{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:xiaohongshu_2911292980",
  "url": "https://koinonlink.com/kol/xiaohongshu/2911292980",
  "alternate": {
    "html": "https://koinonlink.com/kol/xiaohongshu/2911292980",
    "json": "https://koinonlink.com/kol/xiaohongshu/2911292980.json",
    "markdown": "https://koinonlink.com/kol/xiaohongshu/2911292980.md"
  },
  "identity": {
    "display_name": "Ai学习的老章",
    "handle": "2911292980",
    "platform": "xiaohongshu",
    "platform_url": "https://www.xiaohongshu.com/user/profile/6323fb0a000000002302675c",
    "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": 2700,
    "following": null,
    "posts_total": null,
    "posts_observed": 2,
    "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": "Power by Ai",
    "topics": [
      "Local deployment of large language models",
      "Comparison of Qwen and GLM series models",
      "Quantization and optimization techniques for LLMs",
      "AI agent capabilities in LLMs",
      "Practical use cases for AI in enterprise workflows",
      "Performance benchmarking of AI models across different frame"
    ],
    "topics_en": [
      "Local deployment of large language models",
      "Comparison of Qwen and GLM series models",
      "Quantization and optimization techniques for LLMs",
      "AI agent capabilities in LLMs",
      "Practical use cases for AI in enterprise workflows",
      "Performance benchmarking of AI models across different frame"
    ],
    "topics_zh": [
      "大语言模型的本地部署",
      "Qwen 和 GLM 系列模型对比",
      "LLM 的量化与优化技术",
      "AI 智能体在 LLM 中的能力",
      "企业工作流中的 AI 实用案例",
      "不同框架下 AI 模型性能基准测试"
    ],
    "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": "AI engineers and technical practitioners focused on local deployment of large models, especially those working with Qwen and GLM series",
    "roles": [
      "dev"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "High cost and complexity of setting up local LLM deployments",
      "Uncertainty about model performance and optimization after quantization or distillation",
      "Lack of clear guidance on choosing between competing open-source models like Qwen vs. GLM",
      "Difficulty in evaluating real-world effectiveness of AI tools beyond hype"
    ],
    "posts_analysed": 32,
    "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": 37,
    "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_2911292980#e594d796",
      "type": "creator_content",
      "excerpt": "千问办公3000万用户里企业占一半，原因有三 / 千问办公上线一月用户破 3000 万，企业用户超半数。企业青睐它主要三点：依托 MyContext 补齐组织上下文短板；办公专属模型与 Agent 协同调优，提速降本；依托阿里生态打通多款办公 IM， / 人形机器人，开始卖给个人了 / #启元Q1[话题]#   #启元T1[话题]#  #人形机器人[话题]# #上纬新材[话题]#  #你的第一个个人机器人[话题]# #启元机器人开启预订[话题]# #个人机器人开始预订[话题]# #家 / GLM-5.3-Flash与Qwen3.8-Flash-Next孰",
      "source_url": "https://www.xiaohongshu.com/user/profile/6323fb0a000000002302675c",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_2911292980#1161d230",
      "type": "creator_content",
      "excerpt": "等 3.8 来到，开源世界将迎来更多精彩玩法！量化，蒸馏，M",
      "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": 0,
      "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": 0,
      "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": 0,
      "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": 60,
      "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": 60,
      "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": 60,
      "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": 60,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 0,
    "generated_at": "2026-09-05T07:22:43.866Z"
  },
  "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_2911292980",
    "removal_url": "https://koinonlink.com/claim?k=xiaohongshu_2911292980"
  }
}