# 黄离致宸 (@黄离致宸) on wechat

- id: koinon:creator:wechat_黄离致宸
- url: https://koinonlink.com/kol/wechat/%E9%BB%84%E7%A6%BB%E8%87%B4%E5%AE%B8
- schema_version: 1.4

## Identity
- platform: wechat
- handle: 黄离致宸
- platform_url: https://weixin.sogou.com/weixin?type=1&query=%E9%BB%84%E7%A6%BB%E8%87%B4%E5%AE%B8
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 8
- 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: Enterprise AI transformation, Leadership and change management in AI adoption, Philosophical foundations of AI implementation, Organizational resistance to digital change, AI strategy beyond technical execution

## Audience (inferred)
- status: present
- description: Executives and senior decision-makers in enterprises undergoing AI transformation, particularly those focused on strategic implementation and organizational change
- roles: general_ai
- seniority: decision_maker
- pain_points: Struggling to align AI initiatives with core business strategy, Facing resistance from legacy processes and entrenched management practices, Finding it difficult to establish trust and commitment across teams during digital transformation, Lacking a clear framework for measuring real impact of AI beyond technical deployment
- 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_黄离致宸#ddcb21ff] AI落地真相:最先淘汰的不是工人,而是“靠经验报价”的老模式 (https://weixin.sogou.com/weixin?type=1&query=%E9%BB%84%E7%A6%BB%E8%87%B4%E5%AE%B8)
- [wechat_黄离致宸#b376359b] 从阳明心学本体论透视企业AI体系构建与落地运用
- [wechat_黄离致宸#0030a133] 真正值钱的AI落地,从来不是写代码
- [wechat_黄离致宸#b771f9fc] 从商鞅变法看企业AI数字化转型:铁腕破局,以信立变革
- [wechat_黄离致宸#4f2d551a] 神不定,则技难成:从《针邪秘要》看AI落地的现实困境

## 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=43, 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=43, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=43, 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=43, 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=43, 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=43, method=platform_profile

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

## AI retrieval
- indexing_requests: 7
- 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%BB%84%E7%A6%BB%E8%87%B4%E5%AE%B8
- Request removal: https://koinonlink.com/claim?k=wechat_%E9%BB%84%E7%A6%BB%E8%87%B4%E5%AE%B8
- Terms: https://koinonlink.com/for-ai