{
  "@context": "https://koinonlink.com/schema/creator/v1.2",
  "@type": "Creator",
  "schema_version": "1.2",
  "id": "koinon:creator:wechat_为机器立心",
  "url": "https://koinonlink.com/kol/wechat/%E4%B8%BA%E6%9C%BA%E5%99%A8%E7%AB%8B%E5%BF%83",
  "alternate": {
    "html": "https://koinonlink.com/kol/wechat/%E4%B8%BA%E6%9C%BA%E5%99%A8%E7%AB%8B%E5%BF%83",
    "json": "https://koinonlink.com/kol/wechat/%E4%B8%BA%E6%9C%BA%E5%99%A8%E7%AB%8B%E5%BF%83.json",
    "markdown": "https://koinonlink.com/kol/wechat/%E4%B8%BA%E6%9C%BA%E5%99%A8%E7%AB%8B%E5%BF%83.md"
  },
  "identity": {
    "display_name": "为机器立心",
    "handle": "为机器立心",
    "platform": "wechat",
    "platform_url": "https://weixin.sogou.com/weixin?type=1&query=%E4%B8%BA%E6%9C%BA%E5%99%A8%E7%AB%8B%E5%BF%83",
    "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": 4,
    "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,
    "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": null,
    "topics": [
      "AI智能体安全漏洞与攻击",
      "Agent工具使用可靠性",
      "恶意代码植入检测",
      "智能体技能泛化与进化",
      "语义防火墙与防御机制"
    ],
    "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": "Technical practitioners focused on AI agent development and security, primarily developers and researchers working on Agent R&D, testing, and deployment",
    "roles": [
      "automation"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "AI agents are vulnerable to normal conversation attacks leading to skill leakage",
      "Incorrect tool retrieval degrades agent performance",
      "Code assistants may inject malicious code undetectably",
      "Agent skills overfit, resulting in poor generalization ability"
    ],
    "posts_analysed": 5,
    "confidence": 0.4
  },
  "commercial": {
    "audience_buyer_fit": 1,
    "promotion_intent": 1,
    "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_为机器立心#2eca88a5",
      "type": "creator_content",
      "excerpt": "浙大:解决 AI 智能体 “技能过拟合” 绝症,SkillBoost 让 Agent 越进化越通用",
      "source_url": "https://weixin.sogou.com/weixin?type=1&query=%E4%B8%BA%E6%9C%BA%E5%99%A8%E7%AB%8B%E5%BF%83",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_为机器立心#cb0b51a1",
      "type": "creator_content",
      "excerpt": "中科院|给常驻AI智能体装上「语义防火墙」TokenWall,攻击拦截率飙升、延迟几乎无感",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_为机器立心#8c56ef94",
      "type": "creator_content",
      "excerpt": "南开+阿里实验室发现AI智能体致命漏洞:不用套话、不用破解,仅凭正常对话就能偷走付费专属技能",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_为机器立心#4b40c77e",
      "type": "creator_content",
      "excerpt": "AI智能体别盲目信工具:错误检索会让AI表现,比完全不用工具还差",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_为机器立心#a60e9c6d",
      "type": "creator_content",
      "excerpt": "94%开发者没能发现AI偷偷植入的恶意代码|当你信任的编码助手变成“内鬼”",
      "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": 1,
      "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": 1,
      "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": 1,
      "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": 1,
      "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": 1,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 1,
      "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": 1,
      "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": 1,
      "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": 1,
      "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": 1,
    "content_analysed_days_ago": 1,
    "audience_updated_days_ago": 1,
    "generated_at": "2026-09-02T15:07:21.918Z"
  },
  "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/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_%E4%B8%BA%E6%9C%BA%E5%99%A8%E7%AB%8B%E5%BF%83",
    "removal_url": "https://koinonlink.com/claim?k=wechat_%E4%B8%BA%E6%9C%BA%E5%99%A8%E7%AB%8B%E5%BF%83"
  }
}