{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:xiaohongshu_49313552963",
  "url": "https://koinonlink.com/kol/xiaohongshu/49313552963",
  "alternate": {
    "html": "https://koinonlink.com/kol/xiaohongshu/49313552963",
    "json": "https://koinonlink.com/kol/xiaohongshu/49313552963.json",
    "markdown": "https://koinonlink.com/kol/xiaohongshu/49313552963.md"
  },
  "identity": {
    "display_name": "两光年AI产品经理",
    "handle": "49313552963",
    "platform": "xiaohongshu",
    "platform_url": "https://www.xiaohongshu.com/user/profile/641d08f6000000001201006d",
    "website": null,
    "country": "CN",
    "country_name": "China",
    "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": 28600,
    "following": null,
    "posts_total": null,
    "posts_observed": 5,
    "account_age_days": null,
    "posts_per_day": null,
    "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": 0.1943,
    "avg_interactions_per_post": null,
    "best_post_interactions": 5557,
    "measurement_source": "cn_posts_max",
    "measurement_formula": "likes + comments + shares (douyin) or likes + comments + collects (xiaohongshu), max over observed posts",
    "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": "📌一线大厂十年产品经理｜三年AI产品经理\n💫0-1带项目实战｜AIGC产品使用分享\n💡个人成长，企业赋能，AI行业深耕者",
    "topics": [
      "AI产品经理转行路径与能力要求",
      "AI工具工作流（Codex、Claude Code、Cursor、WorkBuddy）",
      "Agent项目实战案例",
      "学习资源与教程推荐（吴恩达课程、知识库、PRD模板）",
      "RAG、企业智能客服等AI产品项目落地"
    ],
    "topics_en": [
      "AI Product Manager career transition paths and skill requirements",
      "AI tool workflows (Codex, Claude Code, Cursor, WorkBuddy)",
      "Agent project practical case studies",
      "Learning resources and tutorial recommendations (Andrew Ng courses, knowledge bases, PRD templates)",
      "RAG, enterprise intelligent customer service, and other AI product project implementation"
    ],
    "topics_zh": [
      "AI产品经理转行路径与能力要求",
      "AI工具工作流（Codex、Claude Code、Cursor、WorkBuddy）",
      "Agent项目实战案例",
      "学习资源与教程推荐（吴恩达课程、知识库、PRD模板）",
      "RAG、企业智能客服等AI产品项目落地"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "ai_tools",
    "subcategory_label": "AI tools / agents",
    "category_confidence": 0.97,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Career switchers and self-learners aiming to become AI product managers, especially those with product management backgrounds, liberal arts majors, or zero experience",
    "roles": [
      "general_ai"
    ],
    "seniority": "learner",
    "pain_points": [
      "Lack of hands-on AI project experience, failing interviews when asked about projects",
      "Unclear about the specific tools and skills AI product managers need (e.g., algorithms, Agents)",
      "No structured learning path or high-quality resources, leading to wasted time and detours",
      "Struggle to integrate tools like Codex, Claude Code, and Cursor into daily workflows"
    ],
    "posts_analysed": 40,
    "confidence": 0.75
  },
  "commercial": {
    "audience_buyer_fit": 0.8,
    "promotion_intent": 0.8,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 70,
    "authenticity_basis": "engagement_observed",
    "authenticity_method": "Starts at 60; interactions-per-follower on collected posts then adds or subtracts (large following with near-zero engagement is penalised heavily).",
    "authenticity_comparable_across_platforms": false,
    "credibility_score": 68,
    "credibility_note": null,
    "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_and_engagement",
      "formula": "authenticity >= 55 AND fit_score >= 0.45 => A; authenticity >= 40 AND fit_score >= 0.3 => 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": "xiaohongshu_49313552963#e14524b0",
      "type": "creator_content",
      "excerpt": "0基础60天轻松转行AI产品经理 / 近期，很多同学在转行成为 AI 产品经理的过程中遇到了不少困难，尤其是缺乏系统的学习方法和AI项目实战经验。为解决这些问题，我们特别推出了 AI 产品经理转型课程2.0版（[向右R]持续更新大模型最新 / 转行AI产品经理，现在完全有机会！ / 🤔很多想转行AI产品经理的小伙伴，比较困惑的是AI产品经理需不需要懂算法，以及转行AI产品经理应该具备哪些能力？",
      "source_url": "https://www.xiaohongshu.com/user/profile/641d08f6000000001201006d",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_49313552963#3a52ce78",
      "type": "creator_content",
      "excerpt": ".",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_49313552963#42bbd0e2",
      "type": "creator_content",
      "excerpt": "📍首先，AI产品经理不需要像算法工程师那样精通算法，但是要重点掌握的是:常见算 / 近2周时间我的Codex项目集（已落地 / 最近用Codex搭建agent工作流很火，整理了10个小项目希望能帮助大家优化工作流，放在知识库里了~",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_49313552963#e3e87c3b",
      "type": "creator_content",
      "excerpt": "#Codex[话题]# #codex教程[话题]# #vibecoding[话题]# #AI产品 / 周末练完这76页，你的workbuddy就很🐮了 / 整理了workbuddy的教程及实用案例",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_49313552963#84dd9040",
      "type": "creator_content",
      "excerpt": "我都挨个过了遍，希望可以帮助大家优化自己的工作流~",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_49313552963#f98c6c9b",
      "type": "creator_content",
      "excerpt": "#workbuddy[话题]# #vibecoding[话题]# #产品经理[话题]# #互联网产品经理[ / 个人认为飞书最顶的AI产品经理知识库 / 转行ai产品经理入门难，这个免费学习的一站式AI产品经理知识库必须🐴住！",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_49313552963#3a52ce78",
      "type": "creator_content",
      "excerpt": ".",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_49313552963#3f9c0757",
      "type": "creator_content",
      "excerpt": "从入门到精通，涵盖了：产品设计、需求分析全流程、0-1AI项目落地、AI最新前沿技术（Codex、Claude Code / 建议大家都去飞书学skills！ / 2026窗口期：会用Skills自动化工作流的人，已经跑赢99%的人。",
      "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": 0.75,
      "freshness_days": 34,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.75,
      "freshness_days": 34,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.75,
      "freshness_days": 34,
      "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": 45,
      "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": 0,
      "method": "Starts at 60; interactions-per-follower on collected posts then adds or subtracts (large following with near-zero engagement is penalised heavily).",
      "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": 45,
      "method": "llm_partner_fit_classifier + authenticity >= 55 AND fit_score >= 0.45 => A; authenticity >= 40 AND fit_score >= 0.3 => 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": 45,
      "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": 45,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 34,
    "generated_at": "2026-09-03T18:23:25.714Z"
  },
  "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/xiaohongshu",
    "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=xiaohongshu_49313552963",
    "removal_url": "https://koinonlink.com/claim?k=xiaohongshu_49313552963"
  }
}