# 乐天玩AI (@92544479131) on douyin

- id: koinon:creator:douyin_92544479131
- url: https://koinonlink.com/kol/douyin/92544479131
- schema_version: 1.4

## Identity
- platform: douyin
- handle: 92544479131
- platform_url: https://www.douyin.com/user/MS4wLjABAAAAtnecJ7EhCWSwnOxewdi14FOxb1FDu1etmit1eS9fkyptYukCBxCIwOmdc78Lzmm1
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 34170
- following: 42
- posts_total: 76
- posts_observed: 3
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.42327
- best_post_interactions: 14463
- measurement_source: cn_posts_max
- measurement_formula: likes + comments + shares (douyin) or likes + comments + collects (xiaohongshu), max over observed posts
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: 0.95
- category_source: derived_from_recent_content
- topics: AI Skills与Agent工具分享, Agent记忆、进化与长期执行能力, AI生产力工具（Excel、PPT、调研自动化）, AI产品落地与部署, 内容创作与自媒体自动化, AI时代个人系统与主权个体思维
- bio: 🔍 AI洞察者  |  AI实战派 
🤖 985毕业，资深技术专家
🌐 专注AI前沿科技普及、生产力工具推荐。 
✅ 关注我，带你发现AI的无限潜力，玩转AI时代！

## Audience (inferred)
- status: present
- description: AI tool practitioners and Agent builders, primarily developers, content creators, and workplace professionals looking to boost productivity with AI
- roles: automation
- seniority: practitioner
- pain_points: Struggling to find truly effective tools among the overwhelming number of AI Skills and Agents, Agents have memory but fail to genuinely evolve, repeatedly making the same mistakes, Overwhelmed by AI information overload, making it hard to filter out valuable insights and trending developments, Low efficiency from manually handling repetitive tasks like Excel analysis, PPT creation, and research compilation
- posts_analysed: 100
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.5
- promotion_intent: 0.6
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 70
- authenticity_basis: engagement_observed
- credibility_score: 69
- 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
- [douyin_92544479131#f590638a] findskills帮你智能调用合适的skills 你有没有这种情况：你现在想解决一个问题，但不知道如何在海量的 Skills 里找到刚好能帮到你的那个？这个 find-skills 就是来解决这个痛点的。它不是用来干具体活儿的，它本质上是一个 Skill 的搜索和发现引擎。 (https://www.douyin.com/user/MS4wLjABAAAAtnecJ7EhCWSwnOxewdi14FOxb1FDu1etmit1eS9fkyptYukCBxCIwOmdc78Lzmm1)
- [douyin_92544479131#ceccfbb1] #AI工具 #SKills #Skills使用教程 #AIAgent团队 #Skills管家 / @乐天玩AI创作的原声 / 各种好用的Skills分享，小龙虾OpenClaw、ClaudeCode、Cursor、Trae、OpenCode等编程类Agent都支持, 技能下载地址见主页群公告 / 这么有趣的合集，不能只有我一个人知道吧 / 这么有趣的短剧，不能只有我一个人知道吧 / 你有没有这种情况：你现在想解决一个问题，但不知道如何在海量的 Skills 里找到刚好能帮到你的那个？这个 find-skills 就是来解决这个痛点的。它不是用来干具体活儿
- [douyin_92544479131#b0ee3bc3] #AI工具 #SKills #Skills使用教程 #AIAgent团队 #Skills管家 / 这个 mckinsey-consultant skill，就是专门解决这种“商业问题可行性研究”的。它不是陪你聊天的 AI，而是一个真正按顶级咨询公司方法论工作的顾问型技能。 #AI工具 #Skills

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

- audience.description: source_type=ai_inferred, confidence=0.9, freshness_days=84, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=84, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=84, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=85, 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=85, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=108, 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=0.5, freshness_days=85, method=Starts at 60; interactions-per-follower on collected posts then adds or subtracts (large following with near-zero engagement is penalised heavily). — 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=108, method=llm_partner_fit_classifier + authenticity >= 55 AND fit_score >= 0.45 => A; authenticity >= 40 AND fit_score >= 0.3 => 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=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 85
- audience_updated_days_ago: 84

## 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=douyin_92544479131
- Request removal: https://koinonlink.com/claim?k=douyin_92544479131
- Terms: https://koinonlink.com/for-ai