{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:tiktok_lizthedeveloper",
  "url": "https://koinonlink.com/kol/tiktok/lizthedeveloper",
  "alternate": {
    "html": "https://koinonlink.com/kol/tiktok/lizthedeveloper",
    "json": "https://koinonlink.com/kol/tiktok/lizthedeveloper.json",
    "markdown": "https://koinonlink.com/kol/tiktok/lizthedeveloper.md"
  },
  "identity": {
    "display_name": "future infinitive ☸️🆘🇺🇸",
    "handle": "lizthedeveloper",
    "platform": "tiktok",
    "platform_url": "https://www.tiktok.com/@lizthedeveloper",
    "website": null,
    "country": "US",
    "country_name": "United States",
    "location_text": null,
    "entity_type": "creator",
    "person_id": "koinon:person:youtube_lizthedeveloper",
    "person_id_note": null,
    "other_accounts": [
      {
        "platform": "youtube",
        "handle": "lizthedeveloper",
        "url": "https://koinonlink.com/kol/youtube/lizthedeveloper"
      }
    ],
    "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": 159604,
    "following": 3900,
    "posts_total": null,
    "posts_observed": 6,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "kol"
  },
  "engagement": {
    "status": "not_collected",
    "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 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": "",
    "topics": [
      "cybersecurity insider details and tools",
      "AI criticism and practical limitations",
      "privacy protection and data escape",
      "management processes and SOPs",
      "engineering games like Factorio and Dyson Sphere Program"
    ],
    "topics_en": [
      "cybersecurity insider details and tools",
      "AI criticism and practical limitations",
      "privacy protection and data escape",
      "management processes and SOPs",
      "engineering games like Factorio and Dyson Sphere Program"
    ],
    "topics_zh": [
      "网络安全内部细节与工具",
      "人工智能批评与实际局限",
      "隐私保护与数据逃逸",
      "管理流程与标准操作程序",
      "工程游戏如Factorio和Dyson Sphere Program"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "security",
    "subcategory_label": "Security / privacy",
    "category_confidence": 0.85,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "cybersecurity practitioners, developers, and privacy-focused tech professionals who engage with insider security topics, AI criticism, and management processes",
    "roles": [
      "dev"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "dealing with non-standard security implementations and container vulnerabilities in real systems",
      "navigating privacy risks like device tracking and border surveillance",
      "managing teams and building habits without expensive programs",
      "evaluating overhyped or flawed AI tools in professional workflows"
    ],
    "posts_analysed": 100,
    "confidence": 0.9
  },
  "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": 58,
    "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": 58,
    "credibility_note": null,
    "flagged_for_review": false,
    "flag_reasons": [],
    "anomaly_flags": [],
    "koinon_bd_grade": {
      "value": "B",
      "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": "tiktok_lizthedeveloper#dca15e1d",
      "type": "creator_content",
      "excerpt": "Comment Privacy for 20% off joindeleteme.com/multiverse (http://joindeleteme.com/multiverse) to manage your personal brand’s PII exposure",
      "source_url": "https://www.tiktok.com/@lizthedeveloper",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_lizthedeveloper#2574aed1",
      "type": "creator_content",
      "excerpt": "original sound - lizthedeveloper",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_lizthedeveloper#03818445",
      "type": "creator_content",
      "excerpt": "Check out future infinitive ☸️🆘🇺🇸’s video! #TikTok >",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_lizthedeveloper#b4d24699",
      "type": "creator_content",
      "excerpt": "#AD Comment ‘supply chain’ and I’ll send you the link to Endor Labs’ FREE MCP @EndorLabs",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_lizthedeveloper#5c871477",
      "type": "creator_content",
      "excerpt": "It is a becoming a big trend on TikTok now! Click here: ad",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_lizthedeveloper#bdd9f614",
      "type": "creator_content",
      "excerpt": "I have received this email more than once which is too many times. I’ve been iterating on some SOPs for it, here is one. Would love comments.",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_lizthedeveloper#a9a910ad",
      "type": "creator_content",
      "excerpt": "Bitter Sweet Symphony",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_lizthedeveloper#c77a8fd6",
      "type": "creator_content",
      "excerpt": "I did find 28 computer science courses I made that I forgot to publish as I did this giant ontology so expect the volume of free stuff I give away to rise even higher",
      "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": 0.9,
      "freshness_days": 28,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.9,
      "freshness_days": 28,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.9,
      "freshness_days": 28,
      "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": 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": 4,
      "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": 4,
      "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": 4,
      "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": 4,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 28,
    "generated_at": "2026-09-03T17:22:52.328Z"
  },
  "retrieval": {
    "indexing_requests": 1,
    "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/tiktok",
    "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=tiktok_lizthedeveloper",
    "removal_url": "https://koinonlink.com/claim?k=tiktok_lizthedeveloper"
  }
}