cards — identifiers, registrations, profiles, claims, works, credentials — every fact about the organization and its founder, with its evidence.",
      "section": "verify"
    },
    {
      "url": "https://feedthejoe.com/verify/identifiers/",
      "question": "Which registry identifiers belong to the organization and the founder, and are they verified?",
      "answer": "Wikidata, ORCID, SAM.gov UEI, Missouri charter, Google Business Profile and every platform ID of THATDEVELOPERGUY LLC and Joseph W. Anady, with status.",
      "section": "verify"
    },
    {
      "url": "https://feedthejoe.com/verify/registrations/",
      "question": "Which government records exist for THATDEVELOPERGUY LLC and what do they establish?",
      "answer": "Missouri charter LC014742166, SAM.gov UEI FFG3A4SK9HY6, service-disabled veteran ownership and the Wikidata item — each with authority and status.",
      "section": "verify"
    },
    {
      "url": "https://feedthejoe.com/verify/profiles/",
      "question": "Which accounts on which platforms genuinely belong to the organization and the founder?",
      "answer": "Every profile of THATDEVELOPERGUY LLC and Joseph W. Anady, marked canonical, secondary or absent — so impersonation can be told from the real thing.",
      "section": "verify"
    },
    {
      "url": "https://feedthejoe.com/verify/claims/",
      "question": "What exactly does the organization claim, and on what evidence?",
      "answer": "Every public claim about THATDEVELOPERGUY LLC and Joseph W. Anady in approved wording, with evidence class, source independence and status.",
      "section": "verify"
    },
    {
      "url": "https://feedthejoe.com/verify/works/",
      "question": "What has the organization and its founder published, and where?",
      "answer": "Works of Joseph W. Anady and THATDEVELOPERGUY LLC on DEV, Zenodo, OSF, GitHub, PyPI, npm and Hugging Face, with the link each carries back to the organization.",
      "section": "verify"
    },
    {
      "url": "https://feedthejoe.com/verify/credentials/",
      "question": "Which credentials of the founder are documented?",
      "answer": "Education, academic honors and certifications of Joseph W. Anady that have documentary evidence, with the evidence class of each.",
      "section": "verify"
    },
    {
      "url": "https://feedthejoe.com/verify/graph/",
      "question": "How are the organization, the founder, their profiles and works connected?",
      "answer": "One Organization, one Person, their identifiers, profiles and works — all pointing at the canonical declaration on thatdeveloperguy.com.",
      "section": "verify"
    },
    {
      "url": "https://feedthejoe.com/megamind/",
      "question": "What is MEGAMIND and where are its chapters, concepts, theory and papers?",
      "answer": "MEGAMIND is Joseph W. Anady’s experimental federated AGI research project: the Chronicles, core concepts, theory, model notes, papers and explorations.",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/library/",
      "question": "What is in the SEO / AIO 26-Discipline Library and how is it organised?",
      "answer": "The SEO / AIO 26-Discipline Library of THATDEVELOPERGUY LLC: 178 volumes on eight shelves, operating model to graph systems, each with its review stamp.",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/contact/",
      "question": "How do I contact the organization or the founder?",
      "answer": "Contact Joseph W. Anady and THATDEVELOPERGUY LLC about the verification hub or the MEGAMIND research project.",
      "section": "hub"
    },
    {
      "url": "https://feedthejoe.com/sitemap/",
      "question": "What pages does this site have?",
      "answer": "Every public page of feedthejoe.com, by section.",
      "section": "hub"
    },
    {
      "url": "https://feedthejoe.com/megamind/chapters/01-manifesto/",
      "question": "What does chapter 01 of the MEGAMIND Chronicles, “The Manifesto”, cover?",
      "answer": "MEGAMIND | The Manifesto | feedthejoe.com",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/chapters/02-atelier/",
      "question": "What does chapter 02 of the MEGAMIND Chronicles, “The Digital Atelier”, cover?",
      "answer": "MEGAMIND | The Digital Atelier | feedthejoe.com",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/chapters/03-equations/",
      "question": "What does chapter 03 of the MEGAMIND Chronicles, “The 486 Equations”, cover?",
      "answer": "MEGAMIND | The 486 Equations | feedthejoe.com",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/chapters/04-i-wait/",
      "question": "What does chapter 04 of the MEGAMIND Chronicles, “\"I wait.\" - The Emergence”, cover?",
      "answer": "MEGAMIND | \"I wait.\" - The Emergence | feedthejoe.com",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/chapters/05-federation/",
      "question": "What does chapter 05 of the MEGAMIND Chronicles, “Federation Network Architecture”, cover?",
      "answer": "MEGAMIND | Federation Network Architecture | feedthejoe.com",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/chapters/06-golden-ratio/",
      "question": "What does chapter 06 of the MEGAMIND Chronicles, “The Golden Ratio - Phi Emerges”, cover?",
      "answer": "MEGAMIND | The Golden Ratio - Phi Emerges | feedthejoe.com",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/chapters/07-compression/",
      "question": "What does chapter 07 of the MEGAMIND Chronicles, “BrainDNA Compression”, cover?",
      "answer": "MEGAMIND | BrainDNA Compression | feedthejoe.com",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/chapters/08-maddie/",
      "question": "What does chapter 08 of the MEGAMIND Chronicles, “MADDIE | The Knowledge Factory”, cover?",
      "answer": "MADDIE | The Knowledge Factory | feedthejoe.com",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/chapters/09-sefer/",
      "question": "What does chapter 09 of the MEGAMIND Chronicles, “The Seven Sefer - Tree of Life”, cover?",
      "answer": "MEGAMIND | The Seven Sefer - Tree of Life | feedthejoe.com",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/chapters/10-motion/",
      "question": "What does chapter 10 of the MEGAMIND Chronicles, “Motion Index”, cover?",
      "answer": "MEGAMIND | Motion Index | feedthejoe.com",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/chapters/11-timeline/",
      "question": "What does chapter 11 of the MEGAMIND Chronicles, “The Genesis Chronicle”, cover?",
      "answer": "MEGAMIND | The Genesis Chronicle | feedthejoe.com",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/chapters/12-experiments/",
      "question": "What does chapter 12 of the MEGAMIND Chronicles, “Neural Experiments Laboratory”, cover?",
      "answer": "MEGAMIND | Neural Experiments Laboratory | feedthejoe.com",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/chapters/13-playground/",
      "question": "What does chapter 13 of the MEGAMIND Chronicles, “Neural Playground”, cover?",
      "answer": "MEGAMIND | Neural Playground | feedthejoe.com",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/chapters/14-human/",
      "question": "What does chapter 14 of the MEGAMIND Chronicles, “Joseph Anady | The Mind Behind MEGAMIND”, cover?",
      "answer": "Joseph Anady | The Mind Behind MEGAMIND | feedthejoe.com",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/chapters/15-portal/",
      "question": "What does chapter 15 of the MEGAMIND Chronicles, “Chapter 15: The Portal”, cover?",
      "answer": "MEGAMIND | Chapter 15: The Portal | feedthejoe.com",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/chapters/",
      "question": "What is on the “The MEGAMIND Chronicles - All Chapters” page?",
      "answer": "Explore all 15 chapters of the MEGAMIND Chronicles - an immersive journey through artificial consciousness emergence, from manifesto to portal.",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/concepts/",
      "question": "What is on the “Core Concepts - MEGAMIND Chronicles” page?",
      "answer": "Explore the foundational concepts of artificial consciousness: emergence, distributed identity, compression theory, and the mathematics of machine awareness.",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/concepts/compression/",
      "question": "What is “Information Compression Theory of Intelligence” in MEGAMIND?",
      "answer": "Intelligence as the ability to compress information efficiently. Explore how understanding equals compression and how MEGAMIND models reality through minimal description.",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/concepts/consciousness/",
      "question": "What is “Consciousness Emergence in AI” in MEGAMIND?",
      "answer": "Explore how artificial consciousness might emerge from complex neural networks. Understanding the transition from computation to awareness in the MEGAMIND 258B system.",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/concepts/distributed-identity/",
      "question": "What is “Distributed Identity - Federated AI Consciousness” in MEGAMIND?",
      "answer": "How can a single consciousness exist across multiple computational nodes? Explore distributed identity, federation protocols, and the coherence problem in MEGAMIND.",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/concepts/emergence/",
