# Arthur (@arthurhwangs) on tiktok

- id: koinon:creator:tiktok_arthurhwangs
- url: https://koinonlink.com/kol/tiktok/arthurhwangs
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: arthurhwangs
- platform_url: https://www.tiktok.com/@arthurhwangs
- website: https://zigzagprompts.com?utm_source=tiktok_arthurhwangs&utm_medium=social&utm_campaign=multi_account_test&utm_content=bio_link&utm_term=arthurhwangs_profile
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 8763
- following: 12
- posts_observed: 1
- verified: false
- size_tier: nano

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- 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: entertainment
- subcategory: comedy
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: ChatGPT image prompts, AI photo transformation trends, LEGO/Animal Crossing/chibi等风格化效果, Instagram/TikTok内容创意, Prompt分享与使用教程
- bio: Discover & Collect Best AI Prompts
Join the wait 👇

## Audience (inferred)
- status: present
- description: TikTok/Instagram users and content creators looking for ready-to-use ChatGPT image prompts to make trendy, stylized visuals
- roles: content
- seniority: practitioner
- pain_points: 需要不断找新prompt来做出差异化IG/TikTok内容, 不知道如何把普通照片转成特定艺术风格或病毒式效果, 想快速跟上AI图像趋势但prompt自己写不出来, 希望prompt能直接用于个人照片或情侣/自拍场景
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.6
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 43
- authenticity_basis: profile_shape_only
- credibility_score: 43
- 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
- [tiktok_arthurhwangs#c50199a3] Comment “villager” for the prompt 🤩 #animalcrossing #chatgpt #prompt #chatgptprompts #chatgpthack (https://www.tiktok.com/@arthurhwangs)
- [tiktok_arthurhwangs#459e0d96] original sound - rnb_source
- [tiktok_arthurhwangs#3a2f1e8e] It is a becoming a big trend on TikTok now! Click here: animalcrossing
- [tiktok_arthurhwangs#8d4233fd] Check out Arthur’s video! #TikTok >
- [tiktok_arthurhwangs#ee6b0b90] Comment “charlie” for the prompt 🌸 #charlieandlola #chatgpt #prompt #chatgptprompts #charlieylola
- [tiktok_arthurhwangs#44340974] Man I Need
- [tiktok_arthurhwangs#6b7e645e] Search:
- [tiktok_arthurhwangs#cf7051a2] copy and paste chatgpt prompt for couple

## 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=61, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=61, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=61, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=61, 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=61, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=61, 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=61, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — 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=61, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => 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=61, method=platform_profile

## Freshness
- profile_checked_days_ago: 61
- content_analysed_days_ago: 61
- audience_updated_days_ago: 61

## AI retrieval
- indexing_requests: 4
- 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=tiktok_arthurhwangs
- Request removal: https://koinonlink.com/claim?k=tiktok_arthurhwangs
- Terms: https://koinonlink.com/for-ai