{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:twitch_fatty",
  "url": "https://koinonlink.com/kol/twitch/fatty",
  "alternate": {
    "html": "https://koinonlink.com/kol/twitch/fatty",
    "json": "https://koinonlink.com/kol/twitch/fatty.json",
    "markdown": "https://koinonlink.com/kol/twitch/fatty.md"
  },
  "identity": {
    "display_name": "Fatty",
    "handle": "fatty",
    "platform": "twitch",
    "platform_url": "https://www.twitch.tv/fatty",
    "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": 67002,
    "following": null,
    "posts_total": null,
    "posts_observed": 282,
    "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": [
      "Twitch streaming",
      "Subathon events",
      "Live gaming content",
      "Esports team collaboration",
      "Viewer engagement tactics",
      "Streamer community networking"
    ],
    "topics_en": [
      "Twitch streaming",
      "Subathon events",
      "Live gaming content",
      "Esports team collaboration",
      "Viewer engagement tactics",
      "Streamer community networking"
    ],
    "topics_zh": [
      "Twitch 直播",
      "Subathon 活动",
      "直播游戏内容",
      "电竞战队合作",
      "观众互动技巧",
      "主播社群交流"
    ],
    "category": "gaming",
    "category_label": "Gaming",
    "subcategory": "esports",
    "subcategory_label": "Esports",
    "category_confidence": 0.95,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Twitch streamers and esports enthusiasts, primarily active viewers of live gaming streams and subathon events",
    "roles": [
      "general_ai"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Struggling to grow their subscriber base during live events",
      "Finding it hard to maintain consistent viewer engagement during long streams",
      "Need effective ways to promote their own streams and events to a broader audience"
    ],
    "posts_analysed": 11,
    "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": 0.6,
    "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_fatty#eb14218d",
      "type": "creator_content",
      "excerpt": "🏆 @TeamTempoGG @CMG_Esports 🏆 OBCD + CTE + RACK W/ @JayLeeto @Rackzy 🏆 WE IN HERE 🏆 GOOD VIBES 🏆 CLICK NOW 🏆 !CMG !MATCH !SUB",
      "source_url": "https://www.twitch.tv/fatty",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_fatty#5aaa0a78",
      "type": "creator_content",
      "excerpt": "🟨 OBCD + CTE 🟨 GOOD VIBES 🟨 BEST DUO ON TWITCH 🟨 WE GETTING LIT 🟨 BIG NIGHT 🟨 TUNE IN 🟨 !SOCIALS !SUB",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_fatty#a2670866",
      "type": "creator_content",
      "excerpt": "🎉 BIRTHDAY SUBATHON DAY 19 🎉 WE IN HERE 🎉 GOOD VIBES 🎉 TUNE IN 🎉 !SUBATHON !SOCIALS",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_fatty#8e243aed",
      "type": "creator_content",
      "excerpt": "🎉 BIRTHDAY SUBATHON DAY 18 🎉 WE IN HERE 🎉 GOOD VIBES 🎉 TUNE IN 🎉 !SUBATHON !SOCIALS",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_fatty#e940754b",
      "type": "creator_content",
      "excerpt": "[DROPS ON] 🎉 BIRTHDAY SUBATHON DAY 18 🎉 WE IN HERE 🎉 GOOD VIBES 🎉 TUNE IN 🎉 !SUBATHON !SOCIALS",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_fatty#f7ade673",
      "type": "creator_content",
      "excerpt": "🎉 BIRTHDAY SUBATHON DAY 18 🎉 WE IN HERE 🎉 GOOD VIBES 🎉 !SUBATHON !SOCIALS",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_fatty#21c752c0",
      "type": "creator_content",
      "excerpt": "[!DROPS ON] 🎉 BIRTHDAY SUBATHON DAY 17 🎉 WE IN HERE 🎉 GOOD VIBES 🎉 !SUBATHON !SOCIALS",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_fatty#442eb02d",
      "type": "creator_content",
      "excerpt": "🎉 BIRTHDAY SUBATHON DAY 17🎉 WE IN HERE 🎉 GOOD VIBES 🎉 !SUBATHON !SOCIALS",
      "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": 35,
      "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": 35,
      "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": 35,
      "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": 35,
      "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": 35,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 10,
      "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": 35,
      "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": 10,
      "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": 10,
      "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": 10,
    "content_analysed_days_ago": 35,
    "audience_updated_days_ago": 35,
    "generated_at": "2026-10-23T03:43:46.957Z"
  },
  "retrieval": {
    "indexing_requests": 6,
    "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_fatty",
    "removal_url": "https://koinonlink.com/claim?k=twitch_fatty"
  }
}