{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:x_tutransform",
  "url": "https://koinonlink.com/kol/x/tuTransform",
  "alternate": {
    "html": "https://koinonlink.com/kol/x/tuTransform",
    "json": "https://koinonlink.com/kol/x/tuTransform.json",
    "markdown": "https://koinonlink.com/kol/x/tuTransform.md"
  },
  "identity": {
    "display_name": "Johnelom",
    "handle": "tuTransform",
    "platform": "x",
    "platform_url": "https://twitter.com/tuTransform",
    "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": 12937,
    "following": 8951,
    "posts_total": 15249,
    "posts_observed": 1,
    "account_age_days": 4792,
    "posts_per_day": 3.182,
    "verified": true,
    "size_tier": "koc"
  },
  "engagement": {
    "status": "peak_post_only",
    "engagement_rate": null,
    "engagement_rate_basis": null,
    "posts_in_average": null,
    "avg_views_per_post": null,
    "peak_post_engagement_rate": 0.00008,
    "avg_interactions_per_post": null,
    "best_post_interactions": 1,
    "measurement_source": "x_post_interactions",
    "measurement_formula": "interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)",
    "comparable_pool": "peak_interactions",
    "status_note": "We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.",
    "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": [
      "AI model selection for trading",
      "AI-powered trading strategies",
      "Developer tools for AI trading",
      "Building AI agents for finance"
    ],
    "topics_en": [
      "Web3",
      "decentralized computing",
      "AI compute demand"
    ],
    "topics_zh": [
      "Web3",
      "去中心化计算",
      "AI算力需求"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "ai_tools",
    "subcategory_label": "AI tools / agents",
    "category_confidence": 0.3,
    "category_source": "derived_from_discovery_path"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Developers building AI-powered trading solutions, mainly focusing on selecting the right AI models for trading systems",
    "roles": [
      "dev"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Struggling to choose the right AI model that fits specific trading project requirements",
      "Having difficulty implementing smart trading strategies with limited AI tooling support",
      "Need better integration between AI models and trading systems"
    ],
    "posts_analysed": 2,
    "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": 0.9,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 51,
    "authenticity_basis": "engagement_observed",
    "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": 66,
    "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": "x_tutransform#06d9d654",
      "type": "creator_content",
      "excerpt": "𝗖𝗛𝗢𝗢𝗦𝗜𝗡𝗚 𝗧𝗛𝗘 𝗥𝗜𝗚𝗛𝗧 𝗔𝗜 𝗠𝗢𝗗𝗘𝗟 𝗖𝗔𝗡 𝗦𝗔𝗩𝗘 𝗛𝗢𝗨𝗥𝗦 𝗢𝗙 𝗪𝗢𝗥𝗞. Different projects have different requirements. Some need stronger reasoning, while others focus on coding, research, or content creation. AINFT's AI Service Platform brings multiple lead",
      "source_url": "https://twitter.com/tuTransform/status/2069402670046020011",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "x_tutransform#8b2770a3",
      "type": "creator_content",
      "excerpt": "𝗦𝗠𝗔𝗥𝗧 𝗧𝗥𝗔𝗗𝗜𝗡𝗚 𝗥𝗘𝗤𝗨𝗜𝗥𝗘𝗦 𝗦𝗠𝗔𝗥𝗧𝗘𝗥 𝗦𝗧𝗥𝗔𝗧𝗘𝗚𝗜𝗘𝗦. AINFT AgenTX is designed for developers building AI powered trading solutions, offering a flexible framework for creating trading strategies across multiple blockchains. With support for secure on cha",
      "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": 22,
      "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": 22,
      "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": 22,
      "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": 78,
      "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": 78,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 123,
      "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": 0.5,
      "freshness_days": 78,
      "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": 123,
      "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": 123,
      "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": 123,
    "content_analysed_days_ago": 78,
    "audience_updated_days_ago": 22,
    "generated_at": "2026-10-24T05:03:35.228Z"
  },
  "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/x",
    "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=x_tutransform",
    "removal_url": "https://koinonlink.com/claim?k=x_tutransform"
  }
}