# AI产品经理小七 (@110578215) on xiaohongshu

- id: koinon:creator:xiaohongshu_110578215
- url: https://koinonlink.com/kol/xiaohongshu/110578215
- schema_version: 1.4

## Identity
- platform: xiaohongshu
- handle: 110578215
- platform_url: https://www.xiaohongshu.com/user/profile/58490d1e5e87e75ebbba64ba
- website: xhsdiscover://message/userPublicGroupList?user_id=58490d1e5e87e75ebbba64ba&username=TA
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 5000
- posts_observed: 5
- 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: vibe coding与agentMA实战, AI Agent与个人知识图谱搭建, 梦境OS、日记OS等AI小程序开发, AI小镇/游戏化学习项目, 零代码AI工具与开源分享, 个人ERP与人生管理系统
- bio: 独立开发者，WAIC OPC vibe coding 第二名
AI自我进化者👩‍💻 ｜带你上手 agentMA  
小程序：梦境OS、日记OS
learn in public♥️小白入门 AI
入群分享📨📕

## Audience (inferred)
- status: present
- description: AI beginners, indie developers, and non-technical users with humanities backgrounds who want to build personal agents and life systems using tools like agentMA through vibe coding
- roles: automation
- seniority: learner
- pain_points: Want to build AI apps and agents with zero or low code but lack a clear hands-on path, Struggle to structure personal data like dreams, knowledge, and schedules into reusable assets, Don’t know how to use AI to create knowledge graphs, agent employees, or a personal OS, After getting started with AI, lack shareable prompts and real-world project examples to learn from
- posts_analysed: 40
- confidence: 0.75

## 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: 58
- authenticity_basis: platform_default
- credibility_score: 40
- 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_110578215#f41af640] 梦境OS，梦境管理 系统上线了 / 文科生零代码做AI小程序（第一次），梦境 OS[火R][喝奶茶R] (https://www.xiaohongshu.com/user/profile/58490d1e5e87e75ebbba64ba)
- [xiaohongshu_110578215#2f1fc20c] 1.梦境卡片管理
- [xiaohongshu_110578215#bd60777d] 2.二十年梦境情绪关键词打标（支持一键导入）
- [xiaohongshu_110578215#c8ab9949] 3.潜意识和年龄和性格分析（意识流）
- [xiaohongshu_110578215#b24b6d25] 4.梦生图
- [xiaohongshu_110578215#abd5f00c] 5.周公解梦 / Vibe Coding搭个人ERP，人生直接自动闭环 / 我的agentma VIBE CODING，no.7
- [xiaohongshu_110578215#f064b5de] 坦白说，我们普通人缺的从来不是努力，而是没有一套能落地的人生管理系统。
- [xiaohongshu_110578215#77b62a90] 日程乱、开销糊、任务堆、复盘忘、精力崩……

## 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=55, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=55, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=55, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=55, 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=55, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=94, 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=55, 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=94, 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=94, method=platform_profile

## Freshness
- profile_checked_days_ago: 94
- content_analysed_days_ago: 55
- audience_updated_days_ago: 55

## AI retrieval
- indexing_requests: 8
- 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_110578215
- Request removal: https://koinonlink.com/claim?k=xiaohongshu_110578215
- Terms: https://koinonlink.com/for-ai