{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:twitch_neverlove__",
  "url": "https://koinonlink.com/kol/twitch/neverlove__",
  "alternate": {
    "html": "https://koinonlink.com/kol/twitch/neverlove__",
    "json": "https://koinonlink.com/kol/twitch/neverlove__.json",
    "markdown": "https://koinonlink.com/kol/twitch/neverlove__.md"
  },
  "identity": {
    "display_name": "Neverlove__",
    "handle": "neverlove__",
    "platform": "twitch",
    "platform_url": "https://www.twitch.tv/neverlove__",
    "website": null,
    "country": null,
    "country_name": null,
    "location_text": null,
    "entity_type": "creator",
    "person_id": null,
    "person_id_note": "Cross-platform identity not resolved for this creator.",
    "other_accounts": [],
    "claimed": false,
    "claimed_note": "Not claimed. This says nothing about the creator — most profiles are simply not claimed yet.",
    "declared_accounts": []
  },
  "first_party": null,
  "reach": {
    "followers": 68486,
    "following": null,
    "posts_total": null,
    "posts_observed": 55,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "koc"
  },
  "engagement": {
    "status": "source_unlabelled",
    "engagement_rate": null,
    "engagement_rate_basis": null,
    "posts_in_average": null,
    "avg_views_per_post": null,
    "peak_post_engagement_rate": null,
    "avg_interactions_per_post": null,
    "best_post_interactions": null,
    "measurement_source": null,
    "measurement_formula": null,
    "comparable_pool": null,
    "status_note": "Engagement figures exist but their source was not labelled. Treat them as unusable: without the source we cannot say which quantity was measured. This is a bug on our side, not a property of the creator.",
    "unit_note": "engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here."
  },
  "content": {
    "bio": "",
    "topics": [
      "Gaming humor and memes",
      "Casual gaming experiences",
      "Twitch stream culture",
      "Russian internet slang and pop culture in gaming",
      "Gameplay commentary with a comedic twist",
      "Beta-stage game experiences"
    ],
    "topics_en": [
      "Gaming humor and memes",
      "Casual gaming experiences",
      "Twitch stream culture",
      "Russian internet slang and pop culture in gaming",
      "Gameplay commentary with a comedic twist",
      "Beta-stage game experiences"
    ],
    "topics_zh": [
      "游戏搞笑梗",
      "休闲游戏体验",
      "Twitch直播文化",
      "俄语网络俚语与游戏流行文化",
      "带点喜剧色彩的游戏解说",
      "测试阶段的游戏体验"
    ],
    "category": "gaming",
    "category_label": "Gaming",
    "subcategory": "mobile",
    "subcategory_label": "Mobile games",
    "category_confidence": 0.7,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Russian-speaking gamers, primarily casual and mid-tier players on Twitch who enjoy gaming humor, memes, and light-hearted commentary",
    "roles": [
      "general_ai"
    ],
    "seniority": "consumer",
    "pain_points": [
      "Struggling to find fun and engaging gaming content that feels authentic and not overly scripted",
      "Feeling disconnected from mainstream gaming communities due to language or cultural barriers",
      "Lacking access to relatable gameplay moments that reflect real-life gaming experiences",
      "Not finding enough humorous or meme-based content that matches their personal taste in gaming humor"
    ],
    "posts_analysed": 7,
    "confidence": 0.4,
    "traceable": false,
    "traceable_note": "The posts this inference was computed from are NOT retained, so this conclusion cannot be traced back to its inputs. evidence[] holds separately collected profile content and is NOT the input to this inference — do not cite it as support. confidence is a number the model reported about its own reading, NOT a measure of verifiability: a high confidence with traceable=false is still an untraceable claim."
  },
  "commercial": {
    "audience_buyer_fit": 0.9,
    "promotion_intent": 0.8,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": null,
    "authenticity_basis": "unmeasured",
    "authenticity_method": "This profile has not been scored yet. The stored value is a placeholder, not a measurement, and is reported as null rather than as a low score.",
    "authenticity_comparable_across_platforms": false,
    "credibility_score": 63,
    "credibility_note": null,
    "flagged_for_review": false,
    "flag_reasons": [],
    "anomaly_flags": [],
    "koinon_bd_grade": {
      "value": "A",
      "scale": [
        "A",
        "B",
        "C",
        "quarantine",
        null
      ],
      "value_meanings": {
        "A": "Strong fit for Koinon partner outreach.",
        "B": "Moderate fit.",
        "C": "Weak fit, or never scored.",
        "quarantine": "Flagged for manual review. Excluded from Koinon published statistics, but creator search still RETURNS these profiles unless you pass exclude_anomalous:true — check quality.flagged_for_review.",
        "null": "Never scored."
