{
  "@context": "https://koinonlink.com/schema/creator/v1.2",
  "@type": "Creator",
  "schema_version": "1.2",
  "id": "koinon:creator:wechat_嘟爷java超神学堂",
  "url": "https://koinonlink.com/kol/wechat/%E5%98%9F%E7%88%B7java%E8%B6%85%E7%A5%9E%E5%AD%A6%E5%A0%82",
  "alternate": {
    "html": "https://koinonlink.com/kol/wechat/%E5%98%9F%E7%88%B7java%E8%B6%85%E7%A5%9E%E5%AD%A6%E5%A0%82",
    "json": "https://koinonlink.com/kol/wechat/%E5%98%9F%E7%88%B7java%E8%B6%85%E7%A5%9E%E5%AD%A6%E5%A0%82.json",
    "markdown": "https://koinonlink.com/kol/wechat/%E5%98%9F%E7%88%B7java%E8%B6%85%E7%A5%9E%E5%AD%A6%E5%A0%82.md"
  },
  "identity": {
    "display_name": "嘟爷java超神学堂",
    "handle": "嘟爷java超神学堂",
    "platform": "wechat",
    "platform_url": "https://weixin.sogou.com/weixin?type=1&query=%E5%98%9F%E7%88%B7java%E8%B6%85%E7%A5%9E%E5%AD%A6%E5%A0%82",
    "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": null,
    "following": null,
    "posts_total": null,
    "posts_observed": 12,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "nano"
  },
  "engagement": {
    "status": "not_measurable_on_platform",
    "engagement_rate": null,
    "engagement_rate_basis": null,
    "posts_in_average": 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": "This platform publishes no follower count, so an engagement RATE has no denominator here. No amount of further collection can produce one — it is a property of the platform, not a gap in our data.",
    "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": null,
    "topics": [
      "程序员副业",
      "月度复盘",
      "合伙人产品分析",
      "AI项目看法",
      "副业规划"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "ai_tools",
    "subcategory_label": "AI tools / agents",
    "category_confidence": 0.8,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Developers seeking side income, primarily frontline programmers looking to earn extra money through side projects",
    "roles": [
      "dev"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Lack of reliable sources for side hustle opportunities",
      "Difficulty verifying the authenticity of various partner products",
      "Confusion about how to effectively use AI tools in side hustles",
      "Uncertainty about the future direction of their side ventures"
    ],
    "posts_analysed": 6,
    "confidence": 0.4
  },
  "commercial": {
    "audience_buyer_fit": 0.8,
    "promotion_intent": 0.7,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 60,
    "authenticity_basis": "platform_default",
    "authenticity_method": "Fixed value 60. This platform exposes no public follower count, so no authenticity heuristic is run at all. The number is a placeholder, not a measurement.",
    "authenticity_comparable_across_platforms": false,
    "credibility_score": null,
    "credibility_note": "Not computed for this profile: the follower-based heuristic had no inputs on this platform.",
    "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_only",
      "formula": "fit_score >= 0.5 => A; >= 0.35 => B; else C. authenticity is not an input.",
      "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": "wechat_嘟爷java超神学堂#956284d6",
      "type": "creator_content",
      "excerpt": "程序员副业 | 2024年2月复盘",
      "source_url": "https://weixin.sogou.com/weixin?type=1&query=%E5%98%9F%E7%88%B7java%E8%B6%85%E7%A5%9E%E5%AD%A6%E5%A0%82",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_嘟爷java超神学堂#c25322e3",
      "type": "creator_content",
      "excerpt": "程序员副业 | 2024年3月复盘",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_嘟爷java超神学堂#0806a7b0",
      "type": "creator_content",
      "excerpt": "程序员副业 | 2024年4月复盘",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_嘟爷java超神学堂#d9291b05",
      "type": "creator_content",
      "excerpt": "程序员副业 | 谈谈最近市面上各种合伙人产品",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_嘟爷java超神学堂#24da5762",
      "type": "creator_content",
      "excerpt": "程序员副业 | 谈谈对AI写真项目的看法",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_嘟爷java超神学堂#30fce0b1",
      "type": "creator_content",
      "excerpt": "程序员副业 | 对自己未来副业方向的思考",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_嘟爷java超神学堂#5fa31ebb",
      "type": "creator_content",
      "excerpt": "程序员副业 | AI写真快闪活动当教练的一天",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_嘟爷java超神学堂#80978c7d",
      "type": "creator_content",
      "excerpt": "程序员副业 | AI写真技术研究告一段落,开始运营小红书号",
      "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": 25,
      "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": 25,
      "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": 25,
      "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": 1,
      "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": 1,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 1,
      "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": 1,
      "method": "Fixed value 60. This platform exposes no public follower count, so no authenticity heuristic is run at all. The number is a placeholder, not a measurement.",
      "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": 1,
      "method": "llm_partner_fit_classifier + fit_score >= 0.5 => A; >= 0.35 => B; else C. authenticity is not an input.",
      "note": "Koinon partner-outreach fit, not creator quality."
    },
    {
      "field": "reach.followers",
      "source_type": "observed",
      "confidence": 0.95,
      "freshness_days": 1,
      "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": 1,
    "content_analysed_days_ago": 1,
    "audience_updated_days_ago": 25,
    "generated_at": "2026-09-02T15:07:21.647Z"
  },
  "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/wechat",
    "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=wechat_%E5%98%9F%E7%88%B7java%E8%B6%85%E7%A5%9E%E5%AD%A6%E5%A0%82",
    "removal_url": "https://koinonlink.com/claim?k=wechat_%E5%98%9F%E7%88%B7java%E8%B6%85%E7%A5%9E%E5%AD%A6%E5%A0%82"
  }
}