# 逗物语 (@逗物语) on wechat

- id: koinon:creator:wechat_逗物语
- url: https://koinonlink.com/kol/wechat/%E9%80%97%E7%89%A9%E8%AF%AD
- schema_version: 1.4

## Identity
- platform: wechat
- handle: 逗物语
- platform_url: https://weixin.sogou.com/weixin?type=1&query=%E9%80%97%E7%89%A9%E8%AF%AD
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 20
- 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: 0.95
- category_source: derived_from_recent_content
- topics: AI engineering in enterprise, AI cost optimization, AI adoption in Southeast Asia, AI automation workflows, AI tooling and token efficiency

## Audience (inferred)
- status: present
- description: Tech decision makers and AI engineers in Southeast Asia, focused on AI adoption in enterprise and engineering teams
- roles: automation
- seniority: decision_maker
- pain_points: High engineering costs due to inefficient AI tooling and token usage, Difficulty in aligning AI technical implementation with organizational readiness, Lack of clear frameworks for scaling AI across teams in non-Western markets
- 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_逗物语#0a2ec025] 快手AI升级:从工具到组织,跨过了什么 (https://weixin.sogou.com/weixin?type=1&query=%E9%80%97%E7%89%A9%E8%AF%AD)
- [wechat_逗物语#405f7045] WorkBuddy 3万字:鸿蒙AI编程实战
- [wechat_逗物语#90140a2b] AI自动化追逐热点dbskill工程实践
- [wechat_逗物语#fe7dc0a6] AI落地东盟:30%是技术70%是人和组织
- [wechat_逗物语#99ead88c] AI编程工具成本黑洞70倍Token差异的工程账
- [wechat_逗物语#361c90c7] 项目管理AI闭环-从软件诞生到AI工作流

## 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=43, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=43, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=43, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=39, 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=39, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=39, 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=39, 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=39, 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=39, method=platform_profile

## Freshness
- profile_checked_days_ago: 39
- content_analysed_days_ago: 39
- audience_updated_days_ago: 43

## AI retrieval
- indexing_requests: 6
- 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_%E9%80%97%E7%89%A9%E8%AF%AD
- Request removal: https://koinonlink.com/claim?k=wechat_%E9%80%97%E7%89%A9%E8%AF%AD
- Terms: https://koinonlink.com/for-ai