Ricerca sull'AI applicata aproblemi del mondo reale.

MAY 2026

Conference Paper · NLPAICS 2026

Media Analysis & Social Signals

Bloc-Conditional Event States: Measuring Cross-Coverage Divergence for Threat-Intelligence Analysis

Maryam Fooladi, Federico Bottino, Alberto Trivero

A content-level method for open-source threat intelligence: each editorially-coherent outlet bloc is represented as a density matrix on a 15-dimensional framing-feature space, and cross-bloc divergence is measured via trace distance. Across two contested events, the gap between state-aligned and mainstream-Western coverage exceeds US-right/US-left polarization by roughly 1.8× — with eigenvector decomposition attributing the divergence to interpretable framing axes (economic consequences on Hormuz, morality on Navalny).

MAR 2026 (APR 2026 UPDATE)

Research Paper · Preprint

Epistemic Knowledge Access

Retrieval Is Not Enough: Why Organizational AI Needs Epistemic Infrastructure

Federico Bottino, Carlo Ferrero, Nicholas Dosio, Pierfrancesco Beneventano

A framework that gives every unit of organisational knowledge a computable epistemic status — typed, scored, dynamically maintained. The substrate your AI agents need to reason reliably, avoid contradiction, and scale institutional memory.

MAR 2026

Technical Report

Autonomous Scientific Discovery

MAGELLAN: Autonomous Cross-Disciplinary Scientific Discovery via Multi-Agent Adversarial Scrutiny

Alberto Trivero

A 15-agent open-source system that reads across scientific silos, connects existing knowledge into testable hypotheses, and subjects them to adversarial scrutiny — killing 86% of its own ideas. Includes two computationally verified predictions and a 42-page arXiv paper documenting 22 sessions and 273 hypotheses.

FEB 2026

Conference Paper · LREC 2026

Media Analysis & Social Signals

A Multi-Layer AI Framework for Information Landscape Analysis

Maryam Fooladi, Federico Bottino

A framework proposing a multi-layer AI architecture for information landscape analysis — integrating strategic reasoning, operational automation, and human-AI collaboration across the full lifecycle of new ventures.

FEB 2026

Conference Paper · LREC 2026

Media Analysis & Social Signals

Beyond Sentiment: Why Traditional NLP Fails Political News — and How LLMs Can Bridge the Gap

Maryam Fooladi, Federico Bottino

A comparative study identifying "neutral collapse" — the systematic failure of sentiment models to capture the rhetorical richness of political discourse — and demonstrating how LLMs can bridge the gap between surface-level polarity and deep narrative structure.

NOV 2025

Policy Paper

AI Compliance & AI Law

Assessing AI Act Compliance: An LLM Tool for Enterprises

Giacomo Conti, Alberto Trivero

ShikAI's first policy paper maps the combined regulatory surface of EU AI Act, GDPR, DSA and DMA — and presents an LLM-based tool that helps enterprises assess their compliance posture without sacrificing innovation.