# 姜饼瓜瓜 (@Tdtdyfyu) on douyin

- id: koinon:creator:douyin_tdtdyfyu
- url: https://koinonlink.com/kol/douyin/Tdtdyfyu
- schema_version: 1.4

## Identity
- platform: douyin
- handle: Tdtdyfyu
- platform_url: https://www.douyin.com/user/MS4wLjABAAAANn1zr4DvDF5THvMJjmLvEM2BfUPaiBF7xqaxi9rfdFo
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 94672
- following: 119
- posts_total: 7
- posts_observed: 2
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.52023
- best_post_interactions: 49251
- 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: 0.91
- category_source: derived_from_recent_content
- topics: AI应用变现路径, 一人公司日常与工具, 无代码AI小程序开发, 具体AI工具详解（百度秒答、蚂蚁灵光、TRAE）, 普通人抓住AI机会的信息差
- bio: ai一人公司主理人
【脚本爆了吗】工具开发者
ai应用落地/产品从0到1。分享独立开发/产品变现/效率工具🧰已有学员小程序接单落地  绿色软件 💬领指令包w626956

## Audience (inferred)
- status: present
- description: ordinary people, indie developers, and beginners looking to build a solo business or side hustle with AI
- roles: automation
- seniority: practitioner
- pain_points: can't find concrete monetization paths for AI applications, can't code but want to quickly build mini programs/tools, missed the AI trend and want to catch the wave but lack information advantage, lack daily execution discipline as a solo founder, easily give up halfway
- posts_analysed: 37
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.9
- 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: 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
- [douyin_tdtdyfyu#61bd53cb] 第一批学员已经有人落变现了，其实我也没想到 我不是专业卖课的啊，我是创业的啊，人生说不清楚#ai应用#ai小程序#trae #ai开发 #ai变现 (https://www.douyin.com/user/MS4wLjABAAAANn1zr4DvDF5THvMJjmLvEM2BfUPaiBF7xqaxi9rfdFo)
- [douyin_tdtdyfyu#2cdc43e8] @姜饼瓜瓜创作的原声
- [douyin_tdtdyfyu#8b07d7a9] 我不是专业卖课的啊，我是创业的啊，人生说不清楚#ai应用#ai小程序#trae #ai开发 #ai变现
- [douyin_tdtdyfyu#9a1d771a] ai应用的优势
- [douyin_tdtdyfyu#954ecbd3] Ai一人公司的日常熬夜，说是一人公司其实是一人➕一堆Ai #ai应用 #一人公司 #赚钱 #赚钱思维 #副业
- [douyin_tdtdyfyu#996a5419] #ai应用 #一人公司 #赚钱 #赚钱思维 #副业
- [douyin_tdtdyfyu#703402eb] ai应用就是继自媒体以后普通人的机会，无广诚心分享 #ai应用#trae #赚钱 #信息差 #副业
- [douyin_tdtdyfyu#63172a4d] 个人观点，仅供参考

## 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: 12
- 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_tdtdyfyu
- Request removal: https://koinonlink.com/claim?k=douyin_tdtdyfyu
- Terms: https://koinonlink.com/for-ai