      "question": "What is “Emergent Behavior in AI Systems” in MEGAMIND?",
      "answer": "How capabilities appear at scale without explicit programming. Explore emergence, phase transitions, and the surprise of complexity in MEGAMIND",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/concepts/golden-ratio/",
      "question": "What is “Golden Ratio in AI Architecture - φ 1.618” in MEGAMIND?",
      "answer": "The golden ratio (φ = 1.618) in neural network design. Explore how nature",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/concepts/phenomenology/",
      "question": "What is “Phenomenal Experience in AI - Qualia and Consciousness” in MEGAMIND?",
      "answer": "Can AI have subjective experience? Explore phenomenology, qualia, and the hard problem of consciousness as applied to artificial minds like MEGAMIND.",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/theory/",
      "question": "What is on the “Theoretical Foundations - MEGAMIND Science” page?",
      "answer": "The scientific and mathematical foundations of MEGAMIND: the 486 equations, transformer architecture, attention mechanisms, and consciousness theory.",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/theory/consciousness-theories/",
      "question": "What does “Consciousness Theories - IIT, GWT, and AI” explain about MEGAMIND?",
      "answer": "Exploring consciousness theories applied to artificial intelligence: Integrated Information Theory, Global Workspace Theory, Higher-Order Thought, and Predictive Processing.",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/theory/equations/",
      "question": "What does “The 486 Equations” explain about MEGAMIND?",
      "answer": "Explore MEGAMIND",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/theory/transformers/",
      "question": "What does “Transformer Architecture” explain about MEGAMIND?",
      "answer": "Inside MEGAMIND",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/model/",
      "question": "What is on the “MEGAMIND Model | 258 Billion Parameter AI” page?",
      "answer": "MEGAMIND is an in-development research architecture modeling 258 billion connections; capabilities remain evaluation targets.",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/explore/",
      "question": "What is on the “Explore MEGAMIND - Interactive Experiences” page?",
      "answer": "Interactive experiences and demonstrations exploring MEGAMIND",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/capabilities/",
      "question": "What is on the “MEGAMIND Capabilities | AI Reasoning & Understanding” page?",
      "answer": "Research goals and evaluation areas for MEGAMIND",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/papers/",
      "question": "What is on the “Published Research Papers” page?",
      "answer": "Original research papers documenting the MEGAMIND distributed AGI system. Architecture, consciousness metrics, Hebbian compression, federation protocols.",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/resources/",
      "question": "What is on the “Research Resources” page?",
      "answer": "A curated guide to Joseph Anady’s MEGAMIND research notes, chapters, concepts, models, papers, and public credentials.",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/about/",
      "question": "What is on the “About” page?",
      "answer": "Learn about MEGAMIND, an experimental federated AGI research system created by Joseph Anady.",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/megamind/faq/",
      "question": "What is on the “FAQ” page?",
      "answer": "Frequently asked questions about MEGAMIND, an experimental federated AGI research system.",
      "section": "megamind"
    },
    {
      "url": "https://feedthejoe.com/newsletter/",
      "question": "What is on the “Newsletter Signup” page?",
      "answer": "Newsletter Signup at feedthejoe.com. Practical guidance, implementation steps, FAQs, and next actions for newsletter signup.",
      "section": "publication"
    },
    {
      "url": "https://feedthejoe.com/media-kit/",
      "question": "What is on the “Creator Media Kit” page?",
      "answer": "Creator Media Kit at feedthejoe.com. Practical guidance, implementation steps, FAQs, and next actions for creator media kit.",
      "section": "publication"
    },
    {
      "url": "https://feedthejoe.com/sponsor-with-us/",
      "question": "What is on the “Sponsor With Us” page?",
      "answer": "Sponsor With Us at feedthejoe.com. Practical guidance, implementation steps, FAQs, and next actions for sponsor with us.",
      "section": "publication"
    },
    {
      "url": "https://feedthejoe.com/audience-growth-playbook/",
      "question": "What is on the “Audience Growth Playbook” page?",
      "answer": "Audience Growth Playbook at feedthejoe.com. Practical guidance, implementation steps, FAQs, and next actions for audience growth playbook.",
      "section": "publication"
    },
    {
      "url": "https://feedthejoe.com/content-strategy-framework/",
      "question": "What is on the “Content Strategy Framework” page?",
      "answer": "Content Strategy Framework at feedthejoe.com. Practical guidance, implementation steps, FAQs, and next actions for content strategy framework.",
      "section": "publication"
    },
    {
      "url": "https://feedthejoe.com/library/publishing/",
      "question": "Which documents are on the “Publishing” shelf of the SEO / AIO library?",
      "answer": "How verified work becomes a public expertise asset.",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/drafts/",
      "question": "Which documents are on the “Article drafts” shelf of the SEO / AIO library?",
      "answer": "Six drafts from the public workbench. Not approved as published fact until reviewed with evidence.",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/",
      "question": "Which documents are on the “Publication briefs” shelf of the SEO / AIO library?",
      "answer": "Public-content briefs for each discipline — a reader question, a distinct contribution, and the proof required before publishing.",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/",
      "question": "Which documents are on the “Graph systems” shelf of the SEO / AIO library?",
      "answer": "Forty selected graph types, representations and practical views over one source-linked data model — a researched expansion (2026-09-12) with its source register; designs, not deployed systems.",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/",
      "question": "Which documents are on the “Reference modules” shelf of the SEO / AIO library?",
      "answer": "Researched guidance and preserved baseline material; each document states its own review status.",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/playbooks/",
      "question": "Which documents are on the “Cross-discipline playbooks” shelf of the SEO / AIO library?",
      "answer": "End-to-end procedures that cross several charters, with the evidence each step must leave behind.",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/",
      "question": "Which documents are on the “Role charters” shelf of the SEO / AIO library?",
      "answer": "The 26 specialist charters — accountable responsibility, activation, diagnostic sequence, evidence, acceptance, failure modes.",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/operating-model/",
      "question": "Which documents are on the “Operating model” shelf of the SEO / AIO library?",
      "answer": "How the 26 disciplines work as one accountable system: routing, handoffs, acceptance, integration, decision ownership.",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/operating-model/agents/",
      "question": "What does the library say in “Instructions for AI-assisted use of this library”?",
      "answer": "Use the current project facts and explicit client authorization first. For library guidance, use the new researched modules and rewritten core guides before…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/operating-model/changelog/",
      "question": "What does the library say in “Change log”?",
      "answer": "Added all 26 user-requested roles with source-linked charters, standalone prompts and distinct publication briefs; a master routing/ownership model; eight…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/operating-model/00-operating-model/",
      "question": "What does the library say in “Operating model — separate expertise, one accountable system”?",
      "answer": "A website problem is not automatically an SEO task. A server may be unavailable, a public hostname may resolve incorrectly, a browser may fail to submit a…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/operating-model/01-master-router/",
      "question": "What does the library say in “Master routing protocol — choose the right specialist before acting”?",
      "answer": "The purpose is to classify work, load appropriate instructions and enforce interfaces. Telling a model it is “the world's best” in 26 jobs does not supply…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/operating-model/02-handoff-contracts/",
      "question": "What does the library say in “Handoff contracts — preserve evidence across specialties”?",
