# AI自习室手帐 (@AI自习室手帐) on wechat

- id: koinon:creator:wechat_ai自习室手帐
- url: https://koinonlink.com/kol/wechat/AI%E8%87%AA%E4%B9%A0%E5%AE%A4%E6%89%8B%E5%B8%90
- schema_version: 1.4

## Identity
- platform: wechat
- handle: AI自习室手帐
- platform_url: https://weixin.sogou.com/weixin?type=1&query=AI%E8%87%AA%E4%B9%A0%E5%AE%A4%E6%89%8B%E5%B8%90
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 5
- 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 for beginners, AI automation and agents, Personalized AI tool building, AI-powered workflow optimization, AI tools for creative tasks like music and image generation, Rapid evolution of AI tools

## Audience (inferred)
- status: present
- description: Beginners learning AI from scratch, mainly self-learners and hobbyists interested in practical AI tools and automation
- roles: none
- seniority: learner
- pain_points: Struggling to understand basic AI concepts like AI Agents and connectors, Frustrated by inefficient workflows that could be automated with AI, Overwhelmed by the rapid pace of AI tool updates and changes, Not knowing how to build personalized AI solutions from scratch
- posts_analysed: 6
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.5
- 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: B — 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_ai自习室手帐#5f7d49b1] 零基础学AI第7天:AI连接器,让AI成为你的第二只手? (https://weixin.sogou.com/weixin?type=1&query=AI%E8%87%AA%E4%B9%A0%E5%AE%A4%E6%89%8B%E5%B8%90)
- [wechat_ai自习室手帐#7bce73b9] 零基础学AI第16天:AI Agent是啥?AI偷懒被
- [wechat_ai自习室手帐#3a454036] 零基础学AI第15天:你用的AI工具,3个月后
- [wechat_ai自习室手帐#7eefe9ad] 零基础学AI的第19天:3步搭个只属于你的AI
- [wechat_ai自习室手帐#65232f66] 零基础学AI第24天:还在翻曲库找配乐?AI现在会看图了
- [wechat_ai自习室手帐#48806c5b] 零基础学AI第24天:还在翻曲库找配乐?AI现

## 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=9, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=9, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=9, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=9, 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=9, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=9, 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=9, 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=9, 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=9, method=platform_profile

## Freshness
- profile_checked_days_ago: 9
- content_analysed_days_ago: 9
- audience_updated_days_ago: 9

## AI retrieval
- indexing_requests: 4
- 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_ai%E8%87%AA%E4%B9%A0%E5%AE%A4%E6%89%8B%E5%B8%90
- Request removal: https://koinonlink.com/claim?k=wechat_ai%E8%87%AA%E4%B9%A0%E5%AE%A4%E6%89%8B%E5%B8%90
- Terms: https://koinonlink.com/for-ai