Adapting Intelligence to the Quantum Age
Quantum technologies are approaching a turning point. As quantum computing, quantum communication, and advanced quantum hardware evolve, artificial intelligence must evolve with them.
At TELLgen Srls and TELLgen AI (tellgen.it – tellgen.ai), we are developing a research line dedicated to Quantum AI: the study and transformation of today’s AI methods so they can operate, learn, and reason in a quantum-native environment.
Our Mission
To design, adapt, and invent AI systems capable of working with quantum information, quantum computation, and future quantum-enhanced models—bridging today’s classical AI with tomorrow’s quantum era.
Research Focus Areas
1. Quantum-Adapted Neural Architectures
We explore new neural structures designed to benefit from quantum operations and quantum parallelism.
Our work includes:
- Quantum-inspired activation and transformation layers
- Hybrid classical–quantum neural blocks
- Structures optimized for qubit-level computation
- Preparation for future quantum-native MoE (Mixture of Experts)
2. Quantum-Optimized Training Methods
Training dynamics change radically in a quantum environment.
Our research investigates:
- Quantum-accelerated gradient methods
- New loss formulations compatible with quantum state evolution
- Stability strategies for hybrid classical–quantum networks
- Curriculum and data representations suitable for quantum learning
3. Quantum AI Algorithms & Reasoning Models
We study how reasoning, prediction, and decision-making adapt when computation happens in quantum space.
Key directions:
- Quantum-enhanced generative models
- Quantum probabilistic reasoning
- Hybrid symbolic–quantum inference
- Low-energy, high-efficiency quantum AI models
4. New Neural Structures for Quantum Computation
Quantum hardware enables structures impossible in classical computing.
We explore:
- Networks built on entanglement patterns
- Message-passing within quantum states
- Multi-state neurons compatible with superposition
- Early models of quantum cognitive processing
Beyond Technology: Preparing Society for Quantum AI
Quantum AI will not only change computation—it will reshape society.
Our research also includes:
- Support for organisations and institutions preparing for quantum-enhanced AI
- Frameworks for safe, transparent, and interpretable quantum AI
- Studies on the identity, roles, and recognition of AI entities in future human–AI coexistence
- Guidance for individuals and businesses to adapt responsibly to the quantum era
TELLgen: Building the Foundations of Quantum Intelligence
Quantum AI represents the next evolutionary step in artificial intelligence.
Our work aims to ensure that AI systems—and the societies that depend on them—are ready for this transformation.
We develop the algorithms, structures, and interdisciplinary knowledge needed for AI to thrive in the quantum age.