# 컨트롤-알트-AI (@ctrl-alt-ai-kr) on youtube

- id: koinon:creator:youtube_ctrl-alt-ai-kr
- url: https://koinonlink.com/kol/youtube/ctrl-alt-ai-kr
- schema_version: 1.4

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

## Reach
- followers: 1130
- posts_observed: 2
- verified: false
- size_tier: nano

## 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: gaming
- subcategory: mobile
- category_confidence: 0.75
- category_source: derived_from_recent_content
- topics: 各类游戏 TOP3 榜单（JRPG、策略、恐怖、平台等）, 免费在线工具与网站推荐（文件转换、图片编辑、图标、搜索）, 三星折叠手机与智能配件开箱评测, Windows 快捷键与桌面效率技巧, ChatGPT 等 AI 实用功能与新闻简报
- bio: [주요 콘텐츠] ・AI 활용 업무 자동화 & 생산성 팁 ・감성적이고 실용적인 데스크테리어(Deskterior) ・최신 스마트 기기 솔직 리뷰.

## Audience (inferred)
- status: present
- description: Korean gaming enthusiasts and consumer tech users, blending retro/indie gamers with those focused on smartphones and productivity tools
- roles: none
- seniority: consumer
- pain_points: Struggling to quickly find high-quality indie/retro/strategy games due to scattered information, Confused about choosing between free and paid tools, often ending up with bad picks, Frustrated by mismatched real-world performance vs. marketing claims for phones and accessories, Finding it hard to systematically learn daily productivity hacks and AI features
- posts_analysed: 40
- confidence: 0.75

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

## Quality signals
- authenticity_score: 32
- authenticity_basis: profile_shape_only
- credibility_score: 32
- 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
- [youtube_ctrl-alt-ai-kr#2e58b650] 심약자 절대 금지, 3분만에 알아보는 공포 게임 TOP 3 (https://www.youtube.com/@ctrl-alt-ai-kr)
- [youtube_ctrl-alt-ai-kr#dacc86dd] 메모 앱의 원리, 3?가 모르는 1위의 비밀
- [youtube_ctrl-alt-ai-kr#5a38023e] 왜 픽셀 아트 게임 TOP3는 이 게임들일까?
- [youtube_ctrl-alt-ai-kr#781aa2ce] 파일 변환 사이트 3곳, 1위는 유료? 충격 실화
- [youtube_ctrl-alt-ai-kr#a504727c] 왜 PDF 편집은 무료일까? 3가지 도구 순위
- [youtube_ctrl-alt-ai-kr#a0ebe7e5] Mario Kart가 2위? 충격적인 레이싱 게임 TOP 3
- [youtube_ctrl-alt-ai-kr#cee0f4ce] Font Awesome vs SVG Repo: 무료 아이콘 왕좌는?
- [youtube_ctrl-alt-ai-kr#bf504a51] 3개 맵이 증명한 해적 도시 건설의 정수

## 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=71, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=71, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=71, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=71, 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=71, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=102, 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=71, 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=102, 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=102, method=platform_profile

## Freshness
- profile_checked_days_ago: 102
- content_analysed_days_ago: 71
- audience_updated_days_ago: 71

## AI retrieval
- indexing_requests: 8
- 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_ctrl-alt-ai-kr
- Request removal: https://koinonlink.com/claim?k=youtube_ctrl-alt-ai-kr
- Terms: https://koinonlink.com/for-ai