# 机器之心 (@机器之心) on wechat

- id: koinon:creator:wechat_机器之心
- url: https://koinonlink.com/kol/wechat/%E6%9C%BA%E5%99%A8%E4%B9%8B%E5%BF%83
- schema_version: 1.4

## Identity
- platform: wechat
- handle: 机器之心
- platform_url: https://weixin.sogou.com/weixin?type=1&query=%E6%9C%BA%E5%99%A8%E4%B9%8B%E5%BF%83
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 100
- 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: 0.9
- category_source: derived_from_recent_content
- topics: AI自动化系统与算法, AI客服与电商应用, 新AI产品发布（如扣子）, AI游戏/工具教程, 编程语言发展历史

## Audience (inferred)
- status: present
- description: AI enthusiasts, developers, and practitioners interested in AI tools, automation applications, and industry trends
- roles: general_ai
- seniority: practitioner
- pain_points: Struggling to keep up with the rapid pace of new AI tools and product releases, Lacking practical case studies of AI implementation in e-commerce, automation, and similar domains, Finding the technical complexity of AI algorithms and automation systems hard to grasp, Needing actionable references for profitable AI side projects or real-world applications
- posts_analysed: 5
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- 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_机器之心#f5406851] 教程 | AI玩微信跳一跳的正确姿势:跳一跳Auto-Jump算法详解 (https://weixin.sogou.com/weixin?type=1&query=%E6%9C%BA%E5%99%A8%E4%B9%8B%E5%BF%83)
- [wechat_机器之心#b9150daa] 当AI客服遇上「图文混排」提问,京东给电商AI来了场摸底考试
- [wechat_机器之心#00a61c3c] 一种AI自动化系统可以快速找到新的电池化学成分,比高强度人工测试要快得多
- [wechat_机器之心#14c92194] 刚刚,字节版GPTs「扣子」上线了
- [wechat_机器之心#4e7948ed] Python简史:开发者的小小副业如何成为全球最热编程语言?
- [wechat_机器之心#af3b5358] 破解神经网络、攻击GPU,AI黑客教程来了,已登GitHub热榜
- [wechat_机器之心#a5a0f03f] 吴恩达:诸位CEO,我有一本「AI转型秘籍」传授给你
- [wechat_机器之心#b0dcab67] AI创业吧!不缺计算资源那种

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=56, 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=56, 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=56, 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: 56
- audience_updated_days_ago: 76

## 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=wechat_%E6%9C%BA%E5%99%A8%E4%B9%8B%E5%BF%83
- Request removal: https://koinonlink.com/claim?k=wechat_%E6%9C%BA%E5%99%A8%E4%B9%8B%E5%BF%83
- Terms: https://koinonlink.com/for-ai