Today, Verkko Robotics introduced VOLTAIC, a spiking neural inference engine designed to learn continuously, retain knowledge over time and operate at a fraction of the cost and energy consumption associated