{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:wechat_ai自习室手帐",
  "url": "https://koinonlink.com/kol/wechat/AI%E8%87%AA%E4%B9%A0%E5%AE%A4%E6%89%8B%E5%B8%90",
  "alternate": {
    "html": "https://koinonlink.com/kol/wechat/AI%E8%87%AA%E4%B9%A0%E5%AE%A4%E6%89%8B%E5%B8%90",
    "json": "https://koinonlink.com/kol/wechat/AI%E8%87%AA%E4%B9%A0%E5%AE%A4%E6%89%8B%E5%B8%90.json",
    "markdown": "https://koinonlink.com/kol/wechat/AI%E8%87%AA%E4%B9%A0%E5%AE%A4%E6%89%8B%E5%B8%90.md"
  },
  "identity": {
    "display_name": "AI自习室手帐",
    "handle": "AI自习室手帐",
    "platform": "wechat",
    "platform_url": "https://weixin.sogou.com/weixin?type=1&query=AI%E8%87%AA%E4%B9%A0%E5%AE%A4%E6%89%8B%E5%B8%90",
    "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": 5,
    "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,
    "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": "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": "",
    "topics": [
      "AI for beginners",
      "AI automation and agents",
      "Personalized AI tool building",
      "AI-powered workflow optimization",
      "AI tools for creative tasks like music and image generation",
      "Rapid evolution of AI tools"
    ],
    "topics_en": [
      "AI for beginners",
      "AI automation and agents",
      "Personalized AI tool building",
      "AI-powered workflow optimization",
      "AI tools for creative tasks like music and image generation",
      "Rapid evolution of AI tools"
    ],
    "topics_zh": [
      "AI 入门",
      "AI 自动化与智能体",
      "个性化 AI 工具构建",
      "AI 驱动的工作流优化",
      "AI 创意工具（音乐图像生成等）",
      "AI 工具的快速演进"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "ai_tools",
    "subcategory_label": "AI tools / agents",
    "category_confidence": 0.9,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Beginners learning AI from scratch, mainly self-learners and hobbyists interested in practical AI tools and automation",
    "roles": [
      "none"
    ],
    "seniority": "learner",
    "pain_points": [
      "Struggling to understand basic AI concepts like AI Agents and connectors",
      "Frustrated by inefficient workflows that could be automated with AI",
      "Overwhelmed by the rapid pace of AI tool updates and changes",
      "Not knowing how to build personalized AI solutions from scratch"
    ],
    "posts_analysed": 6,
    "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": 0.5,
    "promotion_intent": 0.8,
    "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": "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_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_ai自习室手帐#5f7d49b1",
      "type": "creator_content",
      "excerpt": "零基础学AI第7天:AI连接器,让AI成为你的第二只手?",
      "source_url": "https://weixin.sogou.com/weixin?type=1&query=AI%E8%87%AA%E4%B9%A0%E5%AE%A4%E6%89%8B%E5%B8%90",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_ai自习室手帐#7bce73b9",
      "type": "creator_content",
      "excerpt": "零基础学AI第16天:AI Agent是啥?AI偷懒被",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_ai自习室手帐#3a454036",
      "type": "creator_content",
      "excerpt": "零基础学AI第15天:你用的AI工具,3个月后",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_ai自习室手帐#7eefe9ad",
      "type": "creator_content",
      "excerpt": "零基础学AI的第19天:3步搭个只属于你的AI",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_ai自习室手帐#65232f66",
      "type": "creator_content",
      "excerpt": "零基础学AI第24天:还在翻曲库找配乐?AI现在会看图了",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_ai自习室手帐#48806c5b",
      "type": "creator_content",
      "excerpt": "零基础学AI第24天:还在翻曲库找配乐?AI现",
      "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": 9,
      "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": 9,
      "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": 9,
      "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": 9,
      "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": 9,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 9,
      "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": 9,
      "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": 9,
      "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": 9,
      "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": 9,
    "content_analysed_days_ago": 9,
    "audience_updated_days_ago": 9,
    "generated_at": "2026-09-23T03:20:53.794Z"
  },
  "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/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_ai%E8%87%AA%E4%B9%A0%E5%AE%A4%E6%89%8B%E5%B8%90",
    "removal_url": "https://koinonlink.com/claim?k=wechat_ai%E8%87%AA%E4%B9%A0%E5%AE%A4%E6%89%8B%E5%B8%90"
  }
}