# 爽哥×AI产品造物师 (@109517062770) on douyin

- id: koinon:creator:douyin_109517062770
- url: https://koinonlink.com/kol/douyin/109517062770
- schema_version: 1.4

## Identity
- platform: douyin
- handle: 109517062770
- platform_url: https://www.douyin.com/user/MS4wLjABAAAAZBs-Fs6u2NFKxN_eZvN6LYzH9XVfo2llfg8tZUpHV6g
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 12213
- posts_observed: 6
- verified: false
- size_tier: koc

## Engagement
- status: average_measured
- engagement_rate: 0.02424
- engagement_rate_basis: average_of_observed_posts
- avg_interactions_per_post: 296
- 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: engagement_rate is a MEAN over the posts we observed (posts_in_average says how many).
- 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: VibeCoding与AI辅助产品开发, DeepSeek等国产大模型动态, 全能产品经理的AI工具实践, ToB与ToC生意模式对比, 北京infocomm/IFC展会资料整理
- bio: 以产品为笔，以AI为墨，造下一代智能体验
☎️AI工具技能交流分享
🍎产品经理感悟
🍊有趣产品分享
🥣专业知识讲解
结交业内战友🌿🌿🌿

## Audience (inferred)
- status: present
- description: Chinese product managers and AI tool practitioners, focused on VibeCoding, domestic large models, and AI-assisted product development
- roles: general_ai
- seniority: practitioner
- pain_points: Quickly mastering new AI tools and applying them to product workflows, Using AI to handle multi-role tasks from code to 3D design, Differentiating practical implementation challenges between ToB and ToC models, Keeping up with updates in domestic large models and evaluating their cost-effectiveness
- 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: 58
- authenticity_basis: engagement_observed
- credibility_score: 45
- 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_109517062770#a5e6bc82] 环球影城哈利波特互动魔杖使用技巧 @DOU+小助手  @抖音小助手  @DOU+上热门  #北京环球影城  #环球影城  #环球影城哈利波特  #哈利波特  #互动魔杖 / @爽哥×AI产品造物师创作的原声 / 理工直男爽哥，出于对技术的理解和对世界的好奇，分析环球影城设施背后的技术秘密，近期主要更新哈利波特区内容 / 这么有趣的合集，不能只有我一个人知道吧 / 理工直男爽哥技术分析环球影城哈利波特互动魔杖-魔杖之谜#环球影城 #哈利波特 #魔杖 #黑科技 #抖音热门 / 理工直男爽哥技术分析环球影城哈利波特与禁忌之旅-第二集#北京环球影城攻略 #沉浸式 (https://www.douyin.com/user/MS4wLjABAAAAZBs-Fs6u2NFKxN_eZvN6LYzH9XVfo2llfg8tZUpHV6g)
- [douyin_109517062770#5a66a2f5] #vibecoding大赏   #TRAEAI创造力大赛   @TRAE.ai   @抖音科技 / 【社会服务赛道】小叮咛 —— 每一声叮咛，都是跨越距离的守护
- [douyin_109517062770#578576d7] #vibecoding大赏   #TRAEAI创造力大赛   @TRAE.ai   @抖音科技 / 这段时间主要是训练，把我的身体恢复到最佳状态#最佳状态 / 作者声明：拍摄于 2026-05-03 北京 / 今天是五月二号，机器人在公司自动巡检#人行机器人 #机器人 #职场机器人 #智能机器人应用 #五一 / 打造智能体老农和青禾

## 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=53, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=53, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=53, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=53, 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=53, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=91, 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=53, 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=91, 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=91, method=platform_profile

## Freshness
- profile_checked_days_ago: 91
- content_analysed_days_ago: 53
- audience_updated_days_ago: 53

## AI retrieval
- indexing_requests: 9
- 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_109517062770
- Request removal: https://koinonlink.com/claim?k=douyin_109517062770
- Terms: https://koinonlink.com/for-ai