# 天方乘风 (@天方乘风) on wechat

- id: koinon:creator:wechat_天方乘风
- url: https://koinonlink.com/kol/wechat/%E5%A4%A9%E6%96%B9%E4%B9%98%E9%A3%8E
- schema_version: 1.4

## Identity
- platform: wechat
- handle: 天方乘风
- platform_url: https://weixin.sogou.com/weixin?type=1&query=%E5%A4%A9%E6%96%B9%E4%B9%98%E9%A3%8E
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 3
- 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: 教师AI智能体在高中历史、语文、俄语、思想政治等学科的应用, AI提升学生成绩和兴趣的具体案例, AI解决教师加班、沟通、安全教育等日常痛点

## Audience (inferred)
- status: present
- description: High school subject teachers, especially those looking to enhance teaching effectiveness and reduce workload using AI agents
- roles: general_ai
- seniority: practitioner
- pain_points: Low student scores and essay grades, Low classroom engagement, students reluctant to raise hands or attend PE class, Unending WeChat message replies, unable to leave on time, Students disinterested in traditional teaching methods like memorizing texts or reading documents aloud
- posts_analysed: 10
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.6
- 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_天方乘风#7be3c37b] 教师AI智能体+高中历史教学&mdash;&mdash;高中历史老师用AI让改革开放史从背书变成理解,全班平均分从63提到86 (https://weixin.sogou.com/weixin?type=1&query=%E5%A4%A9%E6%96%B9%E4%B9%98%E9%A3%8E)
- [wechat_天方乘风#27a35794] 教师AI智能体+高中语文教学&mdash;&mdash;高中语文老师用AI把作文平均分从42提到68
- [wechat_天方乘风#c881e6c7] 教师AI智能体+高中俄语教学&mdash;&mdash;那个从不举手的俄语课学生,期末考了全班第一
- [wechat_天方乘风#d0ea3fa1] 教师AI智能体+高中思想政治教学&mdash;&mdash;哲学课就是背原理?我用AI做了件事,学生说「原来辩证法这么有意思」
- [wechat_天方乘风#fcbbe989] 教师AI智能体&mdash;&mdash;影城都开始卖午休了,老师什么时候能准时下班
- [wechat_天方乘风#38fd7819] 教师AI智能体&mdash;&mdash;机器人服务一老一小有多远老师AI助手已上岗
- [wechat_天方乘风#cd1f8f49] 教师AI智能体&mdash;&mdash;中国女足锁定世界杯席位但体育老师说女生不愿意上体育课了
- [wechat_天方乘风#ef0d1d39] 教师AI智能体&mdash;&mdash;暴雨天安全教育念文件学生听不进去

## 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=62, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=62, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=62, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=62, 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=62, 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=62, 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: 62
- audience_updated_days_ago: 62

## AI retrieval
- indexing_requests: 10
- 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_%E5%A4%A9%E6%96%B9%E4%B9%98%E9%A3%8E
- Request removal: https://koinonlink.com/claim?k=wechat_%E5%A4%A9%E6%96%B9%E4%B9%98%E9%A3%8E
- Terms: https://koinonlink.com/for-ai