{
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  "id": "koinon:creator:youtube_kyle_thedisruptor",
  "url": "https://koinonlink.com/kol/youtube/Kyle_theDisruptor",
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    "html": "https://koinonlink.com/kol/youtube/Kyle_theDisruptor",
    "json": "https://koinonlink.com/kol/youtube/Kyle_theDisruptor.json",
    "markdown": "https://koinonlink.com/kol/youtube/Kyle_theDisruptor.md"
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  "identity": {
    "display_name": "Kyle Painter | AI for Business",
    "handle": "Kyle_theDisruptor",
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    "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": []
  },
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    "following": null,
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    "posts_per_day": null,
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    "size_tier": "nano"
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    "avg_interactions_per_post": null,
    "best_post_interactions": null,
    "measurement_source": null,
    "measurement_formula": null,
    "comparable_pool": null,
    "status_note": "Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.",
    "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": "AI is the most disruptive technology ever invented, and it'll change everything. This channel provides you with the human and the ...",
    "topics": [
      "Claude Agents与AI系统搭建",
      "AI驱动的SEO与内容自动化",
      "AI业务落地与Playbook",
      "降低AI使用成本与Token优化",
      "AI声音个性化与人类化"
    ],
    "topics_en": [
      "Claude Agents and AI system building",
      "AI-driven SEO and content automation",
      "AI business implementation and playbook",
      "Reducing AI usage costs and token optimization",
      "AI voice personalization and humanization"
    ],
    "topics_zh": [
      "Claude Agents与AI系统搭建",
      "AI驱动的SEO与内容自动化",
      "AI业务落地与Playbook",
      "降低AI使用成本与Token优化",
      "AI声音个性化与人类化"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "ai_tools",
    "subcategory_label": "AI tools / agents",
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    "category_source": "derived_from_recent_content"
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    "status": "present",
    "status_note": null,
    "description": "small and medium business owners, content creators, and marketers using AI tools like Claude for SEO, content production, and business automation",
    "roles": [
      "automation"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "High costs for SEO and content creation, reliance on external agencies",
      "AI outputs feel robotic and lack personalization",
      "Rapid token consumption and uncontrolled costs",
      "Difficulty in connecting multiple AI tools into a reliable business workflow"
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    "confidence": 0.75
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    "audience_buyer_fit": 0.9,
    "promotion_intent": 0.8,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
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    "authenticity_score": 38,
    "authenticity_basis": "profile_shape_only",
    "authenticity_method": "Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58.",
    "authenticity_comparable_across_platforms": false,
    "credibility_score": 38,
    "credibility_note": null,
    "flagged_for_review": false,
    "flag_reasons": [],
    "anomaly_flags": [],
    "koinon_bd_grade": {
      "value": "C",
      "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": "youtube_kyle_thedisruptor#594c0f02",
      "type": "creator_content",
      "excerpt": "Claude Can't See Your Ads",
      "source_url": "https://www.youtube.com/@Kyle_theDisruptor",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_kyle_thedisruptor#59bacfbd",
      "type": "creator_content",
      "excerpt": "One Man SEO Crew Part 1",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_kyle_thedisruptor#c8e4573d",
      "type": "creator_content",
      "excerpt": "The 60-Second Sales Rule",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_kyle_thedisruptor#3a7a25be",
      "type": "creator_content",
      "excerpt": "Stop Setting Goals Like This",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_kyle_thedisruptor#3f03b046",
      "type": "creator_content",
      "excerpt": "The Business Growth Rules",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_kyle_thedisruptor#26c0826d",
      "type": "creator_content",
      "excerpt": "Claude for Small Businesses",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_kyle_thedisruptor#1b4c3e5a",
      "type": "creator_content",
      "excerpt": "The Claude Hack",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_kyle_thedisruptor#b4e23be1",
      "type": "creator_content",
      "excerpt": "AI Companies are Doomed",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    }
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      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
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    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.75,
      "freshness_days": 29,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.75,
      "freshness_days": 29,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
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    {
      "field": "commercial.audience_buyer_fit",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 0,
      "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": 0,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 2,
      "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": 0,
      "method": "Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58.",
      "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": 2,
      "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": 2,
      "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": {
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    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 29,
    "generated_at": "2026-09-03T17:22:20.051Z"
  },
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    "user_triggered_requests": 0,
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    "note": "Being indexed in bulk is not the same as being retrieved to answer a question."
  },
  "relationships": {
    "platform_entity": "https://koinonlink.com/creators/youtube",
    "category_entity": "https://koinonlink.com/product-category/software"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=youtube_kyle_thedisruptor",
    "removal_url": "https://koinonlink.com/claim?k=youtube_kyle_thedisruptor"
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}