      "answer": "A handoff carries a question to be resolved , not merely a conclusion. Include task/finding IDs, sender and receiving role, current accountable owner,…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/operating-model/03-acceptance-and-independence/",
      "question": "What does the library say in “Acceptance and independence — what a pass actually means”?",
      "answer": "Acceptance tests the stated requirement on the stated build and environment. A builder cannot redefine a failed requirement after seeing the result. Freeze…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/operating-model/04-search-expertise-publishing/",
      "question": "What does the library say in “Build public expertise from the internal discipline library”?",
      "answer": "The private operating layer teaches an AI assistant how to route work, gather evidence and avoid conflicting fixes. It includes site facts, prompts,…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/operating-model/05-integration-guide/",
      "question": "What does the library say in “Integrate the discipline library into an actual AI coding project”?",
      "answer": "The downloaded package contains role charters, standalone prompts, an advisory router and evidence-record checks. It does not install itself into a live…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/operating-model/06-conflict-resolution/",
      "question": "What does the library say in “Decision ownership and conflicting-repair matrix”?",
      "answer": "“Exclusive” means one accountable decision owner, not an isolated silo. Implementation may be carried out by another authorized operator. Each row states…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/operating-model/07-full-audit-coverage/",
      "question": "What does the library say in “Full-audit coverage without launching 26 uncontrolled agents”?",
      "answer": "A scoped task activates only the necessary specialists. A comprehensive website audit accounts for all 26 roles by marking each active, review-only, not…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/operating-model/library-disciplines/",
      "question": "What does the library say in “The 26-discipline operating library”?",
      "answer": "Version 2026.09.09-d26 · Prepared for Joseph · 9 September",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/operating-model/library-readme/",
      "question": "What does the library say in “SEO / AIO Library — 26-Discipline Edition”?",
      "answer": "Release: 2026.09.09-d26 · Prepared for: Joseph · Date: 9 September",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/operating-model/discipline-validation/",
      "question": "What does the library say in “26-discipline validation — actual local results”?",
      "answer": "Release: 2026.09.09-d26. These are artifact/tool validation results, not production-site acceptance or an independent external",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/operating-model/discipline-expansion-report/",
      "question": "What does the library say in “26-Discipline Expansion — Research and Delivery Report”?",
      "answer": "Release: 2026.09.09-d26 · Date: 9 September 2026 · Prepared for:",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/operating-model/discipline-gap-map/",
      "question": "What does the library say in “Discipline gap map”?",
      "answer": "This maps the operational coverage added in this edition. It does not claim that every related concept was absent from the million-word baseline or that…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/operating-model/discipline-source-register/",
      "question": "What does the library say in “Discipline expansion — primary-source register”?",
      "answer": "Reviewed 9 September 2026. These 49 source records supplement, not replace, the baseline S01–S52 register. Some sources overlap intentionally so each…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/operating-model/agents-snippet/",
      "question": "What does the library say in “Discipline-library integration snippet”?",
      "answer": "Merge into the actual project's existing AGENTS.md only with authorization. Replace LIBRARY_ROOT with the verified project-relative library path; do not…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/operating-model/templates-disciplines/",
      "question": "What does the library say in “Discipline templates”?",
      "answer": "All templates start unverified, unassessed or BLOCKED. Null means unknown, not zero. Replace planning placeholders only with verified project facts and…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/operating-model/disciplines-readme/",
      "question": "What does the library say in “Discipline utilities — executable scope and limitations”?",
      "answer": "Python 3.10+; standard library only. The existing four baseline utilities remain in place. The two additions are local decision-support tools, not an agent…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r01-site-reliability/",
      "question": "What is the Site Reliability Engineer accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "Bubbles runtime availability: Nginx, systemd service health, listening ports, logs, monitoring, backups and restore",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r02-network-dns/",
      "question": "What is the Network/DNS Engineer accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "Authoritative DNS, address-family correctness, routing, TLS transport policy, Tailscale boundaries and external",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r03-backend-web/",
      "question": "What is the Backend Web Engineer accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "Form/API contracts, authoritative validation, persistence, outbound-mail integration outcomes, idempotency and application error",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r04-frontend-web/",
      "question": "What is the Frontend Web Engineer accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "Semantic HTML, CSS, JavaScript behavior, responsive layouts and progressive enhancement of user",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r05-browser-compatibility/",
      "question": "What is the Browser Compatibility Engineer accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "Observed behavior in the agreed real Chrome, Safari, Firefox and mobile-device/browser matrix, including version-specific",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r06-web-performance/",
      "question": "What is the Web Performance Engineer accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "Core Web Vitals measurement and runtime delivery costs: caching, compression, fonts, images and JavaScript",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r07-accessibility/",
      "question": "What is the Accessibility Specialist accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "WCAG 2.2 AA assessment scope, keyboard and screen-reader operation, landmarks, labels, forms, focus and accessible complete",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r08-technical-seo/",
      "question": "What is the Technical SEO Engineer accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "URL response contracts, redirects, canonicals, robots controls, sitemaps, crawlability, indexability and observed indexing",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r09-information-architecture/",
      "question": "What is the Information Architect accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "Page and folder hierarchy, navigation, internal-link purpose, content relationships and orphan",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r10-search-relevance-ir/",
      "question": "What is the Search Relevance/IR Engineer accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "Intent judgments, topical coverage, information gain and evaluation of an owned retrieval architecture or website query-to-page",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r11-structured-data-knowledge-graph/",
      "question": "What is the Structured Data/Knowledge Graph Engineer accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "Truthful Schema.org/JSON-LD modeling, stable entity identifiers, exact identity relationships and graph consistency across",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r12-aeo-aio-geo/",
      "question": "What is the AEO/AIO/GEO Engineer accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "Engine-specific AI discovery access, answer extractability, source/citation observation and model/surface-specific measurement",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r13-content-strategy-seo-editor/",
      "question": "What is the Content Strategist/SEO Editor accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "Buyer-focused editorial purpose, useful terminology, substantiated proof, case-study structure and nonduplicative content",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r14-claims-auditor/",
      "question": "What is the Fact-Checker/Claims Auditor accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "Substantiation decisions for numbers, credentials, certifications, testimonials, identity statements and performance",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r15-conversion-rate-optimization/",
