# 大美李AI创业圈 (@6275454295) on xiaohongshu

- id: koinon:creator:xiaohongshu_6275454295
- url: https://koinonlink.com/kol/xiaohongshu/6275454295
- schema_version: 1.4

## Identity
- platform: xiaohongshu
- handle: 6275454295
- platform_url: https://www.xiaohongshu.com/user/profile/626e89c40000000021023a4a
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 31700
- posts_observed: 10
- verified: false
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00174
- best_post_interactions: 55
- 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: finance
- subcategory: personal_fin
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: 创业本质与商业底层逻辑, 认知觉醒与思维升级, 35岁+职场转型, AI时代普通人出路, 财富与康波周期, 父母经商 vs 打工的影响
- bio: RED ID: 6275454295

## Audience (inferred)
- status: present
- description: Ordinary white-collar workers looking to transition from employment to entrepreneurship, especially the mid-career group aged 35+ and those with a family background in business
- roles: none
- seniority: practitioner
- pain_points: Salaried work only covers basic needs but offers no clear path forward, 10 years of past experience have become a ceiling for future growth, Want to start a business but feel unprepared and hesitant to take the first step, Don’t know how to start with low capital and earn their first $1 million
- posts_analysed: 22
- confidence: 0.6

## Commercial (inferred)
- audience_buyer_fit: 0.5
- promotion_intent: 0.4
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 38
- authenticity_basis: engagement_observed
- credibility_score: 58
- 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
- [xiaohongshu_6275454295#b3199561] AI届的科技与狠活！ (https://www.xiaohongshu.com/user/profile/626e89c40000000021023a4a)
- [xiaohongshu_6275454295#d56502fc] #AI科技[话题]# #仿生机器人[话题]# #人工智能替代人工[话题]# #认知[话题]# #科技的力量[话题]#
- [xiaohongshu_6275454295#63db3620] 创业的本质，到底是什么 ？
- [xiaohongshu_6275454295#fbddaf0a] #大美李[话题]# #认知[话题]# #创业[话题]# #商业思维[话题]# #商业的底层逻辑[话题]#
- [xiaohongshu_6275454295#69a7a28e] 《五年之后》🔥🔥中国惊天巨变
- [xiaohongshu_6275454295#273d7e66] #AI时代[话题]# #未来世界[话题]# #颠覆[话题]# #认知觉醒
- [xiaohongshu_6275454295#ec37ad7f] 判断一个项目好坏，只看一条：普通人能不能干？#大美李[话题]# #创业[话题]# #商业思维[话题]# #认知[话题]#
- [xiaohongshu_6275454295#75f65cc8] 创业者最大的坑：总想等条件齐了再出发！#大美李[话题]#  #创业[话题]#  #商业思维[话题]#  #认知[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=0.6, freshness_days=61, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=61, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=61, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=61, 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=61, 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=61, 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: 61
- audience_updated_days_ago: 61

## AI retrieval
- indexing_requests: 7
- user_triggered_requests: 1
- last_user_triggered_day: 2026-09-01
- 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=xiaohongshu_6275454295
- Request removal: https://koinonlink.com/claim?k=xiaohongshu_6275454295
- Terms: https://koinonlink.com/for-ai