Integrating Narrative Intelligence into All-Source Analysis

Hostile influence operations target, by definition, the domestic public of the country being defended, andcurrent defensive practice almost always arrives late: it detects a narrative once it is already loud,dismantles it after the fact, and documents its effects once those effects have occurred. The delay is not afailure of execution but a category error, because it treats a contingent and future problem as though it werea hidden fact waiting to be discovered.The remedy proposed here is to integrate an analytical function that anticipates the narrative rather thanchasing it. It is necessary, however, to be precise about what such a function can and cannot do. Whether anarrative takes hold depends on factors that have yet to interact: it is not predictable in any strict sense, andat best its patterns can be hypothesised. The system therefore does not claim to predict which story will takehold; it pre-positions falsifiable hypotheses in order to compress reaction time. What it offers is time, notforesight, and it must be measured accordingly: the primary metric is lead time, not the accuracy of anypoint prediction

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-07-25
DOI
https://doi.org/10.5281/zenodo.21548661
Primary Topic
AI-based Problem Solving and Planning
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Integrating Narrative Intelligence into All-Source Analysis

Alessandro Rugolo, Eugenio Bilardo
Zenodo (CERN European Organization for Nuclear Research)
AI-based Problem Solving and Planning
article

Integrating Narrative Intelligence into All-Source Analysis

Alessandro Rugolo, Eugenio Bilardo
article en

Abstract

Hostile influence operations target, by definition, the domestic public of the country being defended, andcurrent defensive practice almost always arrives late: it detects a narrative once it is already loud,dismantles it after the fact, and documents its effects once those effects have occurred. The delay is not afailure of execution but a category error, because it treats a contingent and future problem as though it werea hidden fact waiting to be discovered.The remedy proposed here is to integrate an analytical function that anticipates the narrative rather thanchasing it. It is necessary, however, to be precise about what such a function can and cannot do. Whether anarrative takes hold depends on factors that have yet to interact: it is not predictable in any strict sense, andat best its patterns can be hypothesised. The system therefore does not claim to predict which story will takehold; it pre-positions falsifiable hypotheses in order to compress reaction time. What it offers is time, notforesight, and it must be measured accordingly: the primary metric is lead time, not the accuracy of anypoint prediction

Zenodo (CERN European Organization for Nuclear Research)
Peace, Justice and strong institutions
Openalex Percentile: Top 6%
AI-based Problem Solving and Planning
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.