# DeVorek (@DeVorek) on x

- id: koinon:creator:x_devorek
- url: https://koinonlink.com/kol/x/DeVorek
- schema_version: 1.4

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

## Reach
- followers: 7053
- following: 181
- posts_total: 1648
- posts_observed: 4
- posts_per_day: 0.9
- account_age_days: 1831
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.736
- best_post_interactions: 5191
- 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: gaming
- subcategory: igaming
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Live-streamed gambling on @Stake, Streamer vs. streamer competitive challenges, Real-money bonus hunts and giveaways, Mines game strategy and high-risk plays, Monthly prize pools and prediction contests
- bio: Streaming daily on https://t.co/boLmLK0fwa

I like to play Mines a little. Collect OP TCG 🏴‍☠️

$150,000 LB, Double Weeklies & more

Code BTCs on @Stake & @StakeUSA

## Audience (inferred)
- status: present
- description: Casual online gamblers and stream viewers interested in real-money gaming, primarily watching live streams for entertainment and potential prize participation
- roles: consumer
- seniority: consumer
- pain_points: Frustrated by unfair or unpredictable game mechanics in live gambling streams, Feeling left out when not able to participate in live giveaways or bonus events, Wants to see clear, fair outcomes in high-stakes gambling challenges, Missed opportunities to win prizes due to lack of real-time awareness of events
- posts_analysed: 7
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 1
- promotion_intent: 1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 84
- authenticity_basis: engagement_observed
- credibility_score: 84
- 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_devorek#2a81bb33] somehow survived the 2nd stream and only lost $210 even though we took an L, let's give someone $25 drop your @Stake / @StakeUsa names quick (https://twitter.com/DeVorek/status/2071786885597298889)
- [x_devorek#ddc2ddee] LIVE WITH @TokyoGambling DOING A STREAMER VS STREAMER BONUS HUNT THE ONE THAT MAKES THE MOST PROFIT WINS - LOSER MUST PAY THE OTHER CHAT A GIVEAWAY! EARLYBIRD GIVEAWAY "EARLY" IN CHAT kick com/devorek
- [x_devorek#8c6af5c4] WHYYYYYYYYYYYYY WAS THIS MADE LMFAO nahhh they did us dirty @lancekick 💀 https://t.co/FsM7s2THgJ
- [x_devorek#2bae27c7] Yesterday on stream I said if I hit this pattern that I would do a $1,000 bonus buy on @StakeUsa well it happened and chat decided on Pixel Cafe Tokyo ... I probably should have just ended stream 🤡 https://t.co/sFIuQA9k2l
- [x_devorek#ca936c45] Gm @Stake fam ☕️ This is day 63 of trying to hit the 12,500x on Mines at the start of stream Maybe today we finally do it
- [x_devorek#22ac79a0] THE @StakeUsa MONTHLY IS OUT 💵 Closest guess will take home a portion of it!! RT & Reply with your

## 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=115, 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=115, 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=115, method=platform_profile

## Freshness
- profile_checked_days_ago: 115
- 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_devorek
- Request removal: https://koinonlink.com/claim?k=x_devorek
- Terms: https://koinonlink.com/for-ai