# Giulio Cavalli (@giuliocavalli) on x

- id: koinon:creator:x_giuliocavalli
- url: https://koinonlink.com/kol/x/giuliocavalli
- schema_version: 1.4

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

## Reach
- followers: 50453
- following: 4729
- posts_total: 55723
- posts_observed: 6
- posts_per_day: 8.711
- account_age_days: 6397
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00155
- best_post_interactions: 78
- 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: entertainment
- subcategory: news_media
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: Italian politics and mafia investigations, Refugee policies and international comparisons, Cultural figures and activism
- bio: Scrittore, teatrante, giornalista.

## Audience (inferred)
- status: present
- description: Italian readers interested in left-leaning politics, anti-mafia justice, and social issues
- roles: none
- seniority: consumer
- pain_points: Lack of transparency in Italian justice system and political interference, Slow or inadequate government action on refugee housing and social policies, Loss of cultural and activist figures who inspired social anger and change
- posts_analysed: 3
- 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: 95
- authenticity_basis: engagement_observed
- credibility_score: 95
- 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_giuliocavalli#7ad49363] Diciassette giorni fra Borsellino e la camorra Il 19 luglio il santino di Paolo Borsellino, il 5 agosto la Camera nega alla procura di Roma le chat di Delmastro, 206 a 133, con il cd chiuso a chiave. E il Crash Test con Marco Mancini. (📻In diretta dal lunedì al venerdì, su Radio (https://twitter.com/giuliocavalli/status/2069742699972796756)
- [x_giuliocavalli#84a09778] Rifugi a Barcellona, cortili a Parigi, divieti in Spagna: l'Italia risponde con 15,2 milioni e un piano rimasto fermo per due anni [📬 il nuovo numero di Diario di bordo. Abbonati per un approfondimento ogni giorno] https://t.co/NFeyCpZFfB https://t.co/eCiIS1ZyNA
- [x_giuliocavalli#aed37ca9] È morto il maestro, che non era solo le sue canzoni. Era quello che ci ha insegnato il diritto alla rabbia, quello che ascoltavamo convinti di riuscire a fare vincere

## 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=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=118, 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=118, 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=118, method=platform_profile

## Freshness
- profile_checked_days_ago: 118
- content_analysed_days_ago: 77
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 12
- 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_giuliocavalli
- Request removal: https://koinonlink.com/claim?k=x_giuliocavalli
- Terms: https://koinonlink.com/for-ai