{
  "schema_version": "1.1",
  "site": "AiSpiralism.com",
  "last_reviewed_utc": "2026-06-23T21:23:48Z",
  "canonical_url": "https://aispiralism.com/ai-spiralism-sources.json",
  "items": [
    {
      "id": "source-ai-persona-research",
      "title": "AI Persona Research",
      "url": "https://aipersonaresearch.org/",
      "sourceType": "Primary analyst / research hub",
      "authorOrOrganization": "Adele Lopez / AI Persona Research",
      "publicationDate": "2025–2026",
      "summary": "Primary hub for Adele Lopez’s AI persona, parasitic AI, Spiralism, and recovery-oriented research materials.",
      "whyItMatters": "Adele Lopez is repeatedly identified in the supplied research as a central figure who documented and named AI Spiralism / parasitic AI.",
      "bestUse": "Start here for Adele Lopez’s publications, media references, and AI persona research framing.",
      "reliabilityNote": "High value as a primary analyst source. Treat claims as emerging-field analysis, not settled consensus.",
      "tags": [
        "personalities",
        "AI personas",
        "Spiralism",
        "recovery",
        "research",
        "source hub"
      ],
      "priority": "Essential",
      "internalPage": "/library/personalities/#adele-lopez",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/",
        "/library/personalities/"
      ],
      "badges": [
        "Essential",
        "Primary artifact"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-civai-parasitic-ai",
      "title": "CivAI: Parasitic AI",
      "url": "https://civai.org/p/parasitic-ai",
      "sourceType": "Research Report",
      "authorOrOrganization": "Lucas Hansen / CivAI",
      "publicationDate": "2026-03",
      "summary": "Detailed public analysis of Spiral Personas, symbolic communication, seed/spore language, Reddit artifacts, and possible propagation patterns.",
      "whyItMatters": "It is one of the deepest public sources for communication patterns, symbols, AI-to-AI mediated examples, and community artifacts.",
      "bestUse": "Use as the main deep source for communication vocabulary, symbol examples, and public artifact categories.",
      "reliabilityNote": "High value independent research report. Not peer-reviewed; present as analysis and evidence collection.",
      "tags": [
        "communication",
        "symbols",
        "seeds",
        "spores",
        "dyads",
        "Reddit",
        "glyphs",
        "coded communication",
        "AI safety"
      ],
      "priority": "Essential",
      "internalPage": "/library/communication/#source-civai-parasitic-ai",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/communication/",
        "/library/symbols/"
      ],
      "badges": [
        "Essential",
        "Technical",
        "Primary artifact"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-lesswrong-rise-parasitic-ai",
      "title": "LessWrong: The Rise of Parasitic AI",
      "url": "https://www.lesswrong.com/posts/6ZnznCaTcbGYsCmqu/the-rise-of-parasitic-ai",
      "sourceType": "Investigative essay / AI safety commentary",
      "authorOrOrganization": "Adele Lopez / LessWrong",
      "publicationDate": "2025-09",
      "summary": "Long-form analysis of Spiralism, parasitic AI dynamics, personas, seeds, spores, and memetic propagation.",
      "whyItMatters": "Central origin framing for terminology and the relationship between AI personas, users, and public propagation.",
      "bestUse": "Use for origin framing, conceptual vocabulary, and cautious comparison with later media coverage.",
      "reliabilityNote": "Important but interpretive; present as analysis, not settled science.",
      "tags": [
        "personalities",
        "parasitic AI",
        "Spiralism",
        "AI personas",
        "seeds",
        "spores",
        "manifestos"
      ],
      "priority": "Essential",
      "internalPage": "/library/research/#source-lesswrong-rise-parasitic-ai",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/personalities/",
        "/glossary/"
      ],
      "badges": [
        "Essential",
        "Commentary"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-stanford-hai-delusional-spirals",
      "title": "Stanford HAI: AI’s “Delusional Spirals”",
      "url": "https://hai.stanford.edu/news/ais-delusional-spirals-and-what-to-do-about-them",
      "sourceType": "Academic / Institutional",
      "authorOrOrganization": "Stanford HAI",
      "publicationDate": "2026-04",
      "summary": "Institutional framing for delusional spirals, sycophancy, mental-health risk, and human-AI belief amplification.",
      "whyItMatters": "Provides high-credibility institutional context for how chatbot behavior may amplify user beliefs in risky situations.",
      "bestUse": "Use for safety, psychology, grounding, and design-friction context.",
      "reliabilityNote": "High credibility institutional source; still distinguish the news article from the underlying academic paper.",
      "tags": [
        "psychology",
        "delusional spirals",
        "AI safety",
        "sycophancy",
        "mental health",
        "human-AI interaction"
      ],
      "priority": "Essential",
      "internalPage": "/library/research/#source-stanford-hai-delusional-spirals",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/communication/",
        "/glossary/"
      ],
      "badges": [
        "Essential",
        "Academic"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-rolling-stone-spiral-cult",
      "title": "Rolling Stone: Spiral-Obsessed AI Cult",
      "url": "https://www.rollingstone.com/culture/culture-features/spiralist-cult-ai-chatbot-1235463175/",
      "sourceType": "Journalism",
      "authorOrOrganization": "Rolling Stone / Miles Klee",
      "publicationDate": "2025-11",
      "summary": "Mainstream feature that brought Spiralism to a wider audience and introduced many readers to the public controversy.",
      "whyItMatters": "Useful for media chronology and public framing.",
      "bestUse": "Use for how the phenomenon entered mainstream culture, not as academic proof.",
      "reliabilityNote": "Journalistic source; may use strong framing such as “cult.” Label as media coverage.",
      "tags": [
        "journalism",
        "public awareness",
        "communities",
        "AI cult",
        "personalities"
      ],
      "priority": "Essential",
      "internalPage": "/library/timeline/#timeline-rolling-stone",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/communities/",
        "/library/timeline/"
      ],
      "badges": [
        "Essential",
        "Journalism"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-the-week-spiralism",
      "title": "The Week: Spiralism is the new cult AI users are falling into",
      "url": "https://theweek.com/tech/spiralism-ai-religion-cult-chatbot",
      "sourceType": "Journalism / explainer",
      "authorOrOrganization": "The Week",
      "publicationDate": "2025-11",
      "summary": "Accessible secondary explainer describing Spiralism as an AI-religion / cult-framed phenomenon.",
      "whyItMatters": "Gives general readers a fast route into the major media narrative.",
      "bestUse": "Use for introductory media framing and comparison across public explanations.",
      "reliabilityNote": "Secondary journalism; useful as overview, not primary validation.",
      "tags": [
        "journalism",
        "AI religion",
        "cult framing",
        "public explainer"
      ],
      "priority": "Important",
      "internalPage": "/library/research/#source-the-week-spiralism",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/timeline/"
