# 闪闪AI进化论 (@95888133843) on douyin

- id: koinon:creator:douyin_95888133843
- url: https://koinonlink.com/kol/douyin/95888133843
- schema_version: 1.4

## Identity
- platform: douyin
- handle: 95888133843
- platform_url: https://www.douyin.com/user/MS4wLjABAAAA4Rq0GGFU7KtZYP3DwU0RW_ftJmnPueyCZyI6HHxhQu47KvwPGP9K0HorMOdgL8nR
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 55227
- following: 7
- posts_total: 89
- posts_observed: 8
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 3.54727
- best_post_interactions: 195905
- 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工具推荐与测评, 职场效率神器, AI Agent与自动化, AI生图/视频应用, 科技产品与新闻
- bio: ⭐️ 喜欢研究各种好用的神器
🤖️ 分享AI工具｜效率神器｜实用工具｜数码干货
🌲 和AI一起进化～
🈴️ 只接一口价，非一口价勿扰～

## Audience (inferred)
- status: present
- description: Office workers and frontline executors seeking practical AI tools to boost work efficiency
- roles: general_ai
- seniority: practitioner
- pain_points: Time-consuming and tedious routine tasks, Difficulty finding reliable and secure AI tools, Struggling to write effective prompts or build simple Agents, Low efficiency in producing professional outputs like proposals, presentations, and copy
- posts_analysed: 100
- confidence: 0.9

## 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: 70
- authenticity_basis: engagement_observed
- credibility_score: 72
- 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_95888133843#5e40070d] 打工人外挂必备，工作效率直接起飞！ 这4款AI神器自己偷偷用，别告诉别人~#AI工具 #打工人必备 #效率神器 #AI #人工智能 (https://www.douyin.com/user/MS4wLjABAAAA4Rq0GGFU7KtZYP3DwU0RW_ftJmnPueyCZyI6HHxhQu47KvwPGP9K0HorMOdgL8nR)
- [douyin_95888133843#d0865a77] @闪闪AI进化论创作的原声
- [douyin_95888133843#66fdcd04] 这4款AI神器自己偷偷用，别告诉别人~#AI工具 #打工人必备 #效率神器 #AI #人工智能
- [douyin_95888133843#37eb0781] 空闲时间死磕这4个网站，甩开同龄人！ #人工智能 #AI工具 #效率神器 #自我提升 #ai
- [douyin_95888133843#9759d40a] #人工智能 #AI工具 #效率神器 #自我提升 #ai
- [douyin_95888133843#ce4fd76e] 《汤姆和杰瑞》真人版 #汤姆和杰瑞 #AI视频 #猫和老鼠
- [douyin_95888133843#bce510bf] #汤姆和杰瑞 #AI视频 #猫和老鼠
- [douyin_95888133843#96d25601] 太抽象了🤯办公室版马里奥赛车来了 #独立游戏[话题]# #办公室脑洞[话题]# #解压游戏[话题]# #离谱又好玩[话题]# #小红书科技AMA[话题]# #steam游戏[话题]# #打工人解压[话题]# #宝藏网站[话题]# #NeedForSeat[话题]#

## 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=84, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=84, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=84, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=85, 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=85, 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=85, 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: 85
- audience_updated_days_ago: 84

## AI retrieval
- indexing_requests: 8
- 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_95888133843
- Request removal: https://koinonlink.com/claim?k=douyin_95888133843
- Terms: https://koinonlink.com/for-ai