# 鸭先知-AI效率架构师 (@3637658835231932) on douyin

- id: koinon:creator:douyin_3637658835231932
- url: https://koinonlink.com/kol/douyin/3637658835231932
- schema_version: 1.4

## Identity
- platform: douyin
- handle: 3637658835231932
- platform_url: https://www.douyin.com/user/MS4wLjABAAAAr4AIFjJHtUJP8Ggo_uvPe0TczLfAo1DcBe69mq-H1rsf2B2btmsmFXsz5Vx6xaae
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 11401
- posts_observed: 5
- verified: false
- size_tier: koc

## Engagement
- status: average_measured
- engagement_rate: 0.0193
- engagement_rate_basis: average_of_observed_posts
- avg_interactions_per_post: 220
- 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: engagement_rate is a MEAN over the posts we observed (posts_in_average says how many).
- 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: 0.95
- category_source: derived_from_recent_content
- topics: 一人公司运营, 闲鱼搬砖与系统闭环, 智能体定制业务, AI工具反馈与价值, 关键词布局与流量增长, 供应链与售后维护
- bio: 一个 AI 效率架构师的 100 天自我进化。
目标：闲鱼自动化变现月入 1w+。
全网同名，👇同频者：群内深度沟通👇
🌍：复制抖音号🔍

## Audience (inferred)
- status: present
- description: practitioners building solo AI-powered businesses, selling custom AI agents or related AI services on Xianyu
- roles: automation
- seniority: practitioner
- pain_points: specific challenges and monetization hurdles in custom AI agent business, Xianyu platform risks including traffic unpredictability, negative reviews, and after-sales management, mismatch between tool selection and business system setup, unclear boundaries between client coaching and customer service responsibilities
- 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: engagement_observed
- credibility_score: 45
- 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
- [douyin_3637658835231932#680d6c1a] @鸭先知商业实验室创作的原声 (https://www.douyin.com/user/MS4wLjABAAAAr4AIFjJHtUJP8Ggo_uvPe0TczLfAo1DcBe69mq-H1rsf2B2btmsmFXsz5Vx6xaae)
- [douyin_3637658835231932#b3521a58] 作者声明：个人观点，仅供参考
- [douyin_3637658835231932#048d3bac] 沉淀与价值
- [douyin_3637658835231932#0a893985] 一人公司挑战DAY1。#一人公司 #闲鱼搬砖#智能体定制
- [douyin_3637658835231932#f6ace5b6] 这么有趣的合集，不能只有我一个人知道吧
- [douyin_3637658835231932#b1356b0c] 智能体定制业务的困境
- [douyin_3637658835231932#01cfb219] 选择闲鱼的原因
- [douyin_3637658835231932#40c1579c] AI搭建工具的反馈快

## 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=60, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=60, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=60, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=60, 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=60, 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=60, 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: 60
- audience_updated_days_ago: 60

## AI retrieval
- indexing_requests: 9
- user_triggered_requests: 0
- 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=douyin_3637658835231932
- Request removal: https://koinonlink.com/claim?k=douyin_3637658835231932
- Terms: https://koinonlink.com/for-ai