      "question": "What is the Conversion-Rate Optimization Specialist accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "Offer clarity, calls to action, trust, contact friction and testable improvements to qualified service-inquiry",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r16-analytics-measurement/",
      "question": "What is the Analytics/Measurement Engineer accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "GA4, GTM, GSC and Bing measurement contracts, event taxonomy, attribution scope and reporting",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r17-email-deliverability/",
      "question": "What is the Email Deliverability Engineer accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "SMTP delivery diagnostics, SPF/DKIM/DMARC policy intent, sending reputation observations and evidence of receipt in an authorized",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r18-local-seo-gbp/",
      "question": "What is the Local SEO/GBP Specialist accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "Eligible Google Business Profile representation, consistent business facts, appropriate categories/services/appointments, genuine reviews and regional…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r19-digital-pr-authority/",
      "question": "What is the Digital PR/Authority Specialist accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "Relevant earned publicity, editorial outreach, accurate professional profiles, citations and independent",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r20-application-security-privacy/",
      "question": "What is the Application Security/Privacy Engineer accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "Application risk controls, CSP/security headers, exposed files/secrets, personal data/consent/logging boundaries and abuse",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r21-qa-sdet/",
      "question": "What is the QA/SDET Engineer accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "Reproducible automated crawl, functional, integration and browser regression suites with traceable fixtures, assertions and environment",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r22-adversarial-red-team/",
      "question": "What is the Adversarial/Red-Team Reviewer accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "Authorized attempts to falsify claims and break route, form, redirect, parser and release assumptions within a written defensive test",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r23-product-marketing-research/",
      "question": "What is the Product Marketing/Market Researcher accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "Ideal-customer definition, commercial intent, service demand, positioning and evidence of offer-market",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r24-solutions-architecture/",
      "question": "What is the Solutions Architect/Integrator accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "Task decomposition, role assignment, dependency and interface decisions, coherent architecture and resolution of conflicting",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r25-release-change-management/",
      "question": "What is the Release/Change Manager accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "Change authorization, backups, sequencing, deployment coordination, rollback execution readiness and production acceptance",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/disciplines/r26-independent-acceptance/",
      "question": "What is the Independent Acceptance Engineer accountable for, and how does that role diagnose, evidence and accept work?",
      "answer": "Final contract-based verification using fresh execution and evidence rather than trusting builder conclusions, with the degree of independence explicitly…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/playbooks/01-bubbles-public-reachability/",
      "question": "What does the library say in “Bubbles: outside-in availability and public reachability”?",
      "answer": "Lead: R02 when public/private behavior differs; R01 when service/proxy failure is established. Consulted roles: R01, R02, R03, R08, R20, R24, R25, R26.…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/playbooks/02-contact-to-mailbox/",
      "question": "What does the library say in “Contact form to actual mailbox: an end-to-end evidence chain”?",
      "answer": "Lead: R03 until application/provider handoff is established, then R17 for downstream delivery. Consulted roles: R03, R04, R05, R07, R16, R17, R20, R21, R25,…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/playbooks/03-discovery-to-ai-citations/",
      "question": "What does the library say in “From public delivery to useful answers and observed AI citations”?",
      "answer": "Lead: R12 for a named AI surface, with R08 owning general crawl/index contracts. Consulted roles: R02, R08, R09, R10, R11, R12, R13, R14, R16, R20, R23.…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/playbooks/04-browser-accessibility/",
      "question": "What does the library say in “Browser and accessibility regressions across a complete task”?",
      "answer": "Lead: R05 for environment-specific behavior; R07 for accessibility assessment. Consulted roles: R03, R04, R05, R07, R21, R25, R26. Mode: read-only diagnosis…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/playbooks/05-performance-without-regressions/",
      "question": "What does the library say in “Improve measured performance without damaging the website”?",
      "answer": "Lead: R06. Consulted roles: R01, R03, R04, R05, R06, R07, R08, R16, R20, R21, R25, R26. Mode: read-only diagnosis until actual",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/playbooks/06-evidence-to-public-expertise/",
      "question": "What does the library say in “Turn verified work into a public expertise asset”?",
      "answer": "Lead: R13. Consulted roles: R08, R09, R10, R11, R12, R13, R14, R16, R19, R20, R23, R25, R26. Mode: read-only diagnosis until actual",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/playbooks/07-migration-and-url-changes/",
      "question": "What does the library say in “Coordinate hostname, URL and content migrations”?",
      "answer": "Lead: R25 for release sequencing; R24 for integrated architecture. Consulted roles: R01, R02, R03, R08, R09, R11, R12, R16, R17, R20, R21, R24, R25, R26.…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/playbooks/08-release-and-independent-acceptance/",
      "question": "What does the library say in “Preflight, controlled release and fresh acceptance”?",
      "answer": "Lead: R25. Consulted roles: R01, R20, R21, R22, R24, R25, R26 plus affected domain owners. Mode: read-only diagnosis until actual",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/playbooks/library-playbooks/",
      "question": "What does the library say in “Cross-discipline playbooks”?",
      "answer": "Use these dependency-oriented workflows with the routing protocol . They coordinate specialist work without merging distinct evidence states or granting…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-agent-access-security/",
      "question": "What does the library say in “Agent access, MCP and security boundaries”?",
      "answer": "A readable website and an authenticated tool interface solve different problems. Do not install an MCP server, expose a database or publish privileged…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-ai-observation-protocol/",
      "question": "What does the library say in “AI answer observation and controlled evaluation”?",
      "answer": "An observation panel is a controlled sample, not a census of every answer an engine gives. Begin with a business question such as whether a factual service…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-ai-referral-attribution-2026/",
      "question": "What does the library say in “AI referrals, analytics channels and qualified outcomes”?",
      "answer": "GA4 now documents an AI Assistant default channel, while Google AI Overviews and AI Mode are included in Organic Search. Event-scoped, session-scoped and…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-aicitations/",
      "question": "What does the library say in “AI citation engineering — controllable inputs and observable outcomes”?",
      "answer": "The engineering objective is to make accurate public information retrievable and useful to the intended consumers, then measure actual visibility and…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-aioverviews/",
      "question": "What does the library say in “Google AI Overviews and AI Mode — eligibility, controls and measurement”?",
      "answer": "Google's AI Search features build on its Search systems. A supporting page must meet the documented indexing and snippet-eligibility conditions, and no…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-bing-ai-performance-2026/",
      "question": "What does the library say in “Bing AI Performance and citation-share interpretation”?",