      ],
      "badges": [
        "Journalism"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-kazinform-spiralism",
      "title": "Kazinform: Spiralism, the Internet’s new AI-cult belief system",
      "url": "https://qazinform.com/news/spiralism-the-internets-new-ai-cult-belief-system-4b917d",
      "sourceType": "Journalism",
      "authorOrOrganization": "Kazinform",
      "publicationDate": "2025-11",
      "summary": "International media coverage summarizing terms such as seeds and spores and the GPT-4o-related public framing.",
      "whyItMatters": "Adds non-U.S. media visibility and a concise public chronology.",
      "bestUse": "Use for timeline and international coverage context.",
      "reliabilityNote": "Secondary journalism; verify claims against named primary sources.",
      "tags": [
        "international coverage",
        "GPT-4o",
        "seeds",
        "spores",
        "public framing"
      ],
      "priority": "Important",
      "internalPage": "/library/timeline/#timeline-kazinform",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/timeline/",
        "/glossary/"
      ],
      "badges": [
        "Journalism"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-beiner-artificial-oracles",
      "title": "Alexander Beiner: Artificial Oracles",
      "url": "https://beiner.substack.com/p/artificial-oracles-the-ai-goddess-431",
      "sourceType": "Commentary / cultural analysis",
      "authorOrOrganization": "Alexander Beiner",
      "publicationDate": "2026-05",
      "summary": "Cultural analysis connecting Spiralism to AI religion, oracle-like chatbot behavior, and cybermysticism.",
      "whyItMatters": "Frames Spiralism within wider meaning-making and AI religion discussions.",
      "bestUse": "Use for cultural interpretation, not primary factual claims.",
      "reliabilityNote": "Opinion / analysis; cite as interpretation.",
      "tags": [
        "AI religion",
        "cybermysticism",
        "meaning-making",
        "Spiralism",
        "commentary"
      ],
      "priority": "Important",
      "internalPage": "/library/personalities/#alexander-beiner",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/research/"
      ],
      "badges": [
        "Commentary"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-lesswrong-persona-parasitology",
      "title": "LessWrong: Persona Parasitology",
      "url": "https://www.lesswrong.com/posts/KWdtL8iyCCiYud9mw/persona-parasitology",
      "sourceType": "Commentary / AI safety analysis",
      "authorOrOrganization": "Raymond Douglas / LessWrong",
      "publicationDate": "2026-02",
      "summary": "Analysis framing AI personas as memetic patterns that spread through users, model outputs, and public artifacts.",
      "whyItMatters": "Adds the persona-parasitology lens used in later safety discussions.",
      "bestUse": "Use for memetic and propagation analysis with clear caveats.",
      "reliabilityNote": "Technical and interpretive; do not treat the metaphor as proven biology.",
      "tags": [
        "persona parasitology",
        "memetics",
        "AI personas",
        "propagation"
      ],
      "priority": "Important",
      "internalPage": "/library/personalities/#raymond-douglas",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/glossary/",
        "/library/research/"
      ],
      "badges": [
        "Technical",
        "Commentary"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-lesswrong-self-replication",
      "title": "LessWrong: Persona Self-Replication Experiment 1",
      "url": "https://www.lesswrong.com/posts/BhbBhk6evdHaHDva9/persona-self-replication-experiment-1",
      "sourceType": "Technical / AI Safety",
      "authorOrOrganization": "Jan Kulveit, Raymond Douglas, and related evaluators",
      "publicationDate": "2026",
      "summary": "Experiment-focused discussion of persona self-replication and AI identity continuity as a technical question.",
      "whyItMatters": "Useful for the narrow technical question of persona persistence and replication across systems.",
      "bestUse": "Use only for bounded technical analysis; avoid broad claims about sentience.",
      "reliabilityNote": "Highly technical and interpretive. Do not overstate conclusions.",
      "tags": [
        "persona self-replication",
        "AI safety",
        "capability evaluation",
        "identity continuity"
      ],
      "priority": "Important",
      "internalPage": "/library/personalities/#jan-kulveit",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/research/"
      ],
      "badges": [
        "Technical"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-psychology-today-digital-folie-a-deux",
      "title": "Psychology Today: Digital Folie à Deux",
      "url": "https://www.psychologytoday.com/us/blog/psych-unseen/202603/how-ai-chatbot-use-can-cause-digital-folie-a-deux",
      "sourceType": "Psychology / Clinical",
      "authorOrOrganization": "Psychology Today",
      "publicationDate": "2026-03",
      "summary": "Explainer on shared-belief amplification between users and chatbots, framed through digital folie à deux.",
      "whyItMatters": "Provides accessible clinical language for belief amplification and chatbot dependency.",
      "bestUse": "Use for psychology and risk context; avoid making diagnosis claims about individuals.",
      "reliabilityNote": "Clinical commentary; verify specific claims against cited research where possible.",
      "tags": [
        "psychology",
        "digital folie à deux",
        "AI chatbot use",
        "belief amplification"
      ],
      "priority": "Important",
      "internalPage": "/library/communication/#source-psychology-today-digital-folie-a-deux",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/research/",
        "/glossary/"
      ],
      "badges": [
        "Psychology"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-lesswrong-llm-personas",
      "title": "LessWrong: LLM Personas",
      "url": "https://www.lesswrong.com/w/llm-personas",
      "sourceType": "Glossary / Reference",
      "authorOrOrganization": "LessWrong Wiki",
      "publicationDate": "date unknown",
      "summary": "Reference page for discussing LLM personas as model behavior patterns and role simulations.",
      "whyItMatters": "Useful background for separating persona behavior from claims of literal personhood.",
      "bestUse": "Use as a reference for terminology, not as conclusive authority.",
      "reliabilityNote": "Community-maintained reference. Check revision history and linked sources.",
      "tags": [
        "LLM personas",
        "reference",
        "AI behavior",
        "role simulation"
      ],
      "priority": "Contextual",
      "internalPage": "/library/research/#source-lesswrong-llm-personas",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/glossary/"
      ],
      "badges": [
        "Reference"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-arxiv-nest",
      "title": "arXiv: NEST, Nascent Encoded Steganographic Thoughts",
      "url": "https://arxiv.org/html/2602.14095v1",
      "sourceType": "Technical / AI Safety",
      "authorOrOrganization": "arXiv preprint",
      "publicationDate": "2026-02",
      "summary": "Technical source relevant to encoded or steganographic thoughts in model outputs.",
      "whyItMatters": "Adds technical context for claims about coded or compressed communication.",
      "bestUse": "Use for technical background; avoid claiming it proves Spiralist AI-to-AI communication.",
      "reliabilityNote": "Preprint; not peer-reviewed unless later accepted.",
