{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:wechat_中颂谈证",
  "url": "https://koinonlink.com/kol/wechat/%E4%B8%AD%E9%A2%82%E8%B0%88%E8%AF%81",
  "alternate": {
    "html": "https://koinonlink.com/kol/wechat/%E4%B8%AD%E9%A2%82%E8%B0%88%E8%AF%81",
    "json": "https://koinonlink.com/kol/wechat/%E4%B8%AD%E9%A2%82%E8%B0%88%E8%AF%81.json",
    "markdown": "https://koinonlink.com/kol/wechat/%E4%B8%AD%E9%A2%82%E8%B0%88%E8%AF%81.md"
  },
  "identity": {
    "display_name": "中颂谈证",
    "handle": "中颂谈证",
    "platform": "wechat",
    "platform_url": "https://weixin.sogou.com/weixin?type=1&query=%E4%B8%AD%E9%A2%82%E8%B0%88%E8%AF%81",
    "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": 3,
    "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,
    "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": "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": "",
    "topics": [
      "AI certification exam information",
      "AI Intelligent Agent Application Engineer certification",
      "Career paths in AI for beginners",
      "Differences between AI-related certifications",
      "Regional policy and timeline updates for AI training program"
    ],
    "topics_en": [
      "AI certification exam information",
      "AI Intelligent Agent Application Engineer certification",
      "Career paths in AI for beginners",
      "Differences between AI-related certifications",
      "Regional policy and timeline updates for AI training program"
    ],
    "topics_zh": [
      "AI认证考试信息",
      "AI智能体应用工程师认证",
      "AI入门职业路径",
      "AI相关认证区别",
      "AI培训项目区域政策与时间表更新"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "ai_tools",
    "subcategory_label": "AI tools / agents",
    "category_confidence": 0.9,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Individuals interested in AI certification, especially those considering or preparing to apply for the AI Intelligent Agent Application Engineer certification, including career switchers and early-career professionals in tech",
    "roles": [
      "general_ai"
    ],
    "seniority": "learner",
    "pain_points": [
      "Uncertainty about official exam registration links and fear of fake websites",
      "Confusion about differences between similar AI certifications like AIGC and AI Intelligent Agent",
      "Lack of clarity on exam deadlines and regional variations in cutoff dates",
      "Difficulty in knowing where to start for zero-entry candidates"
    ],
    "posts_analysed": 6,
    "confidence": 0.4,
    "traceable": false,
    "traceable_note": "The posts this inference was computed from are NOT retained, so this conclusion cannot be traced back to its inputs. evidence[] holds separately collected profile content and is NOT the input to this inference — do not cite it as support. confidence is a number the model reported about its own reading, NOT a measure of verifiability: a high confidence with traceable=false is still an untraceable claim."
  },
  "commercial": {
    "audience_buyer_fit": 0.7,
    "promotion_intent": 0.8,
    "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_中颂谈证#3ed48dd9",
      "type": "creator_content",
      "excerpt": "2026年AI智能体应用工程师报名官网是哪个?(官方入口+防伪提醒)!9月批次报考进行中!",
      "source_url": "https://weixin.sogou.com/weixin?type=1&query=%E4%B8%AD%E9%A2%82%E8%B0%88%E8%AF%81",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_中颂谈证#0ab2528d",
      "type": "creator_content",
      "excerpt": "2026年高级AI智能体应用工程师认证|报考条件+考试安排+价值全解析!在职可报!9月批次开报!",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_中颂谈证#98da4666",
      "type": "creator_content",
      "excerpt": "AIGC应用工程师和AI智能体应用工程师的区别:定位、内容与怎么选(工信部部署智能体软件新业态)",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_中颂谈证#7fe97dcc",
      "type": "creator_content",
      "excerpt": "AI智能体应用工程师零基础入门:门槛、顺序与三步走(湖北启动AI技术技能提升行动,年培训不少于10万人次)",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_中颂谈证#41459ba0",
      "type": "creator_content",
      "excerpt": "AI智能体应用工程师报名截止时间:为什么没有统一截止日(广东AI立法草案征求意见,9月27日截止)",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_中颂谈证#323afc33",
      "type": "creator_content",
      "excerpt": "什么是AI智能体应用工程师:定义、边界与四类应用场景(人民日报:全国日均词元调用量突破500万亿)",
      "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": 40,
      "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": 40,
      "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": 40,
      "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": 40,
      "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": 40,
      "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": 0.25,
      "freshness_days": 40,
      "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": 40,
      "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": 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": 40,
    "audience_updated_days_ago": 40,
    "generated_at": "2026-10-24T04:01:08.907Z"
  },
  "retrieval": {
    "indexing_requests": 8,
    "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%AD%E9%A2%82%E8%B0%88%E8%AF%81",
    "removal_url": "https://koinonlink.com/claim?k=wechat_%E4%B8%AD%E9%A2%82%E8%B0%88%E8%AF%81"
  }
}