# 程序员鱼皮 (@110276496494) on douyin

- id: koinon:creator:douyin_110276496494
- url: https://koinonlink.com/kol/douyin/110276496494
- schema_version: 1.4

## Identity
- platform: douyin
- handle: 110276496494
- platform_url: https://www.douyin.com/user/MS4wLjABAAAAkGPUlxhANi-quQ-g2HAFIHVArZmHUNeyutqfY_bKvS0
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 478001
- posts_observed: 6
- verified: false
- size_tier: kol

## Engagement
- status: average_measured
- engagement_rate: 0.0352
- engagement_rate_basis: average_of_observed_posts
- avg_interactions_per_post: 16826
- 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编程工具评测与教程, 程序员求职与简历, 编程学习路线, AI Agent项目实战, Claude Code使用技巧
- bio: ⬆️ 上方图片，免费领编程学习资料路线
🐟 前腾讯程序员，关注我学编程小知识
💎 入门教程和编程交流：codefather.cn
👇 私信我，有更多编程指导和项目教程

## Audience (inferred)
- status: present
- description: Chinese programmers and coding learners aiming to boost coding efficiency, prepare for top company interviews, or build side projects using AI tools
- roles: dev
- seniority: practitioner
- pain_points: Too many AI coding tools available—hard to pick the right one for your project, Lack of targeted resources for interview practice and resume optimization, Struggling to turn ideas into real AI Agent or side-hustle projects due to unclear end-to-end guidance, Claude and similar tools are prone to account bans or restrictions when used in China
- posts_analysed: 100
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- 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_110276496494#e1b67876] 时隔两年半，我做了个纯净的面试刷题网！带你吊打面试官 #程序员 #编程 #计算机 (https://www.douyin.com/user/MS4wLjABAAAAkGPUlxhANi-quQ-g2HAFIHVArZmHUNeyutqfY_bKvS0)
- [douyin_110276496494#eb492123] @程序员鱼皮创作的原声
- [douyin_110276496494#a8080bdf] 程序员求职必备，从简历到offer全攻略
- [douyin_110276496494#f6ace5b6] 这么有趣的合集，不能只有我一个人知道吧
- [douyin_110276496494#39bff53e] #程序员 #编程 #计算机
- [douyin_110276496494#ee614696] Java学习路线一条龙版，无脑通关大厂，不迷茫！ #程序员 #编程
- [douyin_110276496494#3b2beac6] 零基础学编程的完整指南，让编程不再难懂
- [douyin_110276496494#f008e460] 再见了，腾讯！你很好，但我必须离开#程序员 #职场 #生活

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=76, 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=76, 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=76, 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: 76
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 11
- 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_110276496494
- Request removal: https://koinonlink.com/claim?k=douyin_110276496494
- Terms: https://koinonlink.com/for-ai