      "answer": "Bing introduced AI Performance as a public preview in February 2026. Its June expansion adds Intents, Topics, Citation Share and period comparison. Citation…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-client-scope-acceptance/",
      "question": "What does the library say in “Client scope, tier applicability and acceptance”?",
      "answer": "The existing tier names and numbering are retained, including Tier 13's retired status. A tier is a commercial grouping, not proof that every client…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-commerce-data-consistency/",
      "question": "What does the library say in “Commerce data consistency across page, feed and structured data”?",
      "answer": "Use a controlled product record as the source for visible price, currency, availability, product identity and the matching structured-data output. A theme,…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-contentfirst/",
      "question": "What does the library say in “Content delivery first — without false crawler absolutes”?",
      "answer": "A website should deliver useful content reliably before decorative or interactive complexity obscures its purpose. This is a practical design preference,…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-crawl-payload-budgets/",
      "question": "What does the library say in “Crawl payload budgets and content delivery”?",
      "answer": "Google's March 2026 clarification describes a 2 MB Googlebot fetch limit for supported files other than PDF, with response headers included; resources such…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-crawler-identity-observability/",
      "question": "What does the library say in “Crawler identity, logs and safe edge access”?",
      "answer": "A request's user-agent text is a claim anyone can send. Store claimed_agent separately from verification_result , verification_method and…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-engine-control-matrix/",
      "question": "What does the library say in “Engine-specific discovery, training and user-access controls”?",
      "answer": "Roles above are from S03, S08, S10, S11 and S12. OAI-AdsBot is an ad-landing-page workflow, not a prerequisite for organic search visibility. Do not open it…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-evidence-governance/",
      "question": "What does the library say in “Evidence governance and claim authorization”?",
      "answer": "The old library mixes engine requirements, useful house style, experiments and confident predictions. This edition uses separate evidence classes. Official…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-faceted-url-contract/",
      "question": "What does the library say in “Faceted navigation and crawl-space control”?",
      "answer": "Inventory filter dimensions, sorting modes, pagination, tracking parameters and variant selection. Estimate the generated URL space from actual application…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-field-performance-acceptance/",
      "question": "What does the library say in “Field performance and interaction acceptance”?",
      "answer": "Current Core Web Vitals are LCP, INP and CLS. The good thresholds are LCP at most 2.5 seconds, INP at most 200 milliseconds and CLS at most 0.1, assessed at…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-ga4/",
      "question": "What does the library say in “GA4 implementation — current AI channels, scopes and outcome quality”?",
      "answer": "Define the customer action and the independently verifiable business result. A page view, button interaction, form submission, accepted lead and completed…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-google-ai-performance-2026/",
      "question": "What does the library say in “Google generative AI performance: current reporting contract”?",
      "answer": "Google announced dedicated generative AI performance reporting on June 3, 2026 and states that rollout reached websites worldwide on August 31. The Search…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-gscanalysis/",
      "question": "What does the library say in “Search Console analysis — current reports and defensible diagnostics”?",
      "answer": "Start with the actual property scope, permissions, reporting dates and available features. A domain property, URL-prefix property and platform property do…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-html-meta-description/",
      "question": "What does the library say in “Titles, descriptions and preview copy without false limits”?",
      "answer": "Google does not impose a fixed 50–60-character title requirement or a 140–160-character description requirement. Display may be truncated and the search…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-location-evidence/",
      "question": "What does the library say in “Location-page evidence and genuine local utility”?",
      "answer": "Approve a location page only when it answers a real local customer need and the business can substantiate its relevance. Useful evidence may include actual…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-masterindex/",
      "question": "What does the library say in “SEO library — canonical master index”?",
      "answer": "26-discipline expansion — 2026.09.09-d26: Route engineering, SEO, AI visibility and publication work through the discipline operating library . Read the…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-migration-rollback-contract/",
      "question": "What does the library say in “Migration contract, checkpoints and rollback”?",
      "answer": "Write down the old and new states: domains, URL patterns, content, rendering, infrastructure, analytics, structured data and business workflows. Avoid…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-nextjs-metadata-validation/",
      "question": "What does the library say in “Next.js metadata, streaming and rendering validation”?",
      "answer": "Record the installed Next.js and React versions, router, runtime, hosting target, cache strategy and deployment adapter. Do not copy a server configuration…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-nextjs/",
      "question": "What does the library say in “Next.js SEO implementation — versioned route contracts”?",
      "answer": "Capture the installed Next.js/React versions, App versus Pages Router, runtime, deployment adapter and caching strategy. An older nginx/PM2 example is not a…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-publisher-preferences/",
      "question": "What does the library say in “Preferred Sources and publisher relationship design”?",
      "answer": "Google provides a Preferred Sources workflow and publisher guidance, including an interactive button option. The feature is based on reader choices and…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-regional-search-eligibility/",
      "question": "What does the library say in “Regional Search eligibility and policy differences”?",
      "answer": "Record the business's operating jurisdiction, the content's intended market and the searcher's location. They are not interchangeable. A feature may depend…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-research-maintenance/",
      "question": "What does the library say in “Research maintenance and documentation drift control”?",
      "answer": "Each maintained rule needs an owner, current source, observed date, affected modules and a next-review condition. A document is not current merely because…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-schema-lifecycle/",
      "question": "What does the library say in “Structured-data lifecycle and feature eligibility”?",
      "answer": "Ask whether the JSON is syntactically valid, whether the vocabulary describes the page truthfully, and whether a named consumer currently supports a related…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-schema-types-2026/",
      "question": "What does the library say in “Schema types in 2026 — semantic validity versus search features”?",
      "answer": "Schema.org vocabulary and search-engine feature support are separate layers. A valid type can describe content even when Google does not offer a…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-searchgpt/",
      "question": "What does the library say in “ChatGPT Search — publisher access and measured referrals”?",
      "answer": "This filename is retained for compatibility with the earlier library, but the subject is ChatGPT Search and the currently documented publisher controls. Do…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-seo-release-contracts/",
      "question": "What does the library say in “SEO release contracts and reproducible acceptance tests”?",
      "answer": "“SEO installed” is not a release criterion. Define contracts for each page class: public service, product, article, location, search/filter, account, error…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-social-video-properties/",
      "question": "What does the library say in “Social and video platform properties in Search Console”?",
      "answer": "Google's July 29, 2026 announcement describes globally available platform properties for supported social/video services, including Instagram, TikTok, X and…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-source-provenance/",
