# y (@luvsichengg) on x

- id: koinon:creator:x_luvsichengg
- url: https://koinonlink.com/kol/x/luvsichengg
- schema_version: 1.4

## Identity
- platform: x
- handle: luvsichengg
- platform_url: https://twitter.com/luvsichengg
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 937
- following: 1001
- posts_total: 13402
- posts_observed: 1
- posts_per_day: 5.696
- account_age_days: 2353
- verified: true
- 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: news_media
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: aespa and RIIZE comebacks, idol news and fancams, fan wishes and excitement, K-pop collabs and music releases
- bio: - aespa, nct, riize, wish

## Audience (inferred)
- status: present
- description: Young K-pop fans, mainly casual stans of aespa, NCT, RIIZE and similar 4th-gen groups
- roles: consumer
- seniority: consumer
- pain_points: Waiting for official idol content and comebacks, Spoilers ruining outfit reveals, Lack of official TikTok accounts limiting fan engagement
- posts_analysed: 19
- confidence: 0.6

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 47
- authenticity_basis: profile_shape_only
- credibility_score: 47
- 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
- [x_luvsichengg#291637e3] wala pa bang wins dyan? gutom na me from school🥲 (https://twitter.com/luvsichengg/status/2072909037814038625)
- [x_luvsichengg#1c1206ea] yay!! thank you so much @trentahin_co!! #KamsalamatTita #trentahingtita https://t.co/e5EiDojZOa
- [x_luvsichengg#e189f5b6] lf commissioner ai text humanizer to less than 15% + turnitin ai plag checker currently 3 pages
- [x_luvsichengg#f282bb9d] LET HER IN
- [x_luvsichengg#c59d6ba9] 7M monthly listeners 🥳 https://t.co/n9x8fBw02S
- [x_luvsichengg#927aa927] WE THEM GIRLS🗣️🗣️🗣️ https://t.co/9SZm9ryJez
- [x_luvsichengg#199774d1] Why would they spoil the outfits https://t.co/tijH2hv2oX
- [x_luvsichengg#c35a1ed6] Can't wait till midnight hahahha I'm so excited to see riize's acc

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

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=76, 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=76, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=112, 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=76, 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=112, 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=112, method=platform_profile

## Freshness
- profile_checked_days_ago: 112
- content_analysed_days_ago: 76
- 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=x_luvsichengg
- Request removal: https://koinonlink.com/claim?k=x_luvsichengg
- Terms: https://koinonlink.com/for-ai