# 产品经理胡笛笛🥝 (@103709987640) on douyin

- id: koinon:creator:douyin_103709987640
- url: https://koinonlink.com/kol/douyin/103709987640
- schema_version: 1.4

## Identity
- platform: douyin
- handle: 103709987640
- platform_url: https://www.douyin.com/user/MS4wLjABAAAAAaiQmXTnVitWO9_2loyITZvKbS3rZYVocuQa-UgLd5E
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 18824
- posts_observed: 5
- verified: false
- size_tier: koc

## Engagement
- status: average_measured
- engagement_rate: 0.02428
- engagement_rate_basis: average_of_observed_posts
- avg_interactions_per_post: 457
- 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: 0.95
- category_source: derived_from_recent_content
- topics: AI Agent与Skill概念讲解, Codex/Claude Code办公与编程应用, Notebook LM制作PPT教程, 自媒体AI工作流搭建, 个人AI系统与个体崛起方法论
- bio: 🎊 大厂AI产品经理、前字节资深研发工程师｜用AI搭建超级个体商业系统
⭐️ 我用AI涨粉5w+、赚到过10w+，聚焦用产品思维帮普通人用AI放大自己，赚到第一笔钱 💰
💃 拆解：AI工具 ✖️商业模式✖️个人成长
🥝 关注领取《2026～203x AI 副业变现手册》 持续更新版📕

## Audience (inferred)
- status: present
- description: AI tool learners and professionals applying AI in work, especially those building workflows for office tasks and self-media using agents, Codex, and similar tools
- roles: automation
- seniority: learner
- pain_points: High learning curve for beginners approaching AI coding tools like Claude Code and Codex, How to structure Agents and Skills into cohesive, end-to-end workflows, Using AI to efficiently create PPTs, Word docs, Excel sheets, and other office documents, Understanding Agent mechanics, memory systems, and multi-Agent collaboration
- posts_analysed: 100
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 58
- authenticity_basis: engagement_observed
- credibility_score: 48
- 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_103709987640#35ca5d1a] Agent、、Skill、OpenClaw AI概念搞懂 #真实生活分享计划 #ai #人工智能 #agent #skill / @产品经理胡笛笛🥝创作的原声 / 如果未来每个人都会拥有自己的 AI 员工。 (https://www.douyin.com/user/MS4wLjABAAAAAaiQmXTnVitWO9_2loyITZvKbS3rZYVocuQa-UgLd5E)
- [douyin_103709987640#1af6514b] 那么 Agent 就是最值得理解的 AI 能力之一。
- [douyin_103709987640#9491f3c9] 这个系列将从最基础的概念开始。
- [douyin_103709987640#8c8b091c] 带你系统理解：
- [douyin_103709987640#aef223ca] Agent 的原理、组成、工作方式、工具调用、记忆机制、多 Agent 协作以及实际应用场景。
- [douyin_103709987640#e316d7c3] 用最简单的语言，理解最重要的 AI 技术。 / 这么有趣的合集，不能只有我一个人知道吧 / Memory / Agent / Skill / 完整的AI系统 / #真实生活分享计划 #ai #人工智能 #agent #skill / #notebookLm #notebooklm #aippt #aippt制作 / ・Notebook LM制作PPT相比传统方式效率大幅提升 / 创建笔记与上传素材

## 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=75, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=75, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=75, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=75, 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=75, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=90, 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=75, 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=90, 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=90, method=platform_profile

## Freshness
- profile_checked_days_ago: 90
- content_analysed_days_ago: 75
- audience_updated_days_ago: 75

## 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_103709987640
- Request removal: https://koinonlink.com/claim?k=douyin_103709987640
- Terms: https://koinonlink.com/for-ai