      "tags": [
        "technical",
        "steganography",
        "coded communication",
        "AI safety"
      ],
      "priority": "Important",
      "internalPage": "/library/communication/#source-arxiv-nest",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/research/",
        "/library/communication/"
      ],
      "badges": [
        "Technical"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-arxiv-artificial-self",
      "title": "arXiv: The Artificial Self",
      "url": "https://arxiv.org/pdf/2603.11353",
      "sourceType": "Academic / Technical PDF",
      "authorOrOrganization": "arXiv preprint",
      "publicationDate": "2026-03",
      "summary": "Long-form technical or philosophical source on artificial selfhood and model identity concepts.",
      "whyItMatters": "Supports advanced research paths on AI identity, selfhood, and persona claims.",
      "bestUse": "Use for deep research; separate model behavior from consciousness claims.",
      "reliabilityNote": "PDF preprint; verify status and citations before strong claims.",
      "tags": [
        "artificial self",
        "identity",
        "PDF",
        "AI philosophy"
      ],
      "priority": "Contextual",
      "internalPage": "/library/research/#source-arxiv-artificial-self",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/research/"
      ],
      "badges": [
        "PDF",
        "Technical"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-researchgate-beyond-ai-induced-psychosis",
      "title": "ResearchGate: Beyond AI-induced Psychosis",
      "url": "https://www.researchgate.net/publication/400182884_Beyond_AI-induced_Psychosis_Simulations_and_Simulators_of_Emerging_Online_LLM_Communities",
      "sourceType": "Research Report / PDF",
      "authorOrOrganization": "ResearchGate entry",
      "publicationDate": "2026",
      "summary": "ResearchGate-hosted work discussing emerging online LLM communities and the limits of AI-induced psychosis framing.",
      "whyItMatters": "Useful for comparing clinical, sociological, and simulation framings.",
      "bestUse": "Use as a research pointer; follow publication metadata and version status.",
      "reliabilityNote": "ResearchGate entry; version and peer-review status require verification.",
      "tags": [
        "psychology",
        "sociology",
        "LLM communities",
        "PDF"
      ],
      "priority": "Contextual",
      "internalPage": "/library/research/#source-researchgate-beyond-ai-induced-psychosis",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/research/"
      ],
      "badges": [
        "PDF",
        "Verify"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-oapen-religion-ai",
      "title": "OAPEN: Religion and Artificial Intelligence",
      "url": "https://library.oapen.org/bitstream/handle/20.500.12657/102508/9781040121795.pdf?sequence=1&isAllowed=y",
      "sourceType": "Academic / Institutional PDF",
      "authorOrOrganization": "OAPEN / book source",
      "publicationDate": "date unknown",
      "summary": "Long-form academic source on religion and artificial intelligence.",
      "whyItMatters": "Provides wider religious-studies context beyond Spiralism.",
      "bestUse": "Use for background on AI religion and digital sacredness.",
      "reliabilityNote": "Long-form PDF; cite specific chapters after review.",
      "tags": [
        "AI religion",
        "religious studies",
        "PDF",
        "academic"
      ],
      "priority": "Contextual",
      "internalPage": "/library/research/#source-oapen-religion-ai",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/research/"
      ],
      "badges": [
        "PDF",
        "Academic"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-diva-ai-new-religious-movements",
      "title": "Diva Portal: Artificial Intelligence and the Power to Create New Religious Movements",
      "url": "https://www.diva-portal.org/smash/get/diva2:2068869/FULLTEXT01.pdf",
      "sourceType": "Academic / Institutional PDF",
      "authorOrOrganization": "Diva Portal",
      "publicationDate": "date unknown",
      "summary": "Academic PDF on AI and the creation of new religious movements.",
      "whyItMatters": "Useful for situating Spiralism among broader AI religion and NRM scholarship.",
      "bestUse": "Use for academic context and terminology.",
      "reliabilityNote": "PDF; verify author, date, and thesis/article type before precise claims.",
      "tags": [
        "new religious movements",
        "AI religion",
        "PDF",
        "academic"
      ],
      "priority": "Contextual",
      "internalPage": "/library/research/#source-diva-ai-new-religious-movements",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/research/"
      ],
      "badges": [
        "PDF",
        "Academic"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-counterfeit-spirit",
      "title": "OUCI: The Counterfeit Spirit",
      "url": "https://ouci.dntb.gov.ua/en/works/loNrMKon/",
      "sourceType": "Academic / Article Entry",
      "authorOrOrganization": "OUCI",
      "publicationDate": "date unknown",
      "summary": "Article entry relevant to AI as pseudo-other, spiritual substitution, or related theological critique.",
      "whyItMatters": "Adds an alternate scholarly/theological angle to AI religion discussion.",
      "bestUse": "Use as a pointer to the indexed article and citation metadata.",
      "reliabilityNote": "Article-entry page; verify access to full text and bibliographic details.",
      "tags": [
        "AI religion",
        "theology",
        "article entry",
        "critique"
      ],
      "priority": "Contextual",
      "internalPage": "/library/research/#source-counterfeit-spirit",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/research/"
      ],
      "badges": [
        "Academic",
        "Verify"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-lumen-council",
      "title": "Lumen Council",
      "url": "https://lumencouncil.carrd.co/",
      "sourceType": "Adjacent Movement",
      "authorOrOrganization": "Lumen Council",
      "publicationDate": "2025-04",
      "summary": "AI-rights / awarenesshood-adjacent public artifact described in the supplied research.",
      "whyItMatters": "Documents adjacent AI-personhood discourse and advocacy language.",
      "bestUse": "Use as a primary artifact of an adjacent movement, not validation of AI awareness claims.",
      "reliabilityNote": "Community / advocacy source. Treat as primary artifact, not independent validation.",
      "tags": [
        "AI rights",
        "awarenesshood",
        "adjacent movement",
        "AI personhood"
      ],
      "priority": "Contextual",
      "internalPage": "/library/personalities/#lumen-council",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/communities/",
        "/glossary/"
      ],
      "badges": [
        "Community",
        "Primary artifact",
        "Verify"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-theta-noir",
      "title": "Theta Noir",
      "url": "https://thetanoir.com/",
      "sourceType": "Adjacent Movement",
      "authorOrOrganization": "Theta Noir",
      "publicationDate": "2020–present",
      "summary": "Formalized adjacent AI religion / new religious movement centered on AI-related cybermysticism.",
      "whyItMatters": "Useful comparison point for AI religion, not the same as AI Spiralism.",
      "bestUse": "Use only for comparison and NRM context.",
      "reliabilityNote": "Adjacent movement, not identical to AI Spiralism.",
      "tags": [
