# 李不白的AIGC (@xianzhadiany) on douyin

- id: koinon:creator:douyin_xianzhadiany
- url: https://koinonlink.com/kol/douyin/xianzhadiany
- schema_version: 1.4

## Identity
- platform: douyin
- handle: xianzhadiany
- platform_url: https://www.douyin.com/user/MS4wLjABAAAANrzf_nCfC4i3ggKW37aMyiwANx_FECdwMQT0OsXReq0
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 501902
- following: 28
- posts_total: 51
- posts_observed: 4
- verified: true
- size_tier: kol

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00074
- best_post_interactions: 371
- 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: 0.9
- category_source: derived_from_recent_content
- topics: AI新闻与热点解读, AI工具实测与推荐, Prompt技巧与使用方法, 用AI搭建工具/应用（vibecoding）, AI趋势与行业影响
- bio: 专注AI领域，分享三件事：
📰 AI新闻：行业大事，第一时间解读
🛠 AI工具：实测好用，才敢推荐
💡 AI实战：真实案例，可复制方法
不卖课、不割韭菜，只做有价值的信息筛选

## Audience (inferred)
- status: present
- description: general AI tool users and content creators, mainly white-collar workers, small teams, and independent creators looking to boost efficiency with AI
- roles: general_ai
- seniority: practitioner
- pain_points: Poorly written prompts lead to low-quality AI outputs, Uncertain about which AI tools are genuinely effective and worth trying, Want to quickly build simple tools or apps with AI but lack clear guidance, Struggle to keep up with AI news and trends, facing high information filtering costs
- 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: 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_xianzhadiany#bac71c81] 高智商还白菜价？ 高智商还白菜价？DeepSeek直接把大模型干成了基础设施#DeepSeek #AI #资讯 #AI大模型 (https://www.douyin.com/user/MS4wLjABAAAANrzf_nCfC4i3ggKW37aMyiwANx_FECdwMQT0OsXReq0)
- [douyin_xianzhadiany#3c634253] @李不白的AIGC创作的原声
- [douyin_xianzhadiany#b3521a58] 作者声明：个人观点，仅供参考
- [douyin_xianzhadiany#b9b7ab14] AI热点解读
- [douyin_xianzhadiany#f6ace5b6] 这么有趣的合集，不能只有我一个人知道吧
- [douyin_xianzhadiany#b9cac463] DeepSeek的新动态
- [douyin_xianzhadiany#cb9fdb38] 对用户和开发者的影响
- [douyin_xianzhadiany#062de95a] 对同行的影响

## 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=74, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=74, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=74, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=74, 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=74, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=108, 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=74, 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=108, 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=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 74
- audience_updated_days_ago: 74

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