# 脑极体 (@脑极体) on wechat

- id: koinon:creator:wechat_脑极体
- url: https://koinonlink.com/kol/wechat/%E8%84%91%E6%9E%81%E4%BD%93
- schema_version: 1.4

## Identity
- platform: wechat
- handle: 脑极体
- platform_url: https://weixin.sogou.com/weixin?type=1&query=%E8%84%91%E6%9E%81%E4%BD%93
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 123
- 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: 0.9
- category_source: derived_from_recent_content
- topics: AI作画到AI视频的技术演变, AI评测与芯片发展, 开发者与华为云生态, 文心AI与开发者, 开发者形象变化

## Audience (inferred)
- status: present
- description: AI developers and tech practitioners focused on AI tool evolution, model evaluation, and integration with domestic cloud platforms
- roles: dev
- seniority: practitioner
- pain_points: Practical challenges and limitations in deploying AI from image to video generation, How to objectively interpret and utilize AI evaluation results, Integrating with developer ecosystems on platforms like Huawei Cloud and Baidu's Wenxin
- 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_脑极体#6829a0df] 从AI作画到AI做视频,这一跳改变了什么? (https://weixin.sogou.com/weixin?type=1&query=%E8%84%91%E6%9E%81%E4%BD%93)
- [wechat_脑极体#85eba998] 一枚芯片的赶考之路:究竟该如何看待“AI评测”?
- [wechat_脑极体#f24dd590] 文心全进化,开发者赴星河
- [wechat_脑极体#5521aeae] 一路同行:开发者与华为云的2022
- [wechat_脑极体#3ee30b45] 非典型开发者的形象三变
- [wechat_脑极体#e0a9908a] 口腔数字化时代:AI牙医的防御基建与攻坚
- [wechat_脑极体#e5c22c38] 代码与战争:从“新软件危机”到开发工具自主化
- [wechat_脑极体#43cdd68b] 重火力进行曲: +AI,智能全栈云风暴

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=46, 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=46, 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=46, 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: 46
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 8
- 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%84%91%E6%9E%81%E4%BD%93
- Request removal: https://koinonlink.com/claim?k=wechat_%E8%84%91%E6%9E%81%E4%BD%93
- Terms: https://koinonlink.com/for-ai