# 越哥聊IT (@越哥聊IT) on wechat

- id: koinon:creator:wechat_越哥聊it
- url: https://koinonlink.com/kol/wechat/%E8%B6%8A%E5%93%A5%E8%81%8AIT
- schema_version: 1.0

## Identity
- platform: wechat
- handle: 越哥聊IT
- platform_url: https://weixin.sogou.com/weixin?type=1&query=%E8%B6%8A%E5%93%A5%E8%81%8AIT
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 10
- verified: false
- size_tier: nano

## Engagement
- unit_note: engagement_rate is a ratio (0-1); the interaction fields are absolute counts.

## Content
- category: software
- subcategory: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: AI智能体学习路线图, 普通人AI入门路径, AI智能体创业问题清单, AI智能体电商应用, AI全流程获客增长

## Audience (inferred)
- status: present
- description: ordinary people interested in AI agents, beginners learning AI from scratch, and professionals using AI for entrepreneurship or business
- roles: automation
- seniority: learner
- pain_points: struggling to find a systematic, no-wrong-turns learning path for AI agents, uncertain about key considerations and preparations when starting an AI-driven business, not clear how to use AI agents to achieve full-cycle customer acquisition and e-commerce execution
- posts_analysed: 5
- confidence: 0.4

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

## Quality signals
- authenticity_score: 60
- grade: A
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [wechat_越哥聊it#p0] 阿里上线电商龙虾智能体!30分钟完成海外选品到开店 (https://weixin.sogou.com/weixin?type=1&query=%E8%B6%8A%E5%93%A5%E8%81%8AIT)
- [wechat_越哥聊it#p1] 普通人怎么学AI?一条不走弯路的智能体学习路径
- [wechat_越哥聊it#p2] 2026年AI智能体学习路线图:如何从零开始,快速成为AI高手
- [wechat_越哥聊it#p3] AI智能体创业,一定要搞清楚这100个问题清单(建议收藏)
- [wechat_越哥聊it#p4] AI智能体如何实现全流程获客增长,附产品路线图
- [wechat_越哥聊it#p5] 能落地才是好AI,普通人AI智能体提效的50个场景案例
- [wechat_越哥聊it#p6] 打造AI智能体员工,我用扣子复刻了华与华、奥美和金枪大叔
- [wechat_越哥聊it#p7] 万字长文!AI智能体全面爆发前夜:一文讲透技术架构与行业机会

## 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=follower_growth_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- 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_%E8%B6%8A%E5%93%A5%E8%81%8Ait
- Request removal: https://koinonlink.com/claim?k=wechat_%E8%B6%8A%E5%93%A5%E8%81%8Ait
- Terms: https://koinonlink.com/for-ai