{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:xiaohongshu_xuelaoban678",
  "url": "https://koinonlink.com/kol/xiaohongshu/xuelaoban678",
  "alternate": {
    "html": "https://koinonlink.com/kol/xiaohongshu/xuelaoban678",
    "json": "https://koinonlink.com/kol/xiaohongshu/xuelaoban678.json",
    "markdown": "https://koinonlink.com/kol/xiaohongshu/xuelaoban678.md"
  },
  "identity": {
    "display_name": "薛老板AI产品经理",
    "handle": "xuelaoban678",
    "platform": "xiaohongshu",
    "platform_url": "https://www.xiaohongshu.com/user/profile/5e60e54f0000000001006d2e",
    "website": "xhsdiscover://message/userPublicGroupList?user_id=5e60e54f0000000001006d2e&username=TA",
    "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": 7500,
    "following": null,
    "posts_total": null,
    "posts_observed": 5,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "nano"
  },
  "engagement": {
    "status": "not_collected",
    "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": "Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.",
    "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": "✨前百度/京东资深产品专家出版3本书\n✨全网粉丝30 万+，助力1000人年薪50万+AIGC产品\n📩求职咨询|面试辅导|项目1V1定制\n💓项目：AIGC产品|智能对话|图片生成|数字人@薛老板",
    "topics": [
      "AI产品经理转行路径与项目准备",
      "面试技巧（模型选型、测评、Agent设计）",
      "AI求职案例与成功故事",
      "大厂PM涨薪与职业发展",
      "Vibe coding与Agent时代职业影响"
    ],
    "topics_en": [
      "AI Product Manager career change path and project preparation",
      "Interview skills (model selection, evaluation, Agent design)",
      "AI job search cases and success stories",
      "Big tech PM salary increases and career development",
      "Vibe coding and the impact of the Agent era on careers"
    ],
    "topics_zh": [
      "AI产品经理转行路径与项目准备",
      "面试技巧（模型选型、测评、Agent设计）",
      "AI求职案例与成功故事",
      "大厂PM涨薪与职业发展",
      "Vibe coding与Agent时代职业影响"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "ai_tools",
    "subcategory_label": "AI tools / agents",
    "category_confidence": 0.98,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "People looking to switch careers or land jobs as AI/AIGC product managers, including students, traditional internet PMs, and professionals from other fields",
    "roles": [
      "general_ai"
    ],
    "seniority": "learner",
    "pain_points": [
      "Lack of AI-related project experience, unsure how to tailor resumes and perform in interviews",
      "High technical barrier in AI, missing structured learning paths and hands-on case studies",
      "Struggle with open-ended interview questions on model evaluation, Agent design, etc.",
      "Worried about the 35-year-old crisis and layoffs in the internet industry, feeling underqualified in job market competition"
    ],
    "posts_analysed": 42,
    "confidence": 0.75
  },
  "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": 58,
    "authenticity_basis": "platform_default",
    "authenticity_method": "Fixed value 58, pending engagement collection. Not a measurement.",
    "authenticity_comparable_across_platforms": false,
    "credibility_score": 42,
    "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_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": "xiaohongshu_xuelaoban678#bab77e85",
      "type": "creator_content",
      "excerpt": "每天持续学习3H，成功入职大厂AIGC产品经理 / 🍎最近越来越的人想要转行求职AIGC产品经理，包括还未毕业的在校生，也有已经工作多年的互联网产品经理，但是绝大多数人没有做过相关的项目，AI技术又有门槛，所以很迷茫，不知道正确的学习路径是什么样的。 / 起薪 4 万的 AI 产品经理是什么样神级存在 / 如果有兴趣想提前布局进入AI产品经理的领域的同学，可以根据这个作为方向，一点点的提升自己的能力​。",
      "source_url": "https://www.xiaohongshu.com/user/profile/5e60e54f0000000001006d2e",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_xuelaoban678#ee678e0e",
      "type": "creator_content",
      "excerpt": "最终如果能成为AI产品经理，那也是挺香的，毕竟AI和人工智能，是未来的发展​之路。",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_xuelaoban678#3adb444f",
      "type": "creator_content",
      "excerpt": "想要获取搞[ / 简历没有AI项目怎么投？给普通产品经理一套 / 最近收到很多传统产品经理的咨询。",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_xuelaoban678#fd65f413",
      "type": "creator_content",
      "excerpt": "大家问得最多的一个问题是：",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_xuelaoban678#2f7a6be4",
      "type": "creator_content",
      "excerpt": "“薛老板，我想转AI产品经理，但是简历上没有AI项目，到底应该怎么投？”",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_xuelaoban678#29fa9f73",
      "type": "creator_content",
      "excerpt": "有的人做了三五年电商产品，有的人一直在做企业服务，还有的人做过教 / 【上岸实录】从无锡销售，到北京字节AI运营 / 211预防医学，2年制造业经验，零产品背景。我到北京后第一个正式投的公司是字节，两轮面试都过了，总包涨了60%。",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_xuelaoban678#5030afba",
      "type": "creator_content",
      "excerpt": "这篇把我的转行经历，连同字节两轮面试的原题和我的答题方向，一起写出来。#互联网大厂[话 / 豆包不是一个 App，而是一整套 AI 业务矩阵 / 如果对字节比较了解，你就会发现：字节现在围绕豆包和 Seed 模型，已经形成了一整套 AI 业务矩阵：C 端助手、模型平台、火山方舟、Agent、多模态、端侧助手、模型评测和应用策略。",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_xuelaoban678#59740b90",
      "type": "creator_content",
      "excerpt": "所以普通产 / 宇树科技--AI产品经理面试真实9道题 / 宇树科技，2026年机器人赛道最热的公司之一。",
      "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": 0.25,
      "freshness_days": 0,
      "method": "Fixed value 58, pending engagement collection. 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": 45,
      "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": 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": "2026-09-04T02:23:50.345Z"
  },
  "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_xuelaoban678",
    "removal_url": "https://koinonlink.com/claim?k=xiaohongshu_xuelaoban678"
  }
}