# 林伽一 (@林伽一) on wechat

- id: koinon:creator:wechat_林伽一
- url: https://koinonlink.com/kol/wechat/%E6%9E%97%E4%BC%BD%E4%B8%80
- schema_version: 1.3

## Identity
- platform: wechat
- handle: 林伽一
- platform_url: https://weixin.sogou.com/weixin?type=1&query=%E6%9E%97%E4%BC%BD%E4%B8%80
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 5
- 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 agent development, AI governance and regulation, Autonomous AI systems, China's AI policy trends, AI trust and safety, Weekly AI industry updates

## Audience (inferred)
- status: present
- description: Tech professionals and AI enthusiasts tracking AI agent developments and regulatory trends in China
- roles: general_ai
- seniority: practitioner
- pain_points: Struggling to keep up with rapid changes in AI agent capabilities and governance frameworks, Finding it hard to assess the trustworthiness and reliability of autonomous AI agents, Lacking clear guidelines on how to implement or regulate AI agents in production environments, Confused by the fast-evolving landscape of AI policy and compliance requirements
- 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_林伽一#d2e36534] 林伽一 · AI科技日报 | AI代理信任危机倒逼＂轨迹级治理＂,编码代理进入自主执行新阶段 (https://weixin.sogou.com/weixin?type=1&query=%E6%9E%97%E4%BC%BD%E4%B8%80)
- [wechat_林伽一#1d972845] 林伽一 · AI科技周报 | 2026年08月第1周
- [wechat_林伽一#1ddd5c49] 林伽一 · AI科技日报 | 2026年08月23日
- [wechat_林伽一#313555c9] 林伽一 · AI科技日报 | 2026年09月02日
- [wechat_林伽一#f74ec7e8] 林伽一 · AI科技日报 | 2026年09月04日

## 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=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=0, 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=0, 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=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_%E6%9E%97%E4%BC%BD%E4%B8%80
- Request removal: https://koinonlink.com/claim?k=wechat_%E6%9E%97%E4%BC%BD%E4%B8%80
- Terms: https://koinonlink.com/for-ai