# Bayes的AI学习之旅 (@5522374610) on xiaohongshu

- id: koinon:creator:xiaohongshu_5522374610
- url: https://koinonlink.com/kol/xiaohongshu/5522374610
- schema_version: 1.4

## Identity
- platform: xiaohongshu
- handle: 5522374610
- platform_url: https://www.xiaohongshu.com/user/profile/642262e00000000011020bb5
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 5800
- posts_observed: 3
- 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: 企业AI落地, FDE前沿部署, Codex使用与Skill搭建, AI Agent实用技巧, 组织AI消化能力
- bio: RED ID: 5522374610

## Audience (inferred)
- status: present
- description: Enterprise AI implementers, especially FD (Frontier Deployment) roles and professionals looking to build Agents/Skills using AI tools like Codex
- roles: automation
- seniority: practitioner
- pain_points: Difficulty aligning AI initiatives with leadership due to uncertainty, Management misunderstanding of the FD role hinders progress, AI tools being misconfigured, turning into inefficient half-baked solutions, Organizations lack the speed and capability to absorb and act on AI outputs
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.85
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 58
- authenticity_basis: platform_default
- credibility_score: 41
- 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_5522374610#d733d211] 我从来不花时间写提示词 / 我先给你一个原始需求，你先不要正式执行。 (https://www.xiaohongshu.com/user/profile/642262e00000000011020bb5)
- [xiaohongshu_5522374610#29a91845] 请你先根据 OpenAI 的 prompt/任务沟通原则，帮我检查：
- [xiaohongshu_5522374610#1036470a] 1. 这个需求哪里不清楚；
- [xiaohongshu_5522374610#91bf9283] 2. 我还需要补充哪些上下文；
- [xiaohongshu_5522374610#aaf6a15c] 3. 哪些信息如果不补充，你 / 人从来不是在和 AI 竞争 / 人只会跟自己的偏见和舒适区竞争。
- [xiaohongshu_5522374610#45f7de49] #howto用好AI[话题]# #人工智能[话题]# / 一个月省了400工时，为什么老板还觉得部门 / AI 时代，答案和成果会越来越便宜。
- [xiaohongshu_5522374610#bd0d131f] 真正稀缺的，是一个组织快速消化 AI 的产出，并因此发生改变的能力。
- [xiaohongshu_5522374610#e37e8294] #AI反常识howto[话题]# #FDE[话题]# #企业AI落地[话题]# / 新型的“AI 时代过劳” / 因为你表面上看一直在高效创作、产出很多 POC，本质却在给自己制造大量“需要挂心的半成品”。所以你只是看起来在忙，为了做事而做事。

## 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=72, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=72, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=72, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=72, 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=72, 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=72, 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: 72
- audience_updated_days_ago: 72

## AI retrieval
- indexing_requests: 10
- 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_5522374610
- Request removal: https://koinonlink.com/claim?k=xiaohongshu_5522374610
- Terms: https://koinonlink.com/for-ai