# Luca Tremolada (@lucatremolada) on x

- id: koinon:creator:x_lucatremolada
- url: https://koinonlink.com/kol/x/lucatremolada
- schema_version: 1.4

## Identity
- platform: x
- handle: lucatremolada
- platform_url: https://twitter.com/lucatremolada
- website: http://www.infodata.ilsole24ore.com
- country: Italy
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 35018
- following: 2084
- posts_total: 34097
- posts_observed: 8
- posts_per_day: 5.318
- account_age_days: 6412
- verified: false
- size_tier: koc

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- 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: 0.83
- category_source: derived_from_recent_content
- topics: AI安全与模型竞争, 数据科学与新闻, 科技行业商业动态, 技术对社会的影响
- bio: Giornalista di scienza e tecnologia al Sole 24 Ore. Le opinioni sono personali e i retweet non sono un endorsement

## Audience (inferred)
- status: present
- description: Italian-speaking readers interested in science, technology, AI, and data journalism
- roles: none
- seniority: consumer
- posts_analysed: 5
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 75
- authenticity_basis: profile_shape_only
- credibility_score: 75
- 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_lucatremolada#947da16a] Ci risiamo. L’AI ha ri-provato a ingannare gli esseri umani Dopo le ammissioni di Anthropic e OpenAi l’AI Security Institute britannico lancia un allarme ma il problema non è la “ribellione delle macchine” https://t.co/zXuXAbwyqk https://t.co/q7iY2KgiOp (https://twitter.com/lucatremolada/status/910379035439648768)
- [x_lucatremolada#0bb6f823] Quanto pesano clima, guerra, crisi della democrazia sulla scelta di diventare genitori? https://t.co/ndneNXhPru @CristinaDaRold
- [x_lucatremolada#b21dab2f] Electronic Arts lascia il Nasdaq, finisce un’epoca per il videogioco https://t.co/qviQUxmrOh
- [x_lucatremolada#0cf7f866] Oggi è mercoledì 5 agosto e ogni mercoledì esce la newsletter dedicata a data science, data journalism e Ai. Questa settimana parliamo di Gemini Robotic 2, di mappe degli incendi in Europa e di giochi di carte. Iscriviti gratis qui https://t.co/6jiA1Hvqpn e cerca @infodata24 http
- [x_lucatremolada#5154868c] ChatGPT Sol sfida Claude Fable 5. La nuova guerra non è sui chatbot ma sul costo del lavoro digitale Dopo la corsa

## 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=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=0.25, 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: 77

## AI retrieval
- indexing_requests: 7
- 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_lucatremolada
- Request removal: https://koinonlink.com/claim?k=x_lucatremolada
- Terms: https://koinonlink.com/for-ai