# 亿然谈AI (@30048916374) on douyin

- id: koinon:creator:douyin_30048916374
- url: https://koinonlink.com/kol/douyin/30048916374
- schema_version: 1.4

## Identity
- platform: douyin
- handle: 30048916374
- platform_url: https://www.douyin.com/user/MS4wLjABAAAA9BJT0BOlmygIco_JY3L7rYNKCt_tCIt13-b6BzWMXVU
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 107924
- following: 5
- posts_total: 12
- posts_observed: 3
- verified: true
- size_tier: kol

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.02036
- best_post_interactions: 2197
- measurement_source: cn_posts_max
- measurement_formula: likes + comments + shares (douyin) or likes + comments + collects (xiaohongshu), max over observed posts
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: 国产AI模型与算力突破, AI在医疗、气象、机器人等场景的应用, 科技巨头动态与产业趋势, AI伦理与文明影响, 实用AI工具与企业应用
- bio: 从大模型八卦到实用工具测评，一个让普通人也能爱上人工智能的角落。每周更新，陪你喝咖啡，顺便涨知识

## Audience (inferred)
- status: present
- description: General AI enthusiasts who are curious about AI and want to easily stay updated on big model rumors, tech news, and practical tool insights
- roles: general_ai
- seniority: learner
- pain_points: Interested in AI but intimidated by technical jargon and complex content, Overwhelmed by fragmented information, making it hard to keep up with domestic AI developments and cutting-edge breakthroughs, Curious and concerned about AI ethics and future implications but lacking trustworthy analysis, Want genuinely useful AI tools that deliver real-world value, not just theoretical concepts
- posts_analysed: 40
- confidence: 0.75

## 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: 70
- authenticity_basis: engagement_observed
- credibility_score: 67
- 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
- [douyin_30048916374#9f7f6383] 中国科学家给癌细胞贴猪标签，免疫疗法精准抗癌!#癌细胞变猪 #免疫疗法 #科技 (https://www.douyin.com/user/MS4wLjABAAAA9BJT0BOlmygIco_JY3L7rYNKCt_tCIt13-b6BzWMXVU)
- [douyin_30048916374#2a892bf5] @亿然谈AI创作的原声
- [douyin_30048916374#c7e88ada] 新型溶瘤病毒疗法
- [douyin_30048916374#91e381d3] 临床试验进展
- [douyin_30048916374#b104d8a9] 理性看待科研突破
- [douyin_30048916374#2505f4d9] 干 3 小时直接宕机，AI 机器人干不过流水线工人。#科技 #AI #人形机器人
- [douyin_30048916374#63172a4d] 个人观点，仅供参考
- [douyin_30048916374#0ee4bb9c] 直播中的问题

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=84, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=84, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=84, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=85, 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=85, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=107, 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=0.5, freshness_days=85, method=Starts at 60; interactions-per-follower on collected posts then adds or subtracts (large following with near-zero engagement is penalised heavily). — 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=107, method=llm_partner_fit_classifier + authenticity >= 55 AND fit_score >= 0.45 => A; authenticity >= 40 AND fit_score >= 0.3 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=107, method=platform_profile

## Freshness
- profile_checked_days_ago: 107
- content_analysed_days_ago: 85
- audience_updated_days_ago: 84

## AI retrieval
- indexing_requests: 10
- 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=douyin_30048916374
- Request removal: https://koinonlink.com/claim?k=douyin_30048916374
- Terms: https://koinonlink.com/for-ai