# ludvik ☀️ (@iamryft) on x

- id: koinon:creator:x_iamryft
- url: https://koinonlink.com/kol/x/iamryft
- schema_version: 1.4

## Identity
- platform: x
- handle: iamryft
- platform_url: https://twitter.com/iamryft
- country: NO
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3447
- following: 106
- posts_total: 512
- posts_observed: 1
- posts_per_day: 0.983
- account_age_days: 521
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00667
- best_post_interactions: 23
- 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: investing
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: professional betting, account buying/selling, mathematical edge, high-limit betting, stake engine setup
- bio: 🇳🇴

## Audience (inferred)
- status: present
- description: professional and semi-pro sports bettors focused on high-limit accounts, stake engines, and mathematical betting approaches
- roles: none
- seniority: practitioner
- pain_points: securing high-limit betting accounts, setting up custom stake engines, avoiding flawed gambling strategies, finding reliable professional betting contacts
- posts_analysed: 7
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 66
- authenticity_basis: engagement_observed
- credibility_score: 66
- 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
- [x_iamryft#b1533ae6] yeah 😎 https://t.co/AysROTWOld (https://twitter.com/iamryft/status/2073344967020306659)
- [x_iamryft#8dfe61f0] who do i need to hire to set up my own stake engine provider?
- [x_iamryft#480b04e3] i won’t be buying any accounts until the end of the week. busy. if you still have something you want to sell, DMs are open, but business isn’t until next week!
- [x_iamryft#cd860f30] the biggest mistake any gambler can make is thinking that they have discovered a “strategy” / beat the edge. Maths always prevails.
- [x_iamryft#d98f3177] nothing makes me happier than knowing that by doing what i do, i make people’s life’s just a little bit easier. for some reason, this one moved me. Big shoutout to this guy, genuinely heart warming ❤️ if you would like to sell me your HIGHROLLER account, DMs are open https://t.co
- [x_iamryft#9111aaf8] couple Q&A before you contact me: Q - “do you fix games?” A - no. i’m a professional bettor Q - “what limits do you need?” A - The higher the better. my budget is almost limitless Q - “is my platinum 2 account

## 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=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=78, 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=110, 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=110, 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=110, method=platform_profile

## Freshness
- profile_checked_days_ago: 110
- content_analysed_days_ago: 78
- audience_updated_days_ago: 78

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