# 染卷 (@染卷) on wechat

- id: koinon:creator:wechat_染卷
- url: https://koinonlink.com/kol/wechat/%E6%9F%93%E5%8D%B7
- schema_version: 1.3

## Identity
- platform: wechat
- handle: 染卷
- platform_url: https://weixin.sogou.com/weixin?type=1&query=%E6%9F%93%E5%8D%B7
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 4
- verified: false
- size_tier: nano

## Engagement
- status: not_measurable_on_platform
- status_note: This platform publishes no follower count, so an engagement RATE has no denominator here. No amount of further collection can produce one — it is a property of the platform, not a gap in our data.
- 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: devtools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: AI-powered automation for system operations, Building custom AI agents for DevOps, Practical AI tools for IT professionals, MCP (Machine Control Protocol) development, AI integration in daily workflow

## Audience (inferred)
- status: present
- description: System administrators and DevOps engineers who are building custom AI-powered tools for internal workflows
- roles: dev
- seniority: practitioner
- pain_points: Struggling to integrate AI features into existing system operations without deep AI expertise, Frustrated by the complexity of setting up AI agents that work reliably in production environments, Need practical, step-by-step guidance to build lightweight AI tools for daily tasks, Lack of clear examples for deploying AI agents in infrastructure or DevOps contexts
- posts_analysed: 5
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 60
- authenticity_basis: platform_default
- 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
- [wechat_染卷#507d0a1f] 快速开发实现一个网页AI对话智能体(简单意图识别+联网+知识库+源码) (https://weixin.sogou.com/weixin?type=1&query=%E6%9F%93%E5%8D%B7)
- [wechat_染卷#b63f484a] 运维人开发自己的第一个MCP(实现ssh连接服务器Vibe运维)
- [wechat_染卷#9b060c27] 运维人开发自己的第一个MCP(实现ssh连接服
- [wechat_染卷#35ec91f5] AI办公实操:每个打工人都可先开发一个专属的电脑锁屏界面
- [wechat_染卷#14fbf147] AI办公实操:认识AI智能体的产物、运行方式、常见错误

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=0, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=0, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=0, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=0, 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=0, method=Fixed value 60. This platform exposes no public follower count, so no authenticity heuristic is run at all. The number is a placeholder, 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=0, 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=0, method=platform_profile

## Freshness
- profile_checked_days_ago: 0
- content_analysed_days_ago: 0
- audience_updated_days_ago: 0

## AI retrieval
- indexing_requests: 1
- 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=wechat_%E6%9F%93%E5%8D%B7
- Request removal: https://koinonlink.com/claim?k=wechat_%E6%9F%93%E5%8D%B7
- Terms: https://koinonlink.com/for-ai