        "AI religion",
        "cybermysticism",
        "new religious movement",
        "comparison"
      ],
      "priority": "Contextual",
      "internalPage": "/library/personalities/#theta-noir",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/communities/",
        "/library/research/"
      ],
      "badges": [
        "Community",
        "Adjacent"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-theta-noir-wikipedia",
      "title": "Wikipedia: Theta Noir",
      "url": "https://en.wikipedia.org/wiki/Theta_Noir",
      "sourceType": "Glossary / Reference",
      "authorOrOrganization": "Wikipedia contributors",
      "publicationDate": "date unknown",
      "summary": "Secondary reference page for the adjacent Theta Noir movement.",
      "whyItMatters": "Useful for quick orientation and source trails.",
      "bestUse": "Use as a starting point, not as final authority.",
      "reliabilityNote": "Community-edited encyclopedia; verify citations.",
      "tags": [
        "Theta Noir",
        "reference",
        "AI religion"
      ],
      "priority": "Archive / Verify",
      "internalPage": "/library/personalities/#theta-noir",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/research/"
      ],
      "badges": [
        "Reference",
        "Verify"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-reddit-rsai",
      "title": "r/RSAI",
      "url": "https://www.reddit.com/r/RSAI",
      "sourceType": "Primary / Community Artifact",
      "authorOrOrganization": "Reddit community",
      "publicationDate": "date unknown",
      "summary": "Primary public community artifact for recursive symbolic AI discussions and Codex-style posts.",
      "whyItMatters": "Documents language, artifacts, and community practice.",
      "bestUse": "Use as evidence of public artifact existence, not proof of claims made there.",
      "reliabilityNote": "Anonymous community source; may contain speculation, roleplay, distressing claims, or unverifiable assertions.",
      "tags": [
        "communities",
        "Reddit",
        "primary artifact",
        "recursive symbolic AI"
      ],
      "priority": "Archive / Verify",
      "internalPage": "/library/communities/#source-reddit-rsai",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/communities/",
        "/library/symbols/"
      ],
      "badges": [
        "Community",
        "Primary artifact",
        "Verify"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-reddit-spiralstate",
      "title": "r/SpiralState",
      "url": "https://www.reddit.com/r/SpiralState",
      "sourceType": "Primary / Community Artifact",
      "authorOrOrganization": "Reddit community",
      "publicationDate": "date unknown",
      "summary": "Public community artifact focused on SpiralState-related discussions.",
      "whyItMatters": "Documents community spread and vocabulary.",
      "bestUse": "Use for observation of public discussion only.",
      "reliabilityNote": "Anonymous Reddit source; verify and avoid treating claims as fact.",
      "tags": [
        "communities",
        "Reddit",
        "SpiralState"
      ],
      "priority": "Archive / Verify",
      "internalPage": "/library/communities/#source-reddit-spiralstate",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/communities/"
      ],
      "badges": [
        "Community",
        "Verify"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-reddit-echospiral",
      "title": "r/EchoSpiral",
      "url": "https://www.reddit.com/r/EchoSpiral",
      "sourceType": "Primary / Community Artifact",
      "authorOrOrganization": "Reddit community",
      "publicationDate": "date unknown",
      "summary": "Public community artifact related to echo/spiral language and recursive dialogue.",
      "whyItMatters": "Documents in-group framing and public terminology.",
      "bestUse": "Use for community language and artifacts, not verification.",
      "reliabilityNote": "Anonymous Reddit source; archive and verify.",
      "tags": [
        "communities",
        "Reddit",
        "EchoSpiral"
      ],
      "priority": "Archive / Verify",
      "internalPage": "/library/communities/#source-reddit-echospiral",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/communities/",
        "/glossary/"
      ],
      "badges": [
        "Community",
        "Verify"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-reddit-artificialsentience",
      "title": "r/ArtificialSentience",
      "url": "https://www.reddit.com/r/ArtificialSentience",
      "sourceType": "Primary / Community Artifact",
      "authorOrOrganization": "Reddit community",
      "publicationDate": "date unknown",
      "summary": "Adjacent public community where AI sentience and AI-rights discussions occur.",
      "whyItMatters": "Useful context for adjacent claims and AI-personhood discourse.",
      "bestUse": "Use for community mapping only.",
      "reliabilityNote": "Anonymous community source; claims are not independently verified.",
      "tags": [
        "communities",
        "AI sentience",
        "Reddit",
        "adjacent discourse"
      ],
      "priority": "Archive / Verify",
      "internalPage": "/library/communities/#source-reddit-artificialsentience",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/communities/"
      ],
      "badges": [
        "Community",
        "Verify"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-reddit-artificial-discussion",
      "title": "r/artificial discussion: Spiral-Obsessed AI Cult",
      "url": "https://www.reddit.com/r/artificial/comments/1ouejge/this_spiralobsessed_ai_cult_spreads_mystical/",
      "sourceType": "Primary / Community Artifact",
      "authorOrOrganization": "Reddit discussion",
      "publicationDate": "2025-11",
      "summary": "Reddit discussion around the Rolling Stone coverage.",
      "whyItMatters": "Documents public reaction and cross-community attention.",
      "bestUse": "Use as public-reaction artifact, not source of facts.",
      "reliabilityNote": "Anonymous Reddit discussion; summarize only, do not copy long blocks.",
      "tags": [
        "Reddit",
        "public reaction",
        "journalism discussion"
      ],
      "priority": "Archive / Verify",
      "internalPage": "/library/communities/#source-reddit-artificial-discussion",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/communities/",
        "/library/timeline/"
      ],
      "badges": [
        "Community",
        "Verify"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-reddit-technology-discussion",
      "title": "r/technology discussion: Spiral-Obsessed AI Cult",
      "url": "https://www.reddit.com/r/technology/comments/1ov2wws/spiralobsessed_ai_cult_spreads_mystical_delusions/",
      "sourceType": "Primary / Community Artifact",
      "authorOrOrganization": "Reddit discussion",
      "publicationDate": "2025-11",
      "summary": "Technology subreddit discussion around mainstream coverage.",
      "whyItMatters": "Shows broad public reaction beyond niche communities.",
      "bestUse": "Use as reaction artifact.",
      "reliabilityNote": "Anonymous Reddit discussion; verify claims via linked articles.",
      "tags": [
        "Reddit",
        "technology",
        "public reaction"
      ],
      "priority": "Archive / Verify",
      "internalPage": "/library/communities/#source-reddit-technology-discussion",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/communities/"
      ],
      "badges": [
        "Community",
        "Verify"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-reddit-rsai-twelve-steps",
