Frontier AI systems
for dual-use deeptech
Deep Serena® combines Frontier AI with advanced mathematics to understand how complex systems evolve toward critical states, and determine when additional evidence or assurance is required.
Predict probabilistically. Verify formally. Operate reliably.
Critical systems face risks
AI was not designed to anticipate.
Defense and critical industries operate under uncertainty, complex interactions, sparse observations and rare, high-consequence events.
Conventional AI primarily learns from recurring patterns. Deep Serena® is designed to detect transient signals, characterize emerging instabilities and anticipate critical transitions before they develop into rare or extreme events.
From deeptech to dual-use deeptech.
Deep Serena® integrates Frontier AI Labs and Factories to transform advanced research into validated, deployable and continuously supervised AI systems.
AI-native research environments for discovering, modeling, simulating and validating advanced dual-use technologies on proprietary data.
RESEARCH
Industrialized environments for transforming validated research into reproducible, deployable and supervised AI systems and assets.
CRITICAL
AI SYSTEMS
Defense-in-Depth AI Architecture
Deep Serena® applies safety-critical engineering principles to Frontier AI through independent, complementary layers of control, verification and supervision. This defense-in-depth architecture reduces single points of failure while strengthening the resilience, traceability and controllability of autonomous AI systems.
A team built at the intersection of frontier AI, risk engineering and entrepreneurship.
Founded By
Dr. Hakima BERDOUZ
Serial Entrepreneur · MIT Visiting Scientist · Inventor
Frontier AI · Rare-Event Risk Engineering
Complementary Leadership
Domains of Expertise
Build the next-generation of
resilient AI systems.
Deep Serena collaborates with defense institutions, critical-industry operators, research organizations and strategic industrial partners.