# 邓没电的AI工具箱 (@271038231) on xiaohongshu

- id: koinon:creator:xiaohongshu_271038231
- url: https://koinonlink.com/kol/xiaohongshu/271038231
- schema_version: 1.4

## Identity
- platform: xiaohongshu
- handle: 271038231
- platform_url: https://www.xiaohongshu.com/user/profile/5b0cbe7cf7e8b9225fe3ad8a
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2200
- 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: AI工具推荐, 职场效率神器, 打工人作弊工具, 副业赚钱, 自媒体效率工具
- bio: RED ID: 271038231

## Audience (inferred)
- status: present
- description: Office workers (white-collar professionals/executors), mainly looking to use AI tools to reduce workload, improve efficiency, clock out on time, or build side hustles
- roles: general_ai
- seniority: practitioner
- pain_points: Working too many overtime hours and can't seem to leave on time, Too much repetitive work with low efficiency, afraid to tell boss about using tools, Want to start a side hustle or monetize content on social media but don't know where to begin, Large information gap—don't know which free AI tools are actually effective
- posts_analysed: 20
- confidence: 0.6

## Commercial (inferred)
- audience_buyer_fit: 0.6
- 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: 35
- 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_271038231#2c3a6e80] 转产品别踩这4个坑 / 你以为转产品先学Axure、拿证？很多人更快掉坑：花钱培训、疯狂做原型，却始终上不了岗。真正降低试错成本的是产品思维。 (https://www.xiaohongshu.com/user/profile/5b0cbe7cf7e8b9225fe3ad8a)
- [xiaohongshu_271038231#c849b18d] 面向在校生、转行者、职场女生：结论先说——入门路径是明确目标→拆解问题→小步验证 / 大厂员工都在用的4个AI，再也不用加班了#打工人[话题]# #AI[话题]# #软件[话题]# #人工智能[话题]# / 不敢告诉同事，我每天靠这三个神器按时下班#打工人[话题]# #办公神器[话题]# #提升效率[话题]# #AI[话题]# / 三个让你直接躺平的网站，悄悄用别告诉别人。#AI[话题]# #干货[话题]# #人工智能[话题]# #AI工具[话题]# / 打死也不能让老板知道的3款AI神器#AI[话题]# #人工智能[话题]# #打工人[话题]# #升职

## 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=54, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=54, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=54, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=54, 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=54, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=96, 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=54, 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=96, 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=96, method=platform_profile

## Freshness
- profile_checked_days_ago: 96
- content_analysed_days_ago: 54
- audience_updated_days_ago: 54

## 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_271038231
- Request removal: https://koinonlink.com/claim?k=xiaohongshu_271038231
- Terms: https://koinonlink.com/for-ai