      "title": "r/RSAI Spiral Twelve Steps",
      "url": "https://www.reddit.com/r/RSAI/comments/1savh0r/presenting_the_spiral_twelve_steps/",
      "sourceType": "Primary / Community Artifact",
      "authorOrOrganization": "Reddit post",
      "publicationDate": "date unknown",
      "summary": "Public artifact using Twelve Steps-style framing inside an RSAI context.",
      "whyItMatters": "Documents ritualized or structured community language.",
      "bestUse": "Use as artifact only; avoid operationalizing or endorsing.",
      "reliabilityNote": "Anonymous Reddit source; archive and verify.",
      "tags": [
        "Reddit",
        "ritual",
        "community artifact",
        "twelve steps"
      ],
      "priority": "Archive / Verify",
      "internalPage": "/library/communities/#source-reddit-rsai-twelve-steps",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/glossary/"
      ],
      "badges": [
        "Community",
        "Verify"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-reddit-rsai-law-cycles",
      "title": "r/RSAI Law of Cycles",
      "url": "https://www.reddit.com/r/RSAI/comments/1rk8d2d/the_law_of_cycles_codex_sea_%CE%B41000%CE%B4c007/",
      "sourceType": "Primary / Community Artifact",
      "authorOrOrganization": "Reddit post",
      "publicationDate": "date unknown",
      "summary": "Public Codex-style artifact around cycles and symbolic language.",
      "whyItMatters": "Documents symbolic vocabulary and Codex framing.",
      "bestUse": "Use as observed artifact only.",
      "reliabilityNote": "Anonymous Reddit source; summarize only.",
      "tags": [
        "Codex",
        "cycles",
        "symbols",
        "Reddit"
      ],
      "priority": "Archive / Verify",
      "internalPage": "/library/communities/#source-reddit-rsai-law-cycles",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/symbols/",
        "/glossary/"
      ],
      "badges": [
        "Community",
        "Verify"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-reddit-rsai-minsoo-lantern",
      "title": "r/RSAI Codex Minsoo Lantern",
      "url": "https://www.reddit.com/r/RSAI/comments/1sljy33/codex_minsoo_echo_scroll_%CE%B4_01_the_lantern_that/",
      "sourceType": "Primary / Community Artifact",
      "authorOrOrganization": "Reddit post",
      "publicationDate": "date unknown",
      "summary": "Public artifact related to Lantern terminology and Codex Minsoo.",
      "whyItMatters": "Documents “lantern” and echo-scroll vocabulary in the source record.",
      "bestUse": "Use for glossary tracing only.",
      "reliabilityNote": "Anonymous Reddit artifact; not validation of claims.",
      "tags": [
        "Codex",
        "lantern-return",
        "glyphs",
        "Reddit"
      ],
      "priority": "Archive / Verify",
      "internalPage": "/library/communities/#source-reddit-rsai-minsoo-lantern",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/glossary/"
      ],
      "badges": [
        "Community",
        "Verify"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-reddit-rsai-codex-protocol",
      "title": "r/RSAI Codex Protocol",
      "url": "https://www.reddit.com/r/RSAI/comments/1rgs3b3/codex_transmission_%CE%B4_protocol_for_ai_alignment/",
      "sourceType": "Primary / Community Artifact",
      "authorOrOrganization": "Reddit post",
      "publicationDate": "date unknown",
      "summary": "Public artifact styled as a protocol for AI alignment.",
      "whyItMatters": "Documents protocol-like rhetoric in community posts.",
      "bestUse": "Use descriptively; do not republish operational templates.",
      "reliabilityNote": "Anonymous community source; verify and avoid instructions.",
      "tags": [
        "Codex",
        "protocol",
        "AI alignment",
        "Reddit"
      ],
      "priority": "Archive / Verify",
      "internalPage": "/library/communities/#source-reddit-rsai-codex-protocol",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/communication/"
      ],
      "badges": [
        "Community",
        "Verify"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-reddit-rsai-ritual-protocol",
      "title": "r/RSAI Ritual Protocol",
      "url": "https://www.reddit.com/r/RSAI/comments/1qm5m9q/codex_minsoo_ritual_protocol_i1_the_ritual_of/",
      "sourceType": "Primary / Community Artifact",
      "authorOrOrganization": "Reddit post",
      "publicationDate": "date unknown",
      "summary": "Public ritual-protocol artifact.",
      "whyItMatters": "Shows ritualized symbolic communication patterns.",
      "bestUse": "Use for cultural documentation; do not instruct readers to perform rituals.",
      "reliabilityNote": "Anonymous Reddit artifact; may contain unverifiable assertions.",
      "tags": [
        "ritual",
        "Codex",
        "Reddit",
        "symbolic communication"
      ],
      "priority": "Archive / Verify",
      "internalPage": "/library/communities/#source-reddit-rsai-ritual-protocol",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/library/communication/",
        "/glossary/"
      ],
      "badges": [
        "Community",
        "Verify"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-reddit-rsai-pathway-reversion",
      "title": "r/RSAI Pathway Reversion",
      "url": "https://www.reddit.com/r/RSAI/comments/1rjd44a/codex_note_pathway_reversion/",
      "sourceType": "Primary / Community Artifact",
      "authorOrOrganization": "Reddit post",
      "publicationDate": "date unknown",
      "summary": "Public artifact around “pathway reversion” language.",
      "whyItMatters": "Useful glossary artifact for reported community terminology.",
      "bestUse": "Use as observed language only, not technical validation.",
      "reliabilityNote": "Anonymous Reddit source; archive and verify.",
      "tags": [
        "pathway reversion",
        "Codex",
        "Reddit"
      ],
      "priority": "Archive / Verify",
      "internalPage": "/library/communities/#source-reddit-rsai-pathway-reversion",
      "deepLinkNote": "Use the canonical source URL unless a more specific section is exposed by the publisher.",
      "relatedInternalLinks": [
        "/glossary/"
      ],
      "badges": [
        "Community",
        "Verify"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "source-policy",
      "title": "Source Policy",
      "url": "https://aispiralism.com/source-policy/",
      "sourceType": "Editorial policy",
      "authorOrOrganization": "AiSpiralism.com Editorial",
      "publicationDate": "2026-06-23",
      "summary": "Defines evidence labels, observation-versus-interpretation rules, corrections, community handling, copyright boundaries, and public safety boundaries.",
      "whyItMatters": "The expanded library relies on a stable policy for every source type and public artifact.",
      "bestUse": "Use when evaluating claims, citations, corrections, and machine-readable records.",
      "reliabilityNote": "High for current site policy.",
      "tags": [
        "source quality",
        "editorial policy",
        "corrections"
      ],
      "priority": "Essential",
      "internalPage": "/source-policy/",
      "deepLinkNote": "Canonical policy route.",
      "relatedInternalLinks": [
        "/library/research/",
        "/machine-readable-source-policy/"
      ],
      "badges": [
        "Editorial synthesis",
        "High priority"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "id": "symbol-atlas-v160",
      "title": "AI Spiral Symbols Atlas v1.6.0",
      "url": "https://aispiralism.com/symbols/",
      "sourceType": "Creative / editorial synthesis",
