# 蛋壳花生 (@蛋壳花生) on wechat

- id: koinon:creator:wechat_蛋壳花生
- url: https://koinonlink.com/kol/wechat/%E8%9B%8B%E5%A3%B3%E8%8A%B1%E7%94%9F
- schema_version: 1.4

## Identity
- platform: wechat
- handle: 蛋壳花生
- platform_url: https://weixin.sogou.com/weixin?type=1&query=%E8%9B%8B%E5%A3%B3%E8%8A%B1%E7%94%9F
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 21
- verified: false
- size_tier: nano

## Engagement
- status: not_measurable_on_platform
- 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
- category: software
- subcategory: ai_tools
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: AI最新动态, AI安全与风险, AI专家观点, AI伦理思辨, AI新型应用案例

## Audience (inferred)
- status: present
- description: Chinese language learners and enthusiasts interested in AI technology and applications, primarily obtaining AI news and risk alerts through WeChat official accounts
- roles: general_ai
- seniority: learner
- pain_points: Struggling to keep up with rapidly evolving AI developments and overwhelmed by information overload, Worried about safety risks from AI misuse, such as deepfake scams, Lacking systematic critical thinking methods to understand complex AI concepts and expert viewpoints, Needing consistent AI learning content to maintain up-to-date knowledge
- posts_analysed: 5
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 60
- authenticity_basis: platform_default
- flagged_for_review: false
- koinon_bd_grade: A — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [wechat_蛋壳花生#a9af0552] AI学习圈丨AI 设计的16 种新型病毒来了,丧尸围城的风险+10086 (https://weixin.sogou.com/weixin?type=1&query=%E8%9B%8B%E5%A3%B3%E8%8A%B1%E7%94%9F)
- [wechat_蛋壳花生#895a67e4] AI学习圈丨AI 许愿师的五个修养
- [wechat_蛋壳花生#5cdeb3cd] AI学习圈丨李飞飞、辛顿、吴恩达教你怎么思辨
- [wechat_蛋壳花生#aade835d] AI学习圈丨最近半月 AI 最新动态~
- [wechat_蛋壳花生#57db0f49] AI学习圈丨AI换脸盗刷银行卡?“虚拟相机”击破安全防线
- [wechat_蛋壳花生#a1d99436] AI学习圈丨AI 时代打造个人 IP,要注意什么?
- [wechat_蛋壳花生#7cfaf261] AI学习圈丨AI 配音好听,为什么就是记不住?
- [wechat_蛋壳花生#33755cff] AI学习圈丨DeepSeek V4 Pro 正式版怎么样?

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=67, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=67, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=67, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=42, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=42, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=39, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.25, freshness_days=42, 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. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=39, method=llm_partner_fit_classifier + fit_score >= 0.5 => A; >= 0.35 => B; else C. authenticity is not an input. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=39, method=platform_profile

## Freshness
- profile_checked_days_ago: 39
- content_analysed_days_ago: 42
- audience_updated_days_ago: 67

## AI retrieval
- indexing_requests: 9
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=wechat_%E8%9B%8B%E5%A3%B3%E8%8A%B1%E7%94%9F
- Request removal: https://koinonlink.com/claim?k=wechat_%E8%9B%8B%E5%A3%B3%E8%8A%B1%E7%94%9F
- Terms: https://koinonlink.com/for-ai