# CryptoStudent (@CryptostudentPL) on x

- id: koinon:creator:x_cryptostudentpl
- url: https://koinonlink.com/kol/x/CryptostudentPL
- schema_version: 1.4

## Identity
- platform: x
- handle: CryptostudentPL
- platform_url: https://twitter.com/CryptostudentPL
- website: https://cryptostudent.io
- country: Poland
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1132
- following: 260
- posts_total: 3945
- posts_observed: 18
- posts_per_day: 1.84
- account_age_days: 2144
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.0636
- best_post_interactions: 72
- 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: Cryptocurrency regulations (especially in US and EU), Blockchain technology updates (XRP, Solana, Ethereum), AI's impact on cryptography and data integrity, Crypto market news from Poland and global sources, DeFi developments and smart contract innovations
- bio: https://t.co/S5jO6dkZi4 Portal edukacyjno-informacyjny, #darmowekursy #kryptowaluty #newsy z Polski i ze świata #bitcoin #krypto #ai #metaverse

## Audience (inferred)
- status: present
- description: Polish crypto and AI enthusiasts, mainly retail investors and tech-savvy individuals interested in blockchain developments, regulatory news, and AI's impact on cryptography
- roles: general_ai
- seniority: learner
- pain_points: Struggling to understand complex crypto regulations and their real-world implications, Finding it hard to separate credible crypto news from hype or misinformation, Lacking clear guidance on how AI advancements affect blockchain security and investment decisions
- posts_analysed: 7
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.1
- promotion_intent: 0.1
- 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_cryptostudentpl#7698d410] Walidator XRP wskazuje na nowe możliwości dla ekosystemu XRPL w Korei Południowej https://t.co/2Gpu1Ybqj8 https://t.co/OQxLyU7Y4T (https://twitter.com/CryptostudentPL)
- [x_cryptostudentpl#3667a9be] Flare upraszcza dostęp do DeFi dla posiadaczy XRP dzięki nowej aktualizacji Smart Accounts https://t.co/zEXR2ei6TM https://t.co/LQp1d4BKwU
- [x_cryptostudentpl#1786ed2a] Morgan Stanley uruchamia fundusze Ethereum i Solana, zwiększając dostęp instytucji do kryptowalut https://t.co/8lRxaPpRrh https://t.co/IEaq2ec54V
- [x_cryptostudentpl#fb2d67af] 29.07.2026 – kryptowalutowe podsumowanie dnia z https://t.co/Apovhq90hQ https://t.co/byFp49ASGC https://t.co/SUw23QWXwt
- [x_cryptostudentpl#2ed314ee] Wyrok wobec Anthropic wzmacnia debatę o pochodzeniu danych i roli Bitcoina https://t.co/8LToxM2gFV https://t.co/qeEud2fbNR
- [x_cryptostudentpl#06e6edb1] Senat USA opóźnia prace nad ustawą CLARITY. Regulacje dla rynku kryptowalut muszą poczekać https://t.co/WzMgmXiTjq https://t.co/vm5oqXbzmD
- [x_cryptostudentpl#2c7375e0] Anthropic: AI odkrywa nowe luki w kryptografii, eksperci apelują o ostrożność https://t.c

## 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=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=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=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: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 13
- 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_cryptostudentpl
- Request removal: https://koinonlink.com/claim?k=x_cryptostudentpl
- Terms: https://koinonlink.com/for-ai