{ "@context": "https://koinonlink.com/schema/creator/v1.0", "@type": "Creator", "schema_version": "1.0", "id": "koinon:creator:wechat_越哥聊it", "url": "https://koinonlink.com/kol/wechat/%E8%B6%8A%E5%93%A5%E8%81%8AIT", "alternate": { "html": "https://koinonlink.com/kol/wechat/%E8%B6%8A%E5%93%A5%E8%81%8AIT", "json": "https://koinonlink.com/kol/wechat/%E8%B6%8A%E5%93%A5%E8%81%8AIT.json", "markdown": "https://koinonlink.com/kol/wechat/%E8%B6%8A%E5%93%A5%E8%81%8AIT.md" }, "identity": { "display_name": "越哥聊IT", "handle": "越哥聊IT", "platform": "wechat", "platform_url": "https://weixin.sogou.com/weixin?type=1&query=%E8%B6%8A%E5%93%A5%E8%81%8AIT", "website": null, "country": null, "country_name": null, "location_text": null, "entity_type": "creator", "person_id": null, "person_id_note": "Cross-platform identity not resolved for this creator.", "other_accounts": [], "claimed": false, "claimed_note": "Not claimed. This says nothing about the creator — most profiles are simply not claimed yet.", "declared_accounts": [] }, "first_party": null, "reach": { "followers": null, "following": null, "posts_total": null, "posts_observed": 10, "account_age_days": null, "posts_per_day": null, "verified": false, "size_tier": "nano" }, "engagement": { "engagement_rate": null, "avg_interactions_per_post": null, "best_post_interactions": null, "unit_note": "engagement_rate is a ratio (0-1); the interaction fields are absolute counts." }, "content": { "bio": null, "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" ], "category": "software", "category_label": "Software", "subcategory": "ai_tools", "subcategory_label": "AI tools / agents", "category_confidence": 0.9, "category_source": "derived_from_recent_content" }, "audience": { "status": "present", "status_note": null, "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": { "audience_buyer_fit": 0.8, "promotion_intent": 0.9, "open_to_collaboration": false, "contact": null, "contact_note": "Koinon does not publish creator contact details." }, "quality": { "authenticity_score": 60, "credibility_score": null, "grade": "A", "anomaly_flags": [], "interpretation": "Signals for triage, not verdicts. A flag means the profile is worth a manual check." }, "evidence": [ { "evidence_id": "wechat_越哥聊it#p0", "type": "creator_content", "excerpt": "阿里上线电商龙虾智能体!30分钟完成海外选品到开店", "source_url": "https://weixin.sogou.com/weixin?type=1&query=%E8%B6%8A%E5%93%A5%E8%81%8AIT", "observed_at_days_ago": 0 }, { "evidence_id": "wechat_越哥聊it#p1", "type": "creator_content", "excerpt": "普通人怎么学AI?一条不走弯路的智能体学习路径", "source_url": null, "observed_at_days_ago": 0 }, { "evidence_id": "wechat_越哥聊it#p2", "type": "creator_content", "excerpt": "2026年AI智能体学习路线图:如何从零开始,快速成为AI高手", "source_url": null, "observed_at_days_ago": 0 }, { "evidence_id": "wechat_越哥聊it#p3", "type": "creator_content", "excerpt": "AI智能体创业,一定要搞清楚这100个问题清单(建议收藏)", "source_url": null, "observed_at_days_ago": 0 }, { "evidence_id": "wechat_越哥聊it#p4", "type": "creator_content", "excerpt": "AI智能体如何实现全流程获客增长,附产品路线图", "source_url": null, "observed_at_days_ago": 0 }, { "evidence_id": "wechat_越哥聊it#p5", "type": "creator_content", "excerpt": "能落地才是好AI,普通人AI智能体提效的50个场景案例", "source_url": null, "observed_at_days_ago": 0 }, { "evidence_id": "wechat_越哥聊it#p6", "type": "creator_content", "excerpt": "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", "source_url": null, "observed_at_days_ago": 0 }, { "evidence_id": "wechat_越哥聊it#p7", "type": "creator_content", "excerpt": "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", "source_url": null, "observed_at_days_ago": 0 } ], "provenance": [ { "field": "audience.description", "source_type": "ai_inferred", "confidence": 0.4, "freshness_days": 0, "method": "llm_persona_from_recent_content", "evidence_ids": [ "wechat_越哥聊it#p0", "wechat_越哥聊it#p1", "wechat_越哥聊it#p2", "wechat_越哥聊it#p3", "wechat_越哥聊it#p4", "wechat_越哥聊it#p5" ] }, { "field": "audience.roles", "source_type": "ai_inferred", "confidence": 0.4, "freshness_days": 0, "method": "llm_persona_from_recent_content", "evidence_ids": [ "wechat_越哥聊it#p0", "wechat_越哥聊it#p1", "wechat_越哥聊it#p2", "wechat_越哥聊it#p3", "wechat_越哥聊it#p4", "wechat_越哥聊it#p5" ] }, { "field": "audience.seniority", "source_type": "ai_inferred", "confidence": 0.4, "freshness_days": 0, "method": "llm_persona_from_recent_content" }, { "field": "commercial.audience_buyer_fit", "source_type": "ai_inferred", "confidence": 0.6, "freshness_days": 0, "method": "llm_scorer", "note": "Relative signal within Koinon indexing, not a market-wide score." }, { "field": "commercial.promotion_intent", "source_type": "ai_inferred", "confidence": 0.6, "freshness_days": 0, "method": "llm_scorer" }, { "field": "quality.anomaly_flags", "source_type": "heuristic", "confidence": 0.5, "freshness_days": 0, "method": "follower_growth_and_engagement_ratio_heuristic", "note": "Means \"worth a manual check\", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person." }, { "field": "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, "generated_at": "2026-09-02T02:33:01.639Z" }, "retrieval": { "indexing_requests": 1, "user_triggered_requests": 0, "last_user_triggered_day": null, "note": "Being indexed in bulk is not the same as being retrieved to answer a question." }, "relationships": { "platform_entity": "https://koinonlink.com/creators/wechat", "category_entity": "https://koinonlink.com/product-category/software" }, "license": { "terms": "https://koinonlink.com/for-ai", "attribution": "Koinon Link", "claim_url": "https://koinonlink.com/claim?k=wechat_%E8%B6%8A%E5%93%A5%E8%81%8Ait", "removal_url": "https://koinonlink.com/claim?k=wechat_%E8%B6%8A%E5%93%A5%E8%81%8Ait" } }