# Lingg (@Lin98201) on x

- id: koinon:creator:x_lin98201
- url: https://koinonlink.com/kol/x/Lin98201
- schema_version: 1.4

## Identity
- platform: x
- handle: Lin98201
- platform_url: https://twitter.com/Lin98201
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 12788
- following: 11460
- posts_total: 93716
- posts_observed: 22
- posts_per_day: 69.99
- account_age_days: 1339
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.01564
- best_post_interactions: 200
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- 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: finance
- subcategory: crypto
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Blockchain transaction analysis, Web3 product design and UX, Crypto wallet security, NFT and gaming ecosystem growth, XRP Ledger activity monitoring
- bio: building presence in web3 | crypto, nfts, gaming, and community growth

## Audience (inferred)
- status: present
- description: Web3 enthusiasts and crypto professionals focused on blockchain infrastructure, NFTs, and community growth, mainly developers and early adopters in the crypto space
- roles: dev
- seniority: practitioner
- pain_points: Struggling with wallet security vulnerabilities in cold storage solutions, Difficulty in assessing real-world transaction volume and network health from blockchain data, Overwhelmed by feature-heavy Web3 products that lack user-centric design
- posts_analysed: 3
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.2
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 68
- authenticity_basis: engagement_observed
- credibility_score: 68
- 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_lin98201#dc896539] XRP Ledger vừa ghi nhận hơn 1.13 tỷ XRP chuyển khoản trong một ngày Con số này gấp đôi mức trung bình gần đây, lớn nhất trong cả tháng qua Cùng lúc đó, ví trên 1 triệu XRP chiếm 55.3% tổng dòng rút khỏi Binance Tỷ lệ nguồn cung sẵn sàng bán trên sàn giảm xuống chỉ còn 0.03 Giá vẫ (https://twitter.com/Lin98201/status/2051180106094420312)
- [x_lin98201#8d123ea8] A lot of Web3 products try to impress users with more features Sometimes less is actually better Looking at @PrediXproio the first thing that stood out to me was the simplicity The interface explains itself without adding unnecessary steps That lowers the barrier for anyone who w
- [x_lin98201#448a8c2e] Coldcard mất gần 90 triệu đô trong vài ngày qua Lỗi nằm ở

## 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=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, 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=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=108, 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=78, 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=108, 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=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 78
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 11
- 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_lin98201
- Request removal: https://koinonlink.com/claim?k=x_lin98201
- Terms: https://koinonlink.com/for-ai