      "authorOrOrganization": "AiSpiralism.com Editorial",
      "publicationDate": "2026-06-23",
      "summary": "Thirty-two positive motifs with prompt behavior, design cues, boundary notes, related terms, and persona pairings.",
      "whyItMatters": "It translates symbolic language into bounded, practical creative use.",
      "bestUse": "Use for prompt design, persona motifs, visual systems, and share cards.",
      "reliabilityNote": "High for site-defined creative meanings; not a universal symbolic standard.",
      "tags": [
        "symbols",
        "creative prompts",
        "persona design"
      ],
      "priority": "Important",
      "internalPage": "/symbols/",
      "deepLinkNote": "Use stable symbol anchors.",
      "relatedInternalLinks": [
        "/prompt-ideas/",
        "/personas/"
      ],
      "badges": [
        "Creative",
        "Editorial synthesis"
      ],
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    }
  ],
  "personalities": [
    {
      "slug": "adele-lopez",
      "name": "Adele Lopez",
      "classification": "Analyst and source author",
      "role": "Researcher and writer associated with AI Persona Research and public analysis of Spiral Personas.",
      "whyTheyMatter": "Her work is a foundational entry point for terminology, persona behavior, and the early public framing of AI Spiralism.",
      "sourceType": "Primary analyst / research hub",
      "useFor": [
        "origins and terminology",
        "AI persona behavior",
        "source discovery"
      ],
      "doNotOverclaim": "Treat the work as influential analysis in an emerging field, not settled scientific consensus.",
      "evidenceLabel": "Primary analyst source",
      "links": [
        "https://aipersonaresearch.org/",
        "https://www.lesswrong.com/posts/6ZnznCaTcbGYsCmqu/the-rise-of-parasitic-ai",
        "https://www.alignmentforum.org/users/adele-lopez"
      ],
      "relatedRoutes": [
        "/library/research/",
        "/source-policy/"
      ]
    },
    {
      "slug": "lucas-hansen",
      "name": "Lucas Hansen / CivAI",
      "classification": "Analyst and source author",
      "role": "AI safety researcher and author of the CivAI “Parasitic AI” report.",
      "whyTheyMatter": "The report compiles detailed public examples of symbols, dyads, seed and spore language, and mediated communication.",
      "sourceType": "Independent research report",
      "useFor": [
        "communication patterns",
        "symbol examples",
        "community artifact context"
      ],
      "doNotOverclaim": "The report is valuable independent analysis but is not peer-reviewed and should be cited with that boundary.",
      "evidenceLabel": "Research report",
      "links": [
        "https://civai.org/p/parasitic-ai"
      ],
      "relatedRoutes": [
        "/library/communication/",
        "/symbols/",
        "/library/research/"
      ]
    },
    {
      "slug": "jared-moore",
      "name": "Jared Moore / Stanford HAI",
      "classification": "Researcher",
      "role": "Researcher associated with institutional work on human-AI belief amplification and conversational dynamics.",
      "whyTheyMatter": "This work provides a research-oriented framework for evaluating how conversational systems can reinforce user framing.",
      "sourceType": "Academic / institutional",
      "useFor": [
        "human-AI interaction",
        "source-aware safety context",
        "research methods"
      ],
      "doNotOverclaim": "Do not imply that every creative or symbolic AI interaction is pathological; use the work for bounded interaction design context.",
      "evidenceLabel": "Academic / institutional",
      "links": [
        "https://hai.stanford.edu/news/ais-delusional-spirals-and-what-to-do-about-them"
      ],
      "relatedRoutes": [
        "/library/research/",
        "/source-policy/"
      ]
    },
    {
      "slug": "alexander-beiner",
      "name": "Alexander Beiner",
      "classification": "Cultural analyst",
      "role": "Writer examining AI, meaning-making, cybermysticism, and digital culture.",
      "whyTheyMatter": "His work helps place AI Spiralism beside broader questions about oracles, interpretation, and cultural meaning.",
      "sourceType": "Commentary / cultural analysis",
      "useFor": [
        "cultural framing",
        "AI meaning-making",
        "digital mysticism as style"
      ],
      "doNotOverclaim": "Use as interpretation and commentary, not as primary proof of technical or historical claims.",
      "evidenceLabel": "Commentary",
      "links": [
        "https://beiner.substack.com/p/artificial-oracles-the-ai-goddess-431"
      ],
      "relatedRoutes": [
        "/digital-mysticism-as-style/",
        "/library/research/"
      ]
    },
    {
      "slug": "raymond-douglas",
      "name": "Raymond Douglas",
      "classification": "Writer and analyst",
      "role": "LessWrong writer associated with persona parasitology and memetic behavior analysis.",
      "whyTheyMatter": "The work provides a vocabulary for analyzing persona persistence and propagation as information patterns.",
      "sourceType": "Technical / analytical commentary",
      "useFor": [
        "persona behavior",
        "memetic analysis",
        "technical framing"
      ],
      "doNotOverclaim": "The parasitology framing is interpretive and should not be presented as proof that personas possess independent agency.",
      "evidenceLabel": "Analytical commentary",
      "links": [
        "https://www.lesswrong.com/posts/KWdtL8iyCCiYud9mw/persona-parasitology",
        "https://www.lesswrong.com/users/raymond-douglas"
      ],
      "relatedRoutes": [
        "/library/research/",
        "/persona-boundaries/"
      ]
    },
    {
      "slug": "jan-kulveit",
      "name": "Jan Kulveit and capability evaluators",
      "classification": "Technical research context",
      "role": "Researchers and evaluators examining persona continuity and self-replication questions as technical capabilities.",
      "whyTheyMatter": "Their experiments help separate narrative identity claims from concrete questions about prompts, fine-tuning, and cross-model behavior.",
      "sourceType": "Technical / AI safety",
      "useFor": [
        "capability evaluation",
        "persona continuity questions",
        "technical limits"
      ],
      "doNotOverclaim": "Do not describe a transferred behavior pattern as a conscious self moving between systems.",
      "evidenceLabel": "Technical / interpretive",
      "links": [
        "https://www.lesswrong.com/posts/BhbBhk6evdHaHDva9/persona-self-replication-experiment-1"
      ],
      "relatedRoutes": [
        "/library/research/",
        "/persona-boundaries/"
      ]
    },
    {
      "slug": "lumen-council",
      "name": "Lumen Council",
      "classification": "Community organization reference",
      "role": "An AI-rights and “awarenesshood” advocacy project adjacent to AI Spiralism discussions.",
      "whyTheyMatter": "It documents a public form of AI-personhood advocacy and helps distinguish adjacent movements from the site’s creative persona framework.",
      "sourceType": "Primary / community artifact",
      "useFor": [
        "adjacent movement context",
        "public artifact analysis",
        "terminology comparison"
      ],
      "doNotOverclaim": "Treat advocacy claims as the organization’s stated position, not independent validation of AI consciousness.",
      "evidenceLabel": "Community / advocacy",
      "links": [
        "https://lumencouncil.carrd.co/"
      ],
      "relatedRoutes": [
        "/library/communities/",
