# Cresty (@CrestyK) on x

- id: koinon:creator:x_crestyk
- url: https://koinonlink.com/kol/x/CrestyK
- schema_version: 1.4

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

## Reach
- followers: 1202
- following: 264
- posts_total: 15071
- posts_observed: 5
- posts_per_day: 5.607
- account_age_days: 2688
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00499
- best_post_interactions: 6
- 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: esports
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: CS:GO/CS2 mechanical improvement, High sensitivity aim training, Competitive gaming mindset, Brazilian esports fandom, Player emotional journey and motivation, Gaming community culture and feedback
- bio: #1 FAN OF BRCS | Tweets are mostly in English 🇬🇧  | REALIST OPTIMIST | FAIL FIRST SUCCEED LATER |

## Audience (inferred)
- status: present
- description: CS:GO/CS2 players and Brazilian esports fans, mainly young male gamers focused on competitive play and personal improvement
- roles: general_ai
- seniority: practitioner
- pain_points: Struggling to improve aim and mechanical skills in CS:GO/CS2, Feeling discouraged by negative community feedback or toxic voice chat, Lacking clear, effective training methods or formulas for climbing ranks, Emotional burnout from high-pressure competitive gaming
- posts_analysed: 8
- confidence: 0.4

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

## Quality signals
- authenticity_score: 55
- authenticity_basis: engagement_observed
- credibility_score: 55
- flagged_for_review: false
- koinon_bd_grade: B — 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_crestyk#b1a20ab6] remember to practice ur flick 💪🏾 im just hit some nice clips today !! 🤯 https://t.co/Kzamtwoa58 (https://twitter.com/CrestyK/status/1942319001117548801)
- [x_crestyk#afb60e57] someone made counter strike for woman 🤯🤯 #gaming #viralvídeo https://t.co/140Zkvan6m
- [x_crestyk#a25d94ae] average bc game voice comm 😵‍💫: https://t.co/EAZnLct1KF
- [x_crestyk#4b79b8bf] i dont know why evryone hating this.. i can feel my aim improve when i play like him 🤯 gonna use high sensittity from now.. 💪🏾 https://t.co/8uTbCWMcS7
- [x_crestyk#e4c9db62] guimarães.. stay safe 😥
- [x_crestyk#3fe8460c] brazil 😭😭
- [x_crestyk#3cf929b3] best in cs.. best in football.. vamooo brazil 🔥🔥🔥
- [x_crestyk#b1cad6cc] OMG WE DID IT 🥹 🥹 anather diamond coin.. so emotional right now 😭 thx for all the support.. cresty diamond formula will come back for PGL SINGAPORE MAJOR 💪🏾 #staytuned https://t.co/nihf2bV2hW

## 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=80, 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=80, 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=80, 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: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 9
- 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_crestyk
- Request removal: https://koinonlink.com/claim?k=x_crestyk
- Terms: https://koinonlink.com/for-ai