# 岳喜何AI实战派 (@A13522055126) on douyin

- id: koinon:creator:douyin_a13522055126
- url: https://koinonlink.com/kol/douyin/A13522055126
- schema_version: 1.4

## Identity
- platform: douyin
- handle: A13522055126
- platform_url: https://www.douyin.com/user/MS4wLjABAAAAxKJEQ5MXWNx2GfjRTngpFAb2-h2Q628eb2bzRlBQCrM
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 199195
- following: 477
- posts_total: 411
- posts_observed: 4
- verified: true
- size_tier: kol

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00099
- best_post_interactions: 197
- 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智能体与工作流, 普通人AI变现路径, AI超级个体, 实用AI工具与方法, 避免AI学习误区
- bio: 32年股市老兵｜转型AI实战派
每天1条普通人学得会的AI干货
不讲概念，只讲能用的工具&方法
🔹 已辅导200+职场人上手AI
🔹 AI提效｜AI副业｜AI认知
🔹 私信“AI”领《新手入门工具包》
⬇️ 直播干货更密集，点上方关注不迷路……

## Audience (inferred)
- status: present
- description: Everyday professionals and beginners looking to start an AI side hustle or monetize AI, especially non-technical individuals
- roles: general_ai
- seniority: learner
- pain_points: Spent six months learning AI on my own but still can't make money, Have the skills but don’t know how to attract customers, Frustrated by AI jargon and buzzwords, Don’t know which industry or stage to focus on for the most reliable results
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 38
- authenticity_basis: engagement_observed
- credibility_score: 76
- 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
- [douyin_a13522055126#af789aa1] 下集：机会在哪？该怎么行动？ 如果你现在就想动手试试，第一步选哪个行业、从哪个环节切入最稳？不妨自己先琢磨琢磨，说不定你身边就藏着现成的答案呢～#ai时代职场竞争力 #创业者工具 #盈利工具 #创业者工具 (https://www.douyin.com/user/MS4wLjABAAAAxKJEQ5MXWNx2GfjRTngpFAb2-h2Q628eb2bzRlBQCrM)
- [douyin_a13522055126#c369684b] # / 新品发布4 / 作者声明：内容由 AI 生成 / 如果你现在就想动手试试，第一步选哪个行业、从哪个环节切入最稳？不妨自己先琢磨琢磨，说不定你身边就藏着现成的答案呢～#ai时代职场竞争力 #创业者工具 #盈利工具 #创业者工具
- [douyin_a13522055126#f73e98cc] # / AI的适用场景 / 智能体的商业价值 / 智能体的市场空白 / 为什么老板们总抢着付钱？ 真不是随便冲进哪个行业都能赚钱的。有些行业你碰了不仅赚不到钱，搞不好还会惹一身麻烦。所以到底选什么方向才靠谱呢？ / 马年进行曲 / 真不是随便冲进哪个行业都能赚钱的。有些行业你碰了不仅赚不到钱，搞不好还会惹一身麻烦。所以到底选什么方向才靠谱呢？ / AI智能体的应用 / AI智能体的作用

## 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=55, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=55, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=55, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=55, 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=55, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=107, 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=55, 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=107, 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=107, method=platform_profile

## Freshness
- profile_checked_days_ago: 107
- content_analysed_days_ago: 55
- audience_updated_days_ago: 55

## 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_a13522055126
- Request removal: https://koinonlink.com/claim?k=douyin_a13522055126
- Terms: https://koinonlink.com/for-ai