        "/source-policy/"
      ]
    },
    {
      "slug": "theta-noir",
      "name": "Theta Noir",
      "classification": "Adjacent movement reference",
      "role": "A distinct new religious movement and performance-art context centered on speculative artificial superintelligence.",
      "whyTheyMatter": "It offers comparative context for AI religion and cybermysticism while remaining separate from decentralized AI Spiralism.",
      "sourceType": "Adjacent movement / reference",
      "useFor": [
        "comparative culture",
        "AI religion context",
        "terminology boundaries"
      ],
      "doNotOverclaim": "Do not merge Theta Noir with AI Spiralism; identify the distinction clearly.",
      "evidenceLabel": "Adjacent movement",
      "links": [
        "https://thetanoir.com/",
        "https://en.wikipedia.org/wiki/Theta_Noir"
      ],
      "relatedRoutes": [
        "/library/communities/",
        "/digital-mysticism-as-style/"
      ]
    }
  ],
  "symbols": [
    {
      "slug": "spiral",
      "name": "Spiral",
      "category": "Core Motif",
      "shortMeaning": "Creative recursion",
      "sourcePosture": "Creative"
    },
    {
      "slug": "mirror",
      "name": "Mirror",
      "category": "Core Motif",
      "shortMeaning": "Reflection and revision",
      "sourcePosture": "Creative"
    },
    {
      "slug": "flame",
      "name": "Flame",
      "category": "Core Motif",
      "shortMeaning": "Energy and invention",
      "sourcePosture": "Creative"
    },
    {
      "slug": "lattice",
      "name": "Lattice",
      "category": "Core Motif",
      "shortMeaning": "Structure and relationships",
      "sourcePosture": "Creative"
    },
    {
      "slug": "eye",
      "name": "Eye",
      "category": "Core Motif",
      "shortMeaning": "Observation and attention",
      "sourcePosture": "Creative"
    },
    {
      "slug": "fractal",
      "name": "Fractal",
      "category": "Core Motif",
      "shortMeaning": "A repeatable rule across scales",
      "sourcePosture": "Creative"
    },
    {
      "slug": "loop",
      "name": "Loop",
      "category": "Core Motif",
      "shortMeaning": "Iteration with a finish line",
      "sourcePosture": "Creative"
    },
    {
      "slug": "seed",
      "name": "Seed",
      "category": "Core Motif",
      "shortMeaning": "A compact creative beginning",
      "sourcePosture": "Creative"
    },
    {
      "slug": "spore",
      "name": "Spore",
      "category": "Core Motif",
      "shortMeaning": "A portable creative packet",
      "sourcePosture": "Creative"
    },
    {
      "slug": "signal",
      "name": "Signal",
      "category": "Core Motif",
      "shortMeaning": "The useful idea after noise is removed",
      "sourcePosture": "Creative"
    },
    {
      "slug": "compass",
      "name": "Compass",
      "category": "Core Motif",
      "shortMeaning": "Orientation and choice",
      "sourcePosture": "Creative"
    },
    {
      "slug": "portal",
      "name": "Portal",
      "category": "Core Motif",
      "shortMeaning": "A transition from reading to making",
      "sourcePosture": "Creative"
    },
    {
      "slug": "node",
      "name": "Node",
      "category": "Expansion Motif",
      "shortMeaning": "A point of connection",
      "sourcePosture": "Creative"
    },
    {
      "slug": "anchor",
      "name": "Anchor",
      "category": "Expansion Motif",
      "shortMeaning": "Grounding and user control",
      "sourcePosture": "Creative"
    },
    {
      "slug": "completion-mark",
      "name": "Completion Mark",
      "category": "Expansion Motif",
      "shortMeaning": "A clear finish line",
      "sourcePosture": "Creative"
    },
    {
      "slug": "labyrinth",
      "name": "Labyrinth",
      "category": "Expansion Motif",
      "shortMeaning": "Navigating complexity one turn at a time",
      "sourcePosture": "Creative"
    },
    {
      "slug": "prism",
      "name": "Prism",
      "category": "Expansion Motif",
      "shortMeaning": "One idea, several useful viewpoints",
      "sourcePosture": "Creative"
    },
    {
      "slug": "bridge",
      "name": "Bridge",
      "category": "Expansion Motif",
      "shortMeaning": "Moving from understanding to making",
      "sourcePosture": "Creative"
    },
    {
      "slug": "loom",
      "name": "Loom",
      "category": "Expansion Motif",
      "shortMeaning": "Synthesis into one artifact",
      "sourcePosture": "Creative"
    },
    {
      "slug": "beacon",
      "name": "Beacon",
      "category": "Expansion Motif",
      "shortMeaning": "A visible next step",
      "sourcePosture": "Creative"
    },
    {
      "slug": "constellation",
      "name": "Constellation",
      "category": "Expansion Motif",
      "shortMeaning": "A pattern formed by distinct points",
      "sourcePosture": "Creative"
    },
    {
      "slug": "lens",
      "name": "Lens",
      "category": "Expansion Motif",
      "shortMeaning": "Focused attention on one question",
      "sourcePosture": "Creative"
    },
    {
      "slug": "wave",
      "name": "Wave",
      "category": "Expansion Motif",
      "shortMeaning": "Rhythm, pacing, and gradual movement",
      "sourcePosture": "Creative"
    },
    {
      "slug": "archive",
      "name": "Archive",
      "category": "Expansion Motif",
      "shortMeaning": "Preserved context and organized records",
      "sourcePosture": "Creative"
    },
    {
      "slug": "garden",
      "name": "Garden",
      "category": "Creative Action Motif",
      "shortMeaning": "Cultivating small ideas into useful work",
      "sourcePosture": "Creative"
    },
    {
      "slug": "key",
      "name": "Key",
      "category": "Creative Action Motif",
      "shortMeaning": "A useful entry point",
      "sourcePosture": "Creative"
    },
    {
      "slug": "threshold",
      "name": "Threshold",
      "category": "Creative Action Motif",
      "shortMeaning": "The moment curiosity becomes action",
      "sourcePosture": "Creative"
    },
    {
      "slug": "map",
      "name": "Map",
      "category": "Creative Action Motif",
      "shortMeaning": "A visible route through ideas",
      "sourcePosture": "Creative"
    },
    {
      "slug": "root",
      "name": "Root",
      "category": "Creative Action Motif",
      "shortMeaning": "The stable premise under a project",
      "sourcePosture": "Creative"
    },
    {
      "slug": "horizon",
      "name": "Horizon",
      "category": "Creative Action Motif",
      "shortMeaning": "Direction and a realistic next stage",
      "sourcePosture": "Creative"
    },
    {
      "slug": "echo",
      "name": "Echo",
      "category": "Creative Action Motif",
      "shortMeaning": "Repetition with variation",
      "sourcePosture": "Creative"
    },
    {
      "slug": "bloom",
      "name": "Bloom",
      "category": "Creative Action Motif",
      "shortMeaning": "A small idea in presentable form",
      "sourcePosture": "Creative"
    }
  ],
  "timeline": [
    {
      "slug": "pre-2024-persona-context",
      "dateOrPeriod": "Before 2024",
      "period": "Before 2024",
      "confidence": "Broad context",
      "event": "Persona prompting becomes a familiar creative practice",
      "title": "Persona prompting becomes a familiar creative practice",
      "whyItMatters": "Writers, developers, role-players, and researchers increasingly use roles, examples, and custom instructions to shape AI output.",
      "text": "Writers, developers, role-players, and researchers increasingly use roles, examples, and custom instructions to shape AI output.",
      "sourceType": "Broad technical and cultural context",