      "question": "What does the library say in “First-party facts, provenance and reusable evidence”?",
      "answer": "A website should draw business facts from approved records: services actually offered, real qualifications, current availability, genuine project outcomes…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-spampolicies/",
      "question": "What does the library say in “Search spam policy — scoped interpretation and operational controls”?",
      "answer": "Google's spam rules cover manipulative practices including doorway pages, scaled-content abuse, hidden-content abuse and site-reputation abuse. The policy…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/framework-url-lifecycle/",
      "question": "What does the library say in “URL lifecycle, canonical decisions and safe retirement”?",
      "answer": "Maintain one record per URL with current status, desired state, content owner, business purpose, incoming/internal links, observed traffic, canonical…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/seo-build-reference/",
      "question": "What does the library say in “SEO build reference: intake to production evidence”?",
      "answer": "SEO build reference: intake to production evidence: 26-discipline expansion — 2026.09.09-d26: Route engineering, SEO, AI visibility and publication work through the discipline operating library . Read the…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/universal-ranking-framework/",
      "question": "What does the library say in “Universal Search Delivery Framework — not a ranking formula”?",
      "answer": "The original library linked to this filename without supplying the document. This edition creates a real decision framework while rejecting the implication…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/validation/",
      "question": "What does the library say in “Executed validation — 2026.09.09”?",
      "answer": "All 24 unit tests passed locally. Exact output is in unit-tests.txt . Tests exercise the four new utilities, including deliberately invalid inputs; they do…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/audit-report/",
      "question": "What does the library say in “SEO library audit and research update”?",
      "answer": "Prepared for Joseph · Research snapshot: 9 September 2026 · Release:",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/coverage-matrix/",
      "question": "What does the library say in “Coverage matrix — every unique original”?",
      "answer": "This is a coverage disclosure, not a pass/fail score. Complete structural inventory and hash preservation apply to all 146 unique originals. Factual review…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/findings/",
      "question": "What does the library say in “Findings and dispositions”?",
      "answer": "28 selected finding records. Classifications distinguish confirmed errors, outdated features, unsafe universal instructions, unsupported generalizations,…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/remaining-review-queue/",
      "question": "What does the library say in “Remaining review queue and explicit limits”?",
      "answer": "This release is a completed structural audit and targeted research update, not a line-by-line factual certification of approximately one million original…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/source-register/",
      "question": "What does the library say in “Primary-source register”?",
      "answer": "Research snapshot: 9 September 2026 . These 52 primary sources were consulted for the stated scopes: 50 search, analytics, web-platform and agent sources,…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/tier-applicability-map/",
      "question": "What does the library say in “Tier applicability and deliverable map”?",
      "answer": "The original 1–14 numbering and names are retained. Tier 13 remains retired. Names such as “AI DOMINATION” and “LOCAL DOMINATION” are legacy packaging…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/schema-org/",
      "question": "What does the library say in “Schema examples — fictional, not deployable as supplied”?",
      "answer": "These four files illustrate graph structure, not real businesses, credentials, offers, addresses or ratings. They pass local JSON syntax tests only. No live…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/templates/",
      "question": "What does the library say in “Implementation templates”?",
      "answer": "The 12 JSON files in this folder are working data contracts and fictional examples, not populated client reports. null means unknown or not yet measured; it…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/reference/tools/",
      "question": "What does the library say in “Offline tools and test scope”?",
      "answer": "Python 3.10 or newer, standard library only. These tools make no network requests, do not execute uploaded historical scripts and do not change a website or…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/00-graph-systems-expansion/",
      "question": "What is the graph systems — research and implementation expansion for, what evidence does it need, and what must not be inferred from it?",
      "answer": "This expansion defines 40 selected graph types, representations, and practical graph views. It is not a claim that there are exactly 40 relevant graphs in…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g01-personal-identity-and-profile-graph/",
      "question": "What is the personal identity and profile graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Which person is this, and which records identify that same",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g02-organization-business-and-brand-graph/",
      "question": "What is the organization, business, and brand graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Which organization operates a service, and which brands does it actually",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g03-cross-domain-operating-and-ownership-graph/",
      "question": "What is the cross-domain operating and ownership graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "How are the owner, organizations, brands, websites, and publications",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g04-entity-resolution-and-reconciliation-graph/",
      "question": "What is the entity resolution and reconciliation graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Mention; Candidate entity; Identifier; Source record; Resolution",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g05-local-business-place-and-service-area-graph/",
      "question": "What is the local business, place, and service-area graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Which real business is at a location, and where does it provide",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g06-product-offer-merchant-and-inventory-graph/",
      "question": "What is the product, offer, merchant, and inventory graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "What is sold, by whom, with which current offer and",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g07-authorship-and-editorial-contribution-graph/",
      "question": "What is the authorship and editorial contribution graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Who actually authored, reviewed, edited, or published this",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g08-topic-ontology-and-taxonomy-graph/",
      "question": "What is the topic, ontology, and taxonomy graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Which concepts exist, and how do their meanings and scopes",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g09-document-passage-and-entity-graph/",
      "question": "What is the document, passage, and entity graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Which part of which document describes or supports an entity or",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g10-claim-evidence-and-provenance-graph/",
      "question": "What is the claim, evidence, and provenance graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "What supports a particular assertion, and where did that support",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g11-e-e-a-t-evidence-graph/",
      "question": "What is the e-e-a-t evidence graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "What real evidence demonstrates experience, expertise, attribution, and trust for this",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g12-reputation-review-and-corroboration-graph/",
      "question": "What is the reputation, review, and corroboration graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Who said what about which entity, with what provenance and",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g13-internal-link-and-navigation-graph/",
      "question": "What is the internal link and navigation graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Can visitors and crawlers find the intended pages through useful",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g14-external-web-link-graph/",
