# GiovanniZibordi (@GiovanniZibordi) on x

- id: koinon:creator:x_giovannizibordi
- url: https://koinonlink.com/kol/x/GiovanniZibordi
- schema_version: 1.4

## Identity
- platform: x
- handle: GiovanniZibordi
- platform_url: https://twitter.com/GiovanniZibordi
- website: http://www.cobraf.com
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 7657
- following: 730
- posts_total: 19175
- posts_observed: 2
- posts_per_day: 18.09
- account_age_days: 1060
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00326
- best_post_interactions: 25
- 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: investing
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: 特朗普股票交易记录, 美国股市与宏观经济, 政治人物对市场的言论影响
- bio: il Twitter sui mercati (abbonamento): @GZibordiCobraf  https://https://t.co/1ePKD6MPkr   https://t.co/o90UkEzAOJ

## Audience (inferred)
- status: present
- description: Italian-speaking market observers focused on U.S. equities, Trump-related trades, and macroeconomic trends
- roles: none
- seniority: consumer
- pain_points: Difficulty tracking real-time changes in high-frequency traders' positions, Need to quickly grasp the immediate impact of political events on stock markets, Lack of reliable sources for Trump family account trading data
- posts_analysed: 2
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- 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_giovannizibordi#014e4686] prof Steve Hsu 7 agosto 2026, "Realities of Modern War" — prof di Fisica che seguo da sempre e ha scritto sulla guerra moderna nell'era di missili e droni. La tesi di fondo: il costo e la portata dell'attacco stanno migliorando più velocemente del costo e della capacità della dif (https://twitter.com/GiovanniZibordi/status/2072772248642142553)

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=76, 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=76, 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=76, 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: 76
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 14
- 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_giovannizibordi
- Request removal: https://koinonlink.com/claim?k=x_giovannizibordi
- Terms: https://koinonlink.com/for-ai