{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:xiaohongshu_aliyy66",
  "url": "https://koinonlink.com/kol/xiaohongshu/aliyy66",
  "alternate": {
    "html": "https://koinonlink.com/kol/xiaohongshu/aliyy66",
    "json": "https://koinonlink.com/kol/xiaohongshu/aliyy66.json",
    "markdown": "https://koinonlink.com/kol/xiaohongshu/aliyy66.md"
  },
  "identity": {
    "display_name": "老洋科技说（AI实战版）",
    "handle": "aliyy66",
    "platform": "xiaohongshu",
    "platform_url": "https://www.xiaohongshu.com/user/profile/5b1f85fc11be1017463221ba",
    "website": "xhsdiscover://message/userPublicGroupList?user_id=5b1f85fc11be1017463221ba&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": 64900,
    "following": null,
    "posts_total": null,
    "posts_observed": 15,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "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": 0.4392,
    "avg_interactions_per_post": null,
    "best_post_interactions": 28504,
    "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": "👨🏻‍💻9年科技产品评测经验\n🎯分享真实的产品使用心得\n📚浙大&港理工       AI+软件    AI+硬件    \nAI工具|科技|数码|家居|家电|软件技巧\n用❤分享每一篇📩[contact removed]",
    "topics": [
      "AI Agent/智能体低成本部署",
      "Claude Code + Codex国内使用教程",
      "AI硬件与生产力工具实测",
      "职场效率工具与工作流",
      "AI生成实用小工具"
    ],
    "topics_en": [
      "Low-cost AI Agent deployment",
      "Claude Code + Codex tutorial for China",
      "AI hardware and productivity tool reviews",
      "Workplace efficiency tools and workflows",
      "AI-generated practical mini-tools"
    ],
    "topics_zh": [
      "AI Agent/智能体低成本部署",
      "Claude Code + Codex国内使用教程",
      "AI硬件与生产力工具实测",
      "职场效率工具与工作流",
      "AI生成实用小工具"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "ai_tools",
    "subcategory_label": "AI tools / agents",
    "category_confidence": 0.95,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "office workers and beginners in AI tools, mainly salaried professionals, content creators, and small business owners looking to adopt AI productivity tools affordably and with zero learning curve",
    "roles": [
      "automation"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "High barrier to entry for AI tools requiring VPNs or complicated setup, causing average users to give up after struggling for hours",
      "Time-consuming daily tasks like invoice organization, client message replies, and code writing",
      "Desire for a 24/7 AI assistant but unsure how to implement it affordably",
      "Limited convenient alternatives to tools like Claude or Codex in China, lacking simple and effective solutions"
    ],
    "posts_analysed": 44,
    "confidence": 0.75
  },
  "commercial": {
    "audience_buyer_fit": 0.85,
    "promotion_intent": 0.9,
    "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": 63,
    "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_aliyy66#51ca8aa9",
      "type": "creator_content",
      "excerpt": "更好用的国产龙虾！WorkBuddy入门保姆级教程 / 说真的，咱普通人没必要死磕OpenClaw、Claude，这些AI产品虽然强，但它们对国内用户并不友好。代码配置搞半天，一步步折腾下来可能全是坑。对于小白来说，真正的刚需是好安装、好上手、够安全。",
      "source_url": "https://www.xiaohongshu.com/user/profile/5b1f85fc11be1017463221ba",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_aliyy66#83d99966",
      "type": "creator_content",
      "excerpt": "所 / 新手如何快速上手Switch✅还不进来学‼️ / 不少朋友入手了新switch，辛辛苦苦验完机后，又陷入了一片茫然，根本不知道要怎么设置才能玩上游戏。",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_aliyy66#98daf8df",
      "type": "creator_content",
      "excerpt": "今天就出一期新手指南，帮大家解决一下在账号注册、分区选择、购买游戏时可能会遇到的各种问题，都是干货 / 实测更有性价比的AI视频模型居然是它？ / 8月AI视频杀疯了！Seedance 2.5真人感炸裂，但每分钟1.8元的成本你敢随便用吗？我实测几组prompt发现，综合产出质量和成本，最有性价比的视频模型，竟然是Seedance 2.0 fas / DeepSeek Harness来了？3分钟保姆级安装！ / #AI工具[话题]# #howto用好AI[话题]# #DeepSeek[话题]# #deepseekharness[话题]# #vibecod",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_aliyy66#d6ba99c7",
      "type": "creator_content",
      "excerpt": "我直接用千问办公搭了个「活动申报后台」——自动识别群消息、提取活动信息、生成可视化网页，每天定时推送新活动。终于不用再焦虑错过平台活动了！这",
      "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": 35,
      "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": 35,
      "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": 35,
      "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": 40,
      "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": 40,
      "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": 40,
      "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": 40,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 35,
    "generated_at": "2026-09-03T16:21:28.365Z"
  },
  "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_aliyy66",
    "removal_url": "https://koinonlink.com/claim?k=xiaohongshu_aliyy66"
  }
}