# 소놀코딩[AI 생존스쿨] (@AI_SurvivalSchool) on youtube

- id: koinon:creator:youtube_ai_survivalschool
- url: https://koinonlink.com/kol/youtube/AI_SurvivalSchool
- schema_version: 1.4

## Identity
- platform: youtube
- handle: AI_SurvivalSchool
- platform_url: https://www.youtube.com/@AI_SurvivalSchool
- country: South Korea
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 31000
- posts_observed: 2
- verified: false
- size_tier: koc

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- 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时代生存技能, Python基础编程教学, 学生假期学习建议, AI工具实际应用, 编程入门常见问题
- bio: 지금 세상은 AI로 빠르게 변화하고 있습니다. 이미 많은 일자리가 AI로 대체되고 있으며, 기업들은 점점 더 적은 인원으로 움직이기 ...

## Audience (inferred)
- status: present
- description: students and programming beginners interested in career development in the AI era and learning Python
- roles: none
- seniority: learner
- pain_points: worry about being replaced by AI but unsure what to learn, struggle with starting Python programming and lack hands-on project experience, school education feels disconnected from skills needed in the AI era, don't know how to make the most of holidays or free time for effective learning
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 50
- authenticity_basis: profile_shape_only
- credibility_score: 50
- 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
- [youtube_ai_survivalschool#28c59284] A Mental Transfusion for Those with No Talent for AI Hype!! (https://www.youtube.com/@AI_SurvivalSchool)
- [youtube_ai_survivalschool#00debcea] Where Is the Money Flowing in the Age of AI?
- [youtube_ai_survivalschool#ecb3a349] Are you creating garbage content with AI right now?!
- [youtube_ai_survivalschool#7486cbde] Can Universities Survive in the Age of AI? #AIAutomation #ChatGPT #AIUtilization
- [youtube_ai_survivalschool#3ff26d12] Top 5 Essential Skills to Learn During School Break in the AI Era
- [youtube_ai_survivalschool#7acbdc2d] Surviving the AI Era: Top 5 Most At-Risk Jobs
- [youtube_ai_survivalschool#679e29d8] Is a Degree Really Obsolete in the Age of AI?
- [youtube_ai_survivalschool#cdbebc1d] AI생존스쿨 AI시대에 살아남는 사람

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

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=65, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=65, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=65, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=65, 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=65, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=79, 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=65, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — 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=79, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=79, method=platform_profile

## Freshness
- profile_checked_days_ago: 79
- content_analysed_days_ago: 65
- audience_updated_days_ago: 65

## 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=youtube_ai_survivalschool
- Request removal: https://koinonlink.com/claim?k=youtube_ai_survivalschool
- Terms: https://koinonlink.com/for-ai