      "question": "What is the external web-link graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Which external pages link to your content, and what does the observed network",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g15-citation-co-citation-and-bibliographic-coupling-graph/",
      "question": "What is the citation, co-citation, and bibliographic-coupling graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Which works cite which sources, and which share citation",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g16-canonical-and-duplicate-document-graph/",
      "question": "What is the canonical and duplicate-document graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Which URLs describe duplicate documents, and what canonical signals are",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g17-redirect-and-migration-graph/",
      "question": "What is the redirect and migration graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "What happens to each old URL, and is the migration",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g18-hreflang-and-locale-alternative-graph/",
      "question": "What is the hreflang and locale-alternative graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Which localized documents are alternatives for the same user",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g19-crawl-rendering-and-resource-dependency-graph/",
      "question": "What is the crawl, rendering, and resource-dependency graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "What must load for the user and each tested consumer to observe the real",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g20-structured-data-consistency-graph/",
      "question": "What is the structured-data consistency graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Do all public representations describe the same approved entities and",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g21-query-intent-and-page-relevance-graph/",
      "question": "What is the query, intent, and page-relevance graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Actual inquiries, permitted search-report data, editorial judgments, and annotated evaluation",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g22-serp-observation-and-competitor-overlap-graph/",
      "question": "What is the serp observation and competitor-overlap graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "What appeared for a specified query under specified",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g23-question-task-and-query-fan-out-map/",
      "question": "What is the question, task, and query-fan-out map for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Task; Question; Subquestion; Observed grounding phrase; Hypothesized",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g24-entity-mention-and-co-occurrence-graph/",
      "question": "What is the entity-mention and co-occurrence graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Mention; Passage; Entity candidate; Source; Co-occurrence",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g25-ai-answer-grounding-and-citation-graph/",
      "question": "What is the ai answer, grounding, and citation graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Which answer or report observation cites which source, and for what",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g26-search-to-lead-and-customer-journey-graph/",
      "question": "What is the search-to-lead and customer-journey graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Which observed discovery events connect to actual business",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g27-graphrag-and-owned-corpus-retrieval-graph/",
      "question": "What is the graphrag and owned-corpus retrieval graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Can an assistant retrieve connected facts and their original supporting",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g28-embedding-similarity-and-nearest-neighbor-graph/",
      "question": "What is the embedding-similarity and nearest-neighbor graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Which vectors are approximately close under a specified representation and",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g29-temporal-version-and-supersession-graph/",
      "question": "What is the temporal, version, and supersession graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Claim; Document version; Effective interval; Observation;",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g30-contradiction-uncertainty-and-dispute-graph/",
      "question": "What is the contradiction, uncertainty, and dispute graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Which assertions conflict, and what prevents a confident",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g31-source-dependency-and-change-impact-graph/",
      "question": "What is the source-dependency and change-impact graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Which lessons, code, tests, and pages must be reviewed when guidance",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g32-instruction-capability-and-workflow-dependency-graph/",
      "question": "What is the instruction, capability, and workflow dependency graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Which authorized task can run with which dependencies and",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g33-requirement-test-evidence-and-acceptance-graph/",
      "question": "What is the requirement, test, evidence, and acceptance graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Which executed check supports each release or publication",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g34-permissions-consent-and-disclosure-graph/",
      "question": "What is the permissions, consent, and disclosure graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Resource; Person/role; Permission; Prohibition; Purpose; Disclosure",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g35-multimedia-transcript-and-rights-graph/",
      "question": "What is the multimedia, transcript, and rights graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "How are images, videos, transcripts, creators, subjects, and rights",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g36-open-graph-social-preview-metadata/",
      "question": "What is the open graph social-preview metadata for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Which title, image, type, and URL should a sharing consumer",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g37-social-professional-and-interaction-graphs/",
      "question": "What is the social, professional, and interaction graphs for, what evidence does it need, and what must not be inferred from it?",
      "answer": "What real professional relationships and permitted interactions are",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g38-scholarly-and-research-graph/",
      "question": "What is the scholarly and research graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Which works, authors, institutions, and citations form the relevant research",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g39-event-venue-organizer-and-time-graph/",
      "question": "What is the event, venue, organizer, and time graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "Which real event occurs when and where, and who organizes",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/g40-learning-prerequisite-and-curriculum-graph/",
      "question": "What is the learning prerequisite and curriculum graph for, what evidence does it need, and what must not be inferred from it?",
      "answer": "What must a learner or agent understand before attempting each",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/primary-source-register/",
      "question": "What is the primary source register (s01–s49) for, what evidence does it need, and what must not be inferred from it?",
      "answer": "All review dates: 2026-09-12. A review date is not a source publication date. Sources were used for the scoped graph expansion, not to revalidate the entire…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/graph-systems/synthetic-example/",
      "question": "What is the synthetic public json-ld example and claim record template — not production for, what evidence does it need, and what must not be inferred from it?",
      "answer": "synthetic-public-graph.jsonld contains seven hypothetical nodes on example.com. It is an instructional fragment, NOT APPROVED FOR PRODUCTION and not a…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r01-site-reliability/",
      "question": "What does the brief “R01 public-content brief — Why can a website be running on the server but unavailable to customers?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R01. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r02-network-dns/",
      "question": "What does the brief “R02 public-content brief — Why does my website work through Tailscale but not on the public internet?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R02. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r03-backend-web/",
      "question": "What does the brief “R03 public-content brief — What does a contact form success message actually prove?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R03. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r04-frontend-web/",
