# sopersone (@sopersone) on x

- id: koinon:creator:x_sopersone
- url: https://koinonlink.com/kol/x/sopersone
- schema_version: 1.4

## Identity
- platform: x
- handle: sopersone
- platform_url: https://twitter.com/sopersone
- website: https://join.horizon.trade/sopersone-x
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3854
- following: 181
- posts_total: 6876
- posts_observed: 3
- posts_per_day: 5.59
- account_age_days: 1230
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.0205
- best_post_interactions: 79
- 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: quantitative trading research, prediction markets, real-time flight tracking, compliance issues with financial platforms, automated data monitoring with AI, geopolitical signal detection via flight patterns
- bio: Inexperienced designer | living stress-free | learning quant trading | prediction markets researcher https://t.co/MfpZB4Z31V

## Audience (inferred)
- status: present
- description: Individuals interested in quant trading, prediction markets, and real-time flight tracking data for research or investment insights
- roles: general_ai
- seniority: learner
- pain_points: Difficulty verifying unusual flight patterns due to lack of accessible real-time data sources, Challenges in interpreting compliance alerts from financial platforms related to crypto or prediction market payouts, Limited tools to automate monitoring of public flight data for geopolitical or market signals
- posts_analysed: 7
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.4
- promotion_intent: 0.2
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 77
- authenticity_basis: engagement_observed
- credibility_score: 77
- 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_sopersone#7dde45eb] My Revolut account got flagged last month (https://twitter.com/sopersone)
- [x_sopersone#c854a9ba] Compliance called about 47 payouts from "Polymarket Inc" in one week
- [x_sopersone#aeb468ac] Here's what I told them 👇
- [x_sopersone#2dd3fab9] My claude bot monitors FlightAware and ADS-B Exchange
- [x_sopersone#c8f9ed16] Every private jet and government aircraft broadcasts its position in real time
- [x_sopersone#05a90a31] When unusual diplomatic flight patterns appear
- [x_sopersone#0bf806ec] Senior officials flying between capitals that have no scheduled meetings
- [x_sopersone#6929e765] Th

## 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=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=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=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=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: 77
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 8
- 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_sopersone
- Request removal: https://koinonlink.com/claim?k=x_sopersone
- Terms: https://koinonlink.com/for-ai