# 科知酱 (@科知酱) on wechat

- id: koinon:creator:wechat_科知酱
- url: https://koinonlink.com/kol/wechat/%E7%A7%91%E7%9F%A5%E9%85%B1
- schema_version: 1.4

## Identity
- platform: wechat
- handle: 科知酱
- platform_url: https://weixin.sogou.com/weixin?type=1&query=%E7%A7%91%E7%9F%A5%E9%85%B1
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 11
- 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: daily AI news roundup, latest AI technology trends, AI industry developments, AI research breakthroughs, AI tool releases, AI market insights

## Audience (inferred)
- status: present
- description: daily AI news consumers, mainly tech enthusiasts and professionals tracking the latest AI developments
- roles: general_ai
- seniority: learner
- pain_points: missing timely updates on fast-moving AI breakthroughs, struggling to keep up with the volume of AI-related news across multiple sources, finding it hard to distinguish credible AI news from hype or misinformation
- posts_analysed: 9
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.4
- promotion_intent: 0.3
- 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: C — 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_科知酱#75589a8b] AI科技日报·2026年8月10日 (https://weixin.sogou.com/weixin?type=1&query=%E7%A7%91%E7%9F%A5%E9%85%B1)
- [wechat_科知酱#75e661f9] AI科技日报·2026年8月17日
- [wechat_科知酱#58212216] AI科技日报·2026年8月19日
- [wechat_科知酱#70b8b86a] AI科技日报·2026年8月21日
- [wechat_科知酱#35989f78] AI科技日报·2026年8月27日
- [wechat_科知酱#ecd97c87] AI科技日报·2026年9月1日
- [wechat_科知酱#c4a354eb] AI科技日报·2026年9月2日
- [wechat_科知酱#b6cc0a1a] AI科技日报·2026年9月4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=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=42, 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=42, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=41, 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=42, 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=41, 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=41, method=platform_profile

## Freshness
- profile_checked_days_ago: 41
- content_analysed_days_ago: 42
- 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_%E7%A7%91%E7%9F%A5%E9%85%B1
- Request removal: https://koinonlink.com/claim?k=wechat_%E7%A7%91%E7%9F%A5%E9%85%B1
- Terms: https://koinonlink.com/for-ai