# 程序员小H (@111605533898) on douyin

- id: koinon:creator:douyin_111605533898
- url: https://koinonlink.com/kol/douyin/111605533898
- schema_version: 1.4

## Identity
- platform: douyin
- handle: 111605533898
- platform_url: https://www.douyin.com/user/MS4wLjABAAAA508cJWMDJTh4jauvqGsionWu2cTCKEGGdp5aMteJKl0
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 628747
- posts_observed: 6
- verified: false
- size_tier: kol

## Engagement
- status: average_measured
- engagement_rate: 0.0151
- engagement_rate_basis: average_of_observed_posts
- avg_interactions_per_post: 9494
- 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: AI编程工具与Vibe Coding, Agent与代码集成扩展, 大学/保研/上岸经历分享, 科研绘图与实用编程技巧
- bio: ✨Hello, World! 我是小H
🐱本小喵是程序猿 ｜ 不抓老鼠🐭想多抓Bug
🏫中山大学计算机硕士  |  研⭕
✨全栈 ｜ 数据库 ｜软件研发 ｜ 算法设计
✨可接 小程序 ｜ 网站 ｜ app
✨没事带大家写写代码 / 讲讲AI / 如果水平不够请大家多多包涵
✨另一个我 @红外线Hh（保研中大版）
✨铲屎官们速来集合 ｜ 不打算出号  开发请私信本喵～

## Audience (inferred)
- status: present
- description: programmers, AI tool users, and computer science or related field students
- roles: dev
- seniority: practitioner
- pain_points: quickly mastering new AI coding tools and integration methods, effectively leveraging Agent/Skills features in daily development, balancing academic or career starting points with practical skill advancement
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.9
- 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: 58
- 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_111605533898#79688597] 你无法改变起点 但可以决定终点 走了很久。“翻山越岭，这不再是我梦寐以求的大学，这是我的大学” #上岸 / @程序员小H创作的原声 / 走了很久。“翻山越岭，这不再是我梦寐以求的大学，这是我的大学” #上岸 / 世间所有路都将与你相逢@中山大学  #保研 #中山大学 / @Egz.7 live创作的原声 / AdventureX2026几乎围绕Agent，巨身智能两大板块开设题目。你会选择什么赛道呢 | #adventurex | #adventurex2026 | #黑客松 / @GGWVP 🎶创作的原声 / 喜羊羊从电脑跳到了我手上～ #googl (https://www.douyin.com/user/MS4wLjABAAAA508cJWMDJTh4jauvqGsionWu2cTCKEGGdp5aMteJKl0)
- [douyin_111605533898#33dc017a] 四年前，我们还只是能和AI聊聊天；四年后，已经把工作交给一群AI了。
- [douyin_111605533898#e564d552] #ai #人工智能 #程序员 #AGI #ASI / @May4u_创作的原声 / 作者声明：个人观点，仅供参考

## 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=69, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=69, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=69, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=69, 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=69, 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=69, 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: 69
- audience_updated_days_ago: 69

## 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_111605533898
- Request removal: https://koinonlink.com/claim?k=douyin_111605533898
- Terms: https://koinonlink.com/for-ai