# 黄豆AI (@182973501) on xiaohongshu

- id: koinon:creator:xiaohongshu_182973501
- url: https://koinonlink.com/kol/xiaohongshu/182973501
- schema_version: 1.4

## Identity
- platform: xiaohongshu
- handle: 182973501
- platform_url: https://www.xiaohongshu.com/user/profile/5b1a5caf11be103f8e492380
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2300
- posts_observed: 1
- verified: false
- size_tier: nano

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- 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与科技历史演进, 大厂与AI人物职业故事, AI学习方法与课程推荐, 原理理解 vs 工具使用, 职场心态与长期主义
- bio: RED ID: 182973501

## Audience (inferred)
- status: present
- description: Chinese tech professionals, programmers, and students interested in AI technology and career development
- roles: general_ai
- seniority: practitioner
- pain_points: Staying only at the level of using AI tools without understanding underlying principles, Struggling to assess the authenticity and reliability of AI-generated content, Navigating career choices, learning new roles, and sustaining long-term growth in the workplace, Lacking a structured AI learning path and access to top-tier course resources
- posts_analysed: 39
- confidence: 0.75

## 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: platform_default
- credibility_score: 36
- 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
- [xiaohongshu_182973501#d0001d3b] 2017年，8个人写了一篇论文，然后世界变了 (https://www.xiaohongshu.com/user/profile/5b1a5caf11be103f8e492380)
- [xiaohongshu_182973501#5ec0d717] 2017年，谷歌团队提出Transformer架构，开启AI新时代。Transformer通过注意力机制，显著提升语言模型性能，推动GPT系列、ChatGPT等应用普及，彻底改变人类与AI交互方式。
- [xiaohongshu_182973501#365929bd] CodeCrafters
- [xiaohongshu_182973501#74afeb6d] Salesforce传奇：一场颠覆软件行业的百年变
- [xiaohongshu_182973501#683d835e] Salesforce创始人马克·贝尼奥夫颠覆传统软件模式，推出订阅制和多租户架构，开创SaaS行业。通过开放平台和AI技术，Salesforce成为全球企业数字化转型的领军者。
- [xiaohongshu_182973501#6c7e1005] SaaS兴亡史：从机房巨兽到全民订阅
- [xiaohongshu_182973501#ef335dc5] SaaS从大型机的使用权到PC时代的订阅制，再到云计算和AI的智能进化，彻底改变了软件的商业模式。它证明了用户真正需要的不是软件本身，而是高效、灵活的服务。
- [xiaohongshu_182973501#96ce4c15] 硅谷简史：一片果园如何变成全球科技的心脏

## 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=56, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=56, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=56, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=56, 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=56, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=101, 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=0.25, freshness_days=56, method=Fixed value 58, pending engagement collection. Not a measurement. — 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=101, method=llm_partner_fit_classifier + fit_score >= 0.5 => A; >= 0.35 => B; else C. authenticity is not an input. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=101, method=platform_profile

## Freshness
- profile_checked_days_ago: 101
- content_analysed_days_ago: 56
- audience_updated_days_ago: 56

## 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_182973501
- Request removal: https://koinonlink.com/claim?k=xiaohongshu_182973501
- Terms: https://koinonlink.com/for-ai