# 程序员小灰 (@程序员小灰) on wechat

- id: koinon:creator:wechat_程序员小灰
- url: https://koinonlink.com/kol/wechat/%E7%A8%8B%E5%BA%8F%E5%91%98%E5%B0%8F%E7%81%B0
- schema_version: 1.4

## Identity
- platform: wechat
- handle: 程序员小灰
- platform_url: https://weixin.sogou.com/weixin?type=1&query=%E7%A8%8B%E5%BA%8F%E5%91%98%E5%B0%8F%E7%81%B0
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 89
- 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: ai_tools
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: AI数字人应用, 低代码工具争议, 程序员职场文化, 程序员生活方式, 技术行业热点事件

## Audience (inferred)
- status: present
- description: Chinese programmers and frontline developers, interested in workplace culture, tech tools, and personal growth
- roles: dev
- seniority: practitioner
- pain_points: Physical and mental stress from the 996 work culture, Threat to traditional programming roles from low-code tools, Practical applications of emerging technologies like AI avatars, Professional attire choices for daily coding work
- 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_程序员小灰#c4b79ef2] 我的AI数字人分身上线了! (https://weixin.sogou.com/weixin?type=1&query=%E7%A8%8B%E5%BA%8F%E5%91%98%E5%B0%8F%E7%81%B0)
- [wechat_程序员小灰#2fefc0a6] “行业毒瘤”低代码
- [wechat_程序员小灰#7c0c1947] 程序员的穿衣图鉴!
- [wechat_程序员小灰#96a1974a] 程序员小灰2017年原创汇总
- [wechat_程序员小灰#8698b85e] 程序员996.ICU发起人被起诉判刑五年?
- [wechat_程序员小灰#bab84aaf] 盘点阿里巴巴 15 款开发者工具
- [wechat_程序员小灰#c6fc7b22] 被嫌弃的程序员的一生
- [wechat_程序员小灰#f3bda704] 写给对 ”游戏开发” 感兴趣的朋友们

## 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=32, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=32, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=32, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=1, 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=1, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=1, 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=1, 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=1, 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=1, method=platform_profile

## Freshness
- profile_checked_days_ago: 1
- content_analysed_days_ago: 1
- audience_updated_days_ago: 32

## 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_%E7%A8%8B%E5%BA%8F%E5%91%98%E5%B0%8F%E7%81%B0
- Request removal: https://koinonlink.com/claim?k=wechat_%E7%A8%8B%E5%BA%8F%E5%91%98%E5%B0%8F%E7%81%B0
- Terms: https://koinonlink.com/for-ai