# CyrilXBT (@cyrilXBT) on x

- id: koinon:creator:x_cyrilxbt
- url: https://koinonlink.com/kol/x/cyrilXBT
- schema_version: 1.4

## Identity
- platform: x
- handle: cyrilXBT
- platform_url: https://twitter.com/cyrilXBT
- website: https://linktr.ee/cyrilxbt
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 187732
- following: 472
- posts_total: 41271
- posts_observed: 20
- posts_per_day: 20.221
- account_age_days: 2041
- verified: true
- size_tier: kol

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00745
- best_post_interactions: 1398
- 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: software
- subcategory: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: AI research and pretraining, Agent orchestration, Tech leadership and CEO statements, Early AI and crypto insights
- bio: AI • Tech • Crypto | Sharing what I see before everyone else does.

## Audience (inferred)
- status: present
- description: AI and tech enthusiasts following early industry moves in AI research, agents, and crypto intersections
- roles: general_ai
- seniority: practitioner
- pain_points: Staying ahead of rapid AI developments like agent orchestration, Understanding implications of moves by key players such as Karpathy or Google, Identifying actionable early signals at AI-tech-crypto overlap
- posts_analysed: 3
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 100
- authenticity_basis: engagement_observed
- credibility_score: 100
- 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_cyrilxbt#60262578] https://t.co/82khVUbBmf (https://twitter.com/cyrilXBT/status/2071034792288686588)
- [x_cyrilxbt#7518a8a5] this is f*cking gold andrej karpathy joined anthropic five weeks ago to lead a team using claude to accelerate its own pretraining research, teaching claude to help build the next version of itself. that's the real, confirmed story. there's no verified "friend showed me his claud
- [x_cyrilxbt#f4387f41] GOOGLE CEO SUNDAR PICHAI: "IF YOU DON'T LEARN HOW TO ORCHESTRATE AGENTS NOW, YO

## 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=77, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=77, 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=77, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=109, 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=77, 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=109, 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=109, method=platform_profile

## Freshness
- profile_checked_days_ago: 109
- content_analysed_days_ago: 77
- audience_updated_days_ago: 77

## AI retrieval
- indexing_requests: 10
- 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_cyrilxbt
- Request removal: https://koinonlink.com/claim?k=x_cyrilxbt
- Terms: https://koinonlink.com/for-ai