{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:wechat_网络安全资料分享",
  "url": "https://koinonlink.com/kol/wechat/%E7%BD%91%E7%BB%9C%E5%AE%89%E5%85%A8%E8%B5%84%E6%96%99%E5%88%86%E4%BA%AB",
  "alternate": {
    "html": "https://koinonlink.com/kol/wechat/%E7%BD%91%E7%BB%9C%E5%AE%89%E5%85%A8%E8%B5%84%E6%96%99%E5%88%86%E4%BA%AB",
    "json": "https://koinonlink.com/kol/wechat/%E7%BD%91%E7%BB%9C%E5%AE%89%E5%85%A8%E8%B5%84%E6%96%99%E5%88%86%E4%BA%AB.json",
    "markdown": "https://koinonlink.com/kol/wechat/%E7%BD%91%E7%BB%9C%E5%AE%89%E5%85%A8%E8%B5%84%E6%96%99%E5%88%86%E4%BA%AB.md"
  },
  "identity": {
    "display_name": "网络安全资料分享",
    "handle": "网络安全资料分享",
    "platform": "wechat",
    "platform_url": "https://weixin.sogou.com/weixin?type=1&query=%E7%BD%91%E7%BB%9C%E5%AE%89%E5%85%A8%E8%B5%84%E6%96%99%E5%88%86%E4%BA%AB",
    "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": 8,
    "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 product management career transition",
      "Structured learning paths for AI PM",
      "Skills and competencies for AI product managers",
      "Zero-to-job roadmaps in AI product roles",
      "Curated AI PM knowledge resources"
    ],
    "topics_en": [
      "AI product management career transition",
      "Structured learning paths for AI PM",
      "Skills and competencies for AI product managers",
      "Zero-to-job roadmaps in AI product roles",
      "Curated AI PM knowledge resources"
    ],
    "topics_zh": [
      "AI产品管理职业转型",
      "AI产品经理的结构化学习路径",
      "AI产品经理的技能与能力",
      "AI产品岗位的零基础到就业路线图",
      "精选AI产品经理知识资源"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "ai_tools",
    "subcategory_label": "AI tools / agents",
    "category_confidence": 0.85,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Aspiring AI product managers, mainly career switchers from non-tech backgrounds aiming to break into AI product roles",
    "roles": [
      "general_ai"
    ],
    "seniority": "learner",
    "pain_points": [
      "Struggling to find a clear, structured learning path from zero to job-ready in AI product management",
      "Feeling overwhelmed by the sheer volume of AI resources and unsure which ones are actually valuable",
      "Wasting time on outdated or poorly organized content that doesn't lead to real job outcomes"
    ],
    "posts_analysed": 5,
    "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": 0.8,
    "promotion_intent": 0.6,
    "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_网络安全资料分享#215a0cd3",
      "type": "creator_content",
      "excerpt": "挑战100天教大家拿下AI产品经理offer",
      "source_url": "https://weixin.sogou.com/weixin?type=1&query=%E7%BD%91%E7%BB%9C%E5%AE%89%E5%85%A8%E8%B5%84%E6%96%99%E5%88%86%E4%BA%AB",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_网络安全资料分享#cb83f6a4",
      "type": "creator_content",
      "excerpt": "个人认为这是飞书上最顶的AI产品经理知识库",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_网络安全资料分享#ddea36d9",
      "type": "creator_content",
      "excerpt": "AI产品经理常用的6个skill 从想法到落地",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_网络安全资料分享#a02c7469",
      "type": "creator_content",
      "excerpt": "零基础小白转AI产品经理30天学习路线!",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_网络安全资料分享#61808478",
      "type": "creator_content",
      "excerpt": "2026学习AI产品经理千万别把顺序搞反了!",
      "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": 12,
      "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": 12,
      "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": 12,
      "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": 12,
      "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": 12,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 11,
      "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": 12,
      "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": 11,
      "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": 11,
      "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": 11,
    "content_analysed_days_ago": 12,
    "audience_updated_days_ago": 12,
    "generated_at": "2026-09-23T03:14:54.309Z"
  },
  "retrieval": {
    "indexing_requests": 2,
    "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_%E7%BD%91%E7%BB%9C%E5%AE%89%E5%85%A8%E8%B5%84%E6%96%99%E5%88%86%E4%BA%AB",
    "removal_url": "https://koinonlink.com/claim?k=wechat_%E7%BD%91%E7%BB%9C%E5%AE%89%E5%85%A8%E8%B5%84%E6%96%99%E5%88%86%E4%BA%AB"
  }
}