{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:wechat_中创千帆",
  "url": "https://koinonlink.com/kol/wechat/%E4%B8%AD%E5%88%9B%E5%8D%83%E5%B8%86",
  "alternate": {
    "html": "https://koinonlink.com/kol/wechat/%E4%B8%AD%E5%88%9B%E5%8D%83%E5%B8%86",
    "json": "https://koinonlink.com/kol/wechat/%E4%B8%AD%E5%88%9B%E5%8D%83%E5%B8%86.json",
    "markdown": "https://koinonlink.com/kol/wechat/%E4%B8%AD%E5%88%9B%E5%8D%83%E5%B8%86.md"
  },
  "identity": {
    "display_name": "中创千帆",
    "handle": "中创千帆",
    "platform": "wechat",
    "platform_url": "https://weixin.sogou.com/weixin?type=1&query=%E4%B8%AD%E5%88%9B%E5%8D%83%E5%B8%86",
    "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,
    "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 agent application engineering certification",
      "Career path for AI professionals",
      "AI job market trends",
      "Recognition and validity of AI certifications",
      "AI workforce development programs"
    ],
    "topics_en": [
      "AI agent application engineering certification",
      "Career path for AI professionals",
      "AI job market trends",
      "Recognition and validity of AI certifications",
      "AI workforce development programs"
    ],
    "topics_zh": [
      "AI 智能体应用工程认证",
      "AI 专业人士的职业道路",
      "AI 就业市场趋势",
      "AI 认证的认可度和有效性",
      "AI 人才发展计划"
    ],
    "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 transitioning into or upskilling for AI agent application engineering roles, especially those seeking certification and career advancement in AI-driven tech jobs",
    "roles": [
      "general_ai"
    ],
    "seniority": "learner",
    "pain_points": [
      "Uncertainty about whether they qualify for AI certification programs despite lacking formal background",
      "Difficulty finding clear career progression paths in emerging AI roles",
      "Lack of clarity on the validity and recognition of AI certification credentials",
      "Confusion about the practical benefits and job market demand for AI-related certifications"
    ],
    "posts_analysed": 5,
    "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": 0.6,
    "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": "B",
      "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_中创千帆#065530bb",
      "type": "creator_content",
      "excerpt": "AI智能体应用工程师什么人可以报(青岛启动9+2+10场AI系列培训,三级全覆盖)",
      "source_url": "https://weixin.sogou.com/weixin?type=1&query=%E4%B8%AD%E5%88%9B%E5%8D%83%E5%B8%86",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_中创千帆#88faf362",
      "type": "creator_content",
      "excerpt": "AI智能体应用工程师零基础能考吗(工信部发布“人工智能+软件”方案:促进就业友好发展)",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_中创千帆#f7553d92",
      "type": "creator_content",
      "excerpt": "AI智能体应用工程师职业发展路径(方案解读:编码权重下降,需求理解与集成权重上升)",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_中创千帆#2de7ce8c",
      "type": "creator_content",
      "excerpt": "AI智能体应用工程师薪资水平怎么样(北京发布人力资源开发目录:AI相关职业“非常紧缺”)",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_中创千帆#18fee30e",
      "type": "creator_content",
      "excerpt": "AI智能体应用工程师证书有电子版吗(北京新增21项国际职业资格认可,AI认证入清单)",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_中创千帆#a381c69a",
      "type": "creator_content",
      "excerpt": "AI智能体应用工程师考试题型与分值:两张卷怎么考(七部门印发数字化绿色化协同转型实施方案)",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_中创千帆#f35eda29",
      "type": "creator_content",
      "excerpt": "AI智能体应用工程师自学:能自学的部分与必须走通道的部分(宇树开源人形机器人基座模型,单模型统筹64个任务)",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_中创千帆#d5ca4f4a",
      "type": "creator_content",
      "excerpt": "AI智能体应用工程师学历要求:一条主通道与两条替代通道(数字乡村高质量发展行动计划印发)",
      "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": 42,
      "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": 42,
      "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": 42,
      "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": 42,
    "generated_at": "2026-10-24T04:03:36.641Z"
  },
  "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%E5%88%9B%E5%8D%83%E5%B8%86",
    "removal_url": "https://koinonlink.com/claim?k=wechat_%E4%B8%AD%E5%88%9B%E5%8D%83%E5%B8%86"
  }
}