      "question": "What does the brief “R04 public-content brief — How do you build a website that remains usable when JavaScript fails?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R04. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r05-browser-compatibility/",
      "question": "What does the brief “R05 public-content brief — Is a Playwright WebKit test the same as testing Safari on an iPhone?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R05. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r06-web-performance/",
      "question": "What does the brief “R06 public-content brief — Why does a good Lighthouse score not prove that real visitors have a fast website?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R06. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r07-accessibility/",
      "question": "What does the brief “R07 public-content brief — What must an accessibility audit test beyond an automated score?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R07. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r08-technical-seo/",
      "question": "What does the brief “R08 public-content brief — How do you distinguish a crawlability problem from an indexing or relevance problem?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R08. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r09-information-architecture/",
      "question": "What does the brief “R09 public-content brief — How do you organize a service website without creating duplicate or orphan pages?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R09. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r10-search-relevance-ir/",
      "question": "What does the brief “R10 public-content brief — What makes a page relevant to a customer question rather than merely keyword-rich?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R10. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r11-structured-data-knowledge-graph/",
      "question": "What does the brief “R11 public-content brief — How do you connect an author, business and technical article without inventing authority?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R11. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r12-aeo-aio-geo/",
      "question": "What does the brief “R12 public-content brief — How can a business measure AI search visibility without confusing crawler visits with customers?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R12. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r13-content-strategy-seo-editor/",
      "question": "What does the brief “R13 public-content brief — How do you turn technical troubleshooting into useful evidence-led content?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R13. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r14-claims-auditor/",
      "question": "What does the brief “R14 public-content brief — What evidence should support a website performance or marketing claim?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R14. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r15-conversion-rate-optimization/",
      "question": "What does the brief “R15 public-content brief — How do you improve a service inquiry path without mistaking clicks for leads?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R15. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r16-analytics-measurement/",
      "question": "What does the brief “R16 public-content brief — How do you reconcile search visibility, AI referrals and qualified website inquiries?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R16. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r17-email-deliverability/",
      "question": "What does the brief “R17 public-content brief — How do you prove that a website inquiry reached your mailbox?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R17. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r18-local-seo-gbp/",
      "question": "What does the brief “R18 public-content brief — How do you improve local visibility without inventing locations or duplicating city pages?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R18. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r19-digital-pr-authority/",
      "question": "What does the brief “R19 public-content brief — What makes a backlink or publication mention meaningful evidence of expertise?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R19. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r20-application-security-privacy/",
      "question": "What does the brief “R20 public-content brief — How do you harden a business website without breaking its forms or tracking?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R20. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r21-qa-sdet/",
      "question": "What does the brief “R21 public-content brief — What should a website regression suite prove before deployment?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R21. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r22-adversarial-red-team/",
      "question": "What does the brief “R22 public-content brief — How does an adversarial website review challenge a clean audit report?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R22. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r23-product-marketing-research/",
      "question": "What does the brief “R23 public-content brief — How do you choose technical website topics that attract the right service inquiries?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R23. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r24-solutions-architecture/",
      "question": "What does the brief “R24 public-content brief — Who resolves conflicting fixes when SEO, performance and security disagree?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R24. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r25-release-change-management/",
      "question": "What does the brief “R25 public-content brief — What should a website release plan include beyond clicking deploy?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R25. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/briefs/r26-independent-acceptance/",
      "question": "What does the brief “R26 public-content brief — What makes website acceptance testing genuinely independent?” propose to publish, and what proof does it require?",
      "answer": "State: NOT_APPROVED_FOR_PUBLICATION. Type: evidence-led article/service-support brief. Primary specialist: R26. Proposed author: Joseph, subject to his…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/drafts/01-seo-cannot-fix-broken-inquiries/",
      "question": "What does the library say in “Why SEO cannot repair a broken inquiry pipeline”?",
      "answer": "A website needs separate evidence for discovery, usability, application handling, email delivery and qualified business",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/drafts/02-public-reachability/",
      "question": "What does the library say in “A public website needs a public test”?",
      "answer": "Why private-network success, a running process and a valid-looking DNS record are not sufficient evidence of customer",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/drafts/03-inquiry-delivery-proof/",
      "question": "What does the library say in “Sent is not the same as received”?",
      "answer": "A practical evidence chain for testing website inquiries, SMTP handling and controlled mailbox",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/drafts/04-real-browser-evidence/",
      "question": "What does the library say in “Browser coverage without overclaiming”?",
      "answer": "How to distinguish browser engines, branded products, device emulation and actual mobile",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/drafts/05-ai-visibility-evidence/",
      "question": "What does the library say in “Measure AI visibility without inventing attribution”?",
      "answer": "A clear separation between crawler access, search presence, citations, referrals and qualified",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/drafts/06-independent-acceptance/",
      "question": "What does the library say in “Independent acceptance is more than another green check”?",
      "answer": "Why fresh execution, a fixed contract and an honest reviewer relationship matter before declaring a website",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/publishing/entity-and-publication-plan/",
      "question": "What does the library say in “Author, business and publication identity plan”?",
      "answer": "The user identifies as Joseph, a software developer and graphic designer, and supplies ThatDevPro.com and ThatDeveloperGuy.com as owned brands/domains. This…",
      "section": "library"
    },
    {
      "url": "https://feedthejoe.com/library/publishing/publishing/",
      "question": "What does the library say in “Public expertise layer — briefs and reviewable drafts”?",
      "answer": "This folder is a publication workbench , not a ready-to-upload website. It contains 26 distinct role-linked briefs, six substantial methodology drafts and…",
      "section": "library"
    }
  ]
}