# 学霸轻松养成过程 (@学霸轻松养成过程) on wechat

- id: koinon:creator:wechat_学霸轻松养成过程
- url: https://koinonlink.com/kol/wechat/%E5%AD%A6%E9%9C%B8%E8%BD%BB%E6%9D%BE%E5%85%BB%E6%88%90%E8%BF%87%E7%A8%8B
- schema_version: 1.4

## Identity
- platform: wechat
- handle: 学霸轻松养成过程
- platform_url: https://weixin.sogou.com/weixin?type=1&query=%E5%AD%A6%E9%9C%B8%E8%BD%BB%E6%9D%BE%E5%85%BB%E6%88%90%E8%BF%87%E7%A8%8B
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 6
- 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: entertainment
- subcategory: edu_science
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: 学生AI智能体, 初中语文深度理解16法, 初中数学轴对称与三角形, AI时代学习方法

## Audience (inferred)
- status: present
- description: middle school students and their parents, focused on using AI agents to deepen understanding of textbooks
- roles: none
- seniority: learner
- pain_points: superficial comprehension and poor retention of textbook content, uncertainty about how to leverage AI tools for learning, difficulty grasping mathematical geometry concepts and proofs, parents worried their children's study methods are outdated in the AI era
- posts_analysed: 12
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.2
- 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: C — 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_学霸轻松养成过程#44813024] 学生AI智能体+深度理解16法:于漪老师为什么几十年后还记得那些＂小事＂?答案藏在你的课本里(初中七年级语文上册第三元) (https://weixin.sogou.com/weixin?type=1&query=%E5%AD%A6%E9%9C%B8%E8%BD%BB%E6%9D%BE%E5%85%BB%E6%88%90%E8%BF%87%E7%A8%8B)
- [wechat_学霸轻松养成过程#d1c0c459] 学生AI智能体+深度理解16法:四篇课文放在一起读,我才发现「学习之道」的秘密(初中七年级语文上册第三单元)
- [wechat_学霸轻松养成过程#6cabd97b] 学生AI智能体——90后造机器人成首富,AI时代学生该怎么学
- [wechat_学霸轻松养成过程#5bd19fa8] 学生AI智能体——大学还没开学,家长群先建好了
- [wechat_学霸轻松养成过程#6649eeec] 学生AI智能体+深度理解16法:14.3 角的平分线的性质(初中八年级数学下册第十四章)
- [wechat_学霸轻松养成过程#c2d00033] 学生AI智能体+深度理解16法:15.5 探究三角形边角不等关系(初中八年级数学下册第十五章)
- [wechat_学霸轻松养成过程#8ff32469] 学生AI智能体+深度理解16法:15.7 综合与实践 最短路径(初中八年级数学下册第十五章)
- [wechat_学霸轻松养成过程#aa832414] 学生AI智能体+深度理解16法:15.2 画轴对称的图形(初中八年级数学下册第十五章)

## 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=56, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=56, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=56, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=41, 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=41, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=41, 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=41, 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=41, 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=41, method=platform_profile

## Freshness
- profile_checked_days_ago: 41
- content_analysed_days_ago: 41
- audience_updated_days_ago: 56

## AI retrieval
- indexing_requests: 7
- 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%AD%A6%E9%9C%B8%E8%BD%BB%E6%9D%BE%E5%85%BB%E6%88%90%E8%BF%87%E7%A8%8B
- Request removal: https://koinonlink.com/claim?k=wechat_%E5%AD%A6%E9%9C%B8%E8%BD%BB%E6%9D%BE%E5%85%BB%E6%88%90%E8%BF%87%E7%A8%8B
- Terms: https://koinonlink.com/for-ai