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Research
January 1, 2026
IFIP SEC 2026
Cross-Modal Geometric Regularization for Enhanced Darknet Entity Disambiguation
Published at IFIP SEC 2026, this paper presents a novel approach to entity disambiguation across clandestine darknet forums using cross-modal geometric regularization techniques, significantly improving the accuracy of automated intelligence extraction pipelines.
SitinCloud participated in Milipol Paris 2025 as part of the GICAT pavilion, showcasing OwlyScan's darknet intelligence capabilities to defense and security professionals from around the world.
Channel-Aware Embedding Strategies for Clandestine Forum Intelligence Extraction
Accepted at IEEE ICTAI 2025, this research introduces channel-aware embedding strategies that substantially improve the quality of intelligence extracted from clandestine forums, enabling more precise attribution and threat actor profiling.
Sud Ouest spotlights SitinCloud among the region's most promising digital startups, highlighting the company's rapid growth and its innovative approach to darknet threat intelligence for the defense sector.
The French defense and security industry group GICAT officially welcomes SitinCloud as one of its 19 new members, recognizing OwlyScan's strategic contribution to sovereign cybersecurity and darknet intelligence.
PSM magazine examines emerging AI applications in the security sector, featuring SitinCloud's automated darknet monitoring platform as a leading example of how AI is transforming proactive threat detection.
000CT by SitinCloud: The Solution That Monitors the Dark Web for You
Placeco profiles SitinCloud's 000CT product, the precursor to OwlyScan, explaining how it automates continuous darknet surveillance to detect credential leaks, data breaches, and threat actor activity targeting French organizations.
Cybersecurity: SitinCloud Detects Malicious Intrusions on the Dark Web
L'Usine Digitale covers SitinCloud's breakthrough capabilities in detecting malicious intrusions and data leaks on the dark web, demonstrating how automated intelligence extraction replaces costly manual OSINT operations for security teams.
Cybersecurity: SitinCloud Against Computer Hacking
Entreprises en Nouvelle Aquitaine features SitinCloud's mission to protect organizations from computer hacking by continuously monitoring clandestine networks for leaked corporate data, exposed credentials, and early breach indicators.
For More Offensive Cyber Defense Coordination — French Senate Report
The French Senate's report on offensive cyber defense coordination references SitinCloud's darknet intelligence capabilities as a model for proactive, sovereignty-preserving threat detection that complements national cyber defense postures.