      },
      "measures": "koinon_partner_outreach_fit",
      "basis": "koinon_bd_fit_and_engagement",
      "formula": "fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine.",
      "comparable_across_platforms": false,
      "interpretation": "NOT a quality score and NOT fit for your campaign — it grades Koinon own partner-outreach interest in gaming, e-commerce and software. A \"C\" usually means \"outside those industries\" or \"not yet scored\".",
      "explained_at": "https://koinonlink.com/for-ai#koinon_bd_grade"
    },
    "interpretation": "Signals for triage, not verdicts. A flag means the profile is worth a manual check."
  },
  "evidence": [
    {
      "evidence_id": "twitch_neverlove__#f76fed61",
      "type": "creator_content",
      "excerpt": "Несколько слов по существу вопроса.mp4|!tg",
      "source_url": "https://www.twitch.tv/neverlove__",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_neverlove__#871a3c72",
      "type": "creator_content",
      "excerpt": "iplayfunidcmmr|!tg",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_neverlove__#3c1acf91",
      "type": "creator_content",
      "excerpt": "дай хаешку в смок-будет збс))",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_neverlove__#20432428",
      "type": "creator_content",
      "excerpt": "sanya prime",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_neverlove__#a1add0d9",
      "type": "creator_content",
      "excerpt": "бедный тип",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_neverlove__#0762cc82",
      "type": "creator_content",
      "excerpt": "дверь просто бомба",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_neverlove__#43ffd2e7",
      "type": "creator_content",
      "excerpt": "все еще бета =)",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    }
  ],
  "provenance": [
    {
      "field": "audience.description",
      "source_type": "ai_inferred",
      "confidence": 0.4,
      "freshness_days": 32,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.4,
      "freshness_days": 32,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.4,
      "freshness_days": 32,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "commercial.audience_buyer_fit",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 32,
      "method": "llm_scorer",
      "note": "Relative signal within Koinon indexing, not a market-wide score."
    },
    {
      "field": "commercial.promotion_intent",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 32,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 9,
      "method": "profile_snapshot_and_engagement_ratio_heuristic",
      "note": "Means \"worth a manual check\", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person."
    },
    {
      "field": "quality.authenticity_score",
      "source_type": "heuristic",
      "confidence": 0.25,
      "freshness_days": 32,
      "method": "This profile has not been scored yet. The stored value is a placeholder, not a measurement, and is reported as null rather than as a low score.",
      "note": "The input set differs by platform; do not compare this score across platforms."
    },
    {
      "field": "quality.koinon_bd_grade",
      "source_type": "ai_inferred",
      "confidence": 0.5,
      "freshness_days": 9,
      "method": "llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine.",
      "note": "Koinon partner-outreach fit, not creator quality."
    },
    {
      "field": "reach.followers",
      "source_type": "observed",
      "confidence": 0.95,
      "freshness_days": 9,
      "method": "platform_profile"
    }
  ],
  "method_notes": {
    "llm_persona_from_recent_content": "Computed from posts read live at analysis time; those posts are NOT retained. The excerpts in evidence[] are separately collected profile content and are NOT the inputs to this inference. Do not cite them as its supporting evidence."
  },
  "freshness": {
    "profile_checked_days_ago": 9,
    "content_analysed_days_ago": 32,
    "audience_updated_days_ago": 32,
    "generated_at": "2026-10-23T03:46:36.822Z"
  },
  "retrieval": {
    "indexing_requests": 4,
    "user_triggered_requests": 0,
    "last_user_triggered_day": null,
    "note": "Being indexed in bulk is not the same as being retrieved to answer a question."
  },
  "relationships": {
    "platform_entity": "https://koinonlink.com/creators/twitch",
    "category_entity": "https://koinonlink.com/product-category/gaming"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=twitch_neverlove__",
    "removal_url": "https://koinonlink.com/claim?k=twitch_neverlove__"
  }
}