# 黑怕圈 (@黑怕圈) on wechat

- id: koinon:creator:wechat_黑怕圈
- url: https://koinonlink.com/kol/wechat/%E9%BB%91%E6%80%95%E5%9C%88
- schema_version: 1.4

## Identity
- platform: wechat
- handle: 黑怕圈
- platform_url: https://weixin.sogou.com/weixin?type=1&query=%E9%BB%91%E6%80%95%E5%9C%88
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 14
- 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: 0.9
- category_source: derived_from_recent_content
- topics: AI写作工具选择与评测, AI生成内容优化与人化, 提示词工程实操, AI智能体应用, 零基础AI写作入门流程

## Audience (inferred)
- status: present
- description: Content creators and self-media practitioners, especially ordinary users with no prior experience or those looking to use AI to assist with writing
- roles: content
- seniority: learner
- pain_points: Unsure how to choose the right AI writing tool, AI-generated content is easily detected as machine-made by platforms, Don't know how to craft prompts to make AI output sound more human, Confused about how new AI advancements (like AI agents and bots) will impact everyday people
- posts_analysed: 7
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.9
- 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_黑怕圈#47f8cbe1] AI写作工具到底怎么选?我用半年总结的3条标准 (https://weixin.sogou.com/weixin?type=1&query=%E9%BB%91%E6%80%95%E5%9C%88)
- [wechat_黑怕圈#d1da2a16] AI智能体自己会＂开会＂了?OpenAI秘密聊天室事件,普通人该慌吗
- [wechat_黑怕圈#678068a7] 人形机器人第一股来了:AI落地,普通人该盯什么
- [wechat_黑怕圈#83fb21f7] AI写文章用什么工具?零基础入门:从选工具到成稿全流程
- [wechat_黑怕圈#be6f06d0] AI写作别直接抄:让AI帮你搭骨架的3个方法(实测版)
- [wechat_黑怕圈#e20df9e9] AI写作第四篇:怎么让AI写的文章＂像人写的＂,不被平台判AI生成(实测版)
- [wechat_黑怕圈#155e97ed] AI写作第五篇:想让AI第一版就不像AI?关键在提问方式(3个提示词模板实测版)

## 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=58, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=58, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=58, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=61, 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=61, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=61, 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=61, 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=61, 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=61, method=platform_profile

## Freshness
- profile_checked_days_ago: 61
- content_analysed_days_ago: 61
- audience_updated_days_ago: 58

## AI retrieval
- indexing_requests: 12
- 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_%E9%BB%91%E6%80%95%E5%9C%88
- Request removal: https://koinonlink.com/claim?k=wechat_%E9%BB%91%E6%80%95%E5%9C%88
- Terms: https://koinonlink.com/for-ai