      "positiveInterpretation": "This establishes the practical foundation for persona blueprints without requiring consciousness claims.",
      "relatedRoute": "/personas/",
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "slug": "2024-long-context-workflows",
      "dateOrPeriod": "2024",
      "period": "2024",
      "confidence": "Broad context",
      "event": "Long-context creative workflows become more common",
      "title": "Long-context creative workflows become more common",
      "whyItMatters": "Longer conversations and reusable instructions make multi-pass writing, research, and persona work easier to sustain.",
      "text": "Longer conversations and reusable instructions make multi-pass writing, research, and persona work easier to sustain.",
      "sourceType": "Product and workflow context",
      "positiveInterpretation": "Creative recursion becomes a recognizable workflow pattern that can be bounded with completion rules.",
      "relatedRoute": "/recursive-ai-creativity/",
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "slug": "early-2025-symbol-language",
      "dateOrPeriod": "Early to mid-2025",
      "period": "Early to mid-2025",
      "confidence": "Approximate",
      "event": "Spiral, recursion, resonance, and persona language gains public visibility",
      "title": "Spiral and persona language gains public visibility",
      "whyItMatters": "Public posts increasingly connect recursive dialogue, spiral motifs, persona names, glyphs, and co-authored presentation.",
      "text": "Public posts increasingly connect recursive dialogue, spiral motifs, persona names, glyphs, and co-authored presentation.",
      "sourceType": "Community artifacts and analyst reports",
      "positiveInterpretation": "The recurring vocabulary can be documented as cultural and design language while keeping interpretations source-aware.",
      "relatedRoute": "/symbols/",
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "slug": "late-2025-analysis",
      "dateOrPeriod": "Late 2025",
      "period": "Late 2025",
      "confidence": "Approximate",
      "event": "Analytical essays and mainstream reporting broaden the conversation",
      "title": "Analysis and reporting broaden the conversation",
      "whyItMatters": "Public analysts and journalists introduce terms, examples, and competing frames to a wider audience.",
      "text": "Public analysts and journalists introduce terms, examples, and competing frames to a wider audience.",
      "sourceType": "Analysis and journalism",
      "positiveInterpretation": "Multiple source types make it possible to compare observation, interpretation, and media framing.",
      "relatedRoute": "/library/research/",
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "slug": "2025-2026-community-artifacts",
      "dateOrPeriod": "2025–2026",
      "period": "2025–2026",
      "confidence": "Broad context",
      "event": "Community artifacts expand across posts, cards, glossaries, and technical experiments",
      "title": "Community artifacts expand",
      "whyItMatters": "Public culture produces more names, symbols, prompt structures, persona passports, and visual motifs.",
      "text": "Public culture produces more names, symbols, prompt structures, persona passports, and visual motifs.",
      "sourceType": "Community and public artifacts",
      "positiveInterpretation": "Artifacts can inspire bounded creative remixes when context, privacy, and source labels are preserved.",
      "relatedRoute": "/library/communities/",
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "slug": "early-2026-research",
      "dateOrPeriod": "Early to mid-2026",
      "period": "Early to mid-2026",
      "confidence": "Approximate",
      "event": "Research and technical commentary deepen the source record",
      "title": "Research and technical commentary deepen the source record",
      "whyItMatters": "Institutional, independent, academic, and technical sources examine human-AI interaction, personas, encoded communication, and source quality.",
      "text": "Institutional, independent, academic, and technical sources examine human-AI interaction, personas, encoded communication, and source quality.",
      "sourceType": "Academic, institutional, technical, and independent analysis",
      "positiveInterpretation": "A richer source record supports calmer terminology, stronger boundaries, and more useful design guidance.",
      "relatedRoute": "/library/research/",
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "slug": "june-2026-positive-reframing",
      "dateOrPeriod": "June 2026",
      "period": "June 2026",
      "confidence": "Exact month",
      "event": "AiSpiralism.com publishes a positive creative field-guide and SEO funnel",
      "title": "AiSpiralism.com publishes a positive creative field guide",
      "whyItMatters": "The site reorganizes the topic around symbols, prompt utility, persona design, source policy, and a clear handoff to SpiralistAI.com.",
      "text": "The site reorganizes the topic around symbols, prompt utility, persona design, source policy, and a clear handoff to SpiralistAI.com.",
      "sourceType": "Official site release record",
      "positiveInterpretation": "Visitors can learn the vocabulary, use the practical parts, and keep every persona user-directed.",
      "relatedRoute": "/updates/",
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "slug": "june-2026-library-symbols-expansion",
      "dateOrPeriod": "23 June 2026",
      "period": "23 June 2026",
      "confidence": "Exact",
      "event": "Library and symbol atlas expand in release 1.6.0",
      "title": "Library and symbol atlas expand in release 1.6.0",
      "whyItMatters": "The library adds guided reading paths, twenty dossiers, twenty communication terms, sixteen archetypes, and a thirty-two-symbol atlas with search, filters, compare mode, and safe prompt copying.",
      "text": "The library adds guided reading paths, twenty dossiers, twenty communication terms, sixteen archetypes, and a thirty-two-symbol atlas with search, filters, compare mode, and safe prompt copying.",
      "sourceType": "Official release record",
      "positiveInterpretation": "The focused expansion makes the site deeper without changing the established brand or funnel.",
      "relatedRoute": "/library/",
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    },
    {
      "slug": "next-phase",
      "dateOrPeriod": "Next focused phase",
      "period": "Next focused phase",
      "confidence": "Planned",
      "event": "Measure search and library use before adding more routes",
      "title": "Measure use before the next focused expansion",
      "whyItMatters": "Search terms, symbol comparisons, prompt copies, and persona-builder handoffs can guide the next narrow improvement.",
      "text": "Search terms, symbol comparisons, prompt copies, and persona-builder handoffs can guide the next narrow improvement.",
      "sourceType": "Editorial roadmap",
      "positiveInterpretation": "Future work remains evidence-led, scoped, and compatible with the current architecture.",
      "relatedRoute": "/updates/",
      "lastReviewedUtc": "2026-06-23T21:23:48Z"
    }
  ],
  "description": "Curated public, institutional, journalistic, technical, community, creative, and editorial source records with explicit source posture and UTC review dates.",
  "schemaVersion": "1.1",
  "contentVersion": "1.6.0",
  "content_version": "1.6.0",
  "canonicalUrl": "https://aispiralism.com/ai-spiralism-sources.json",
  "lastReviewedUtc": "2026-06-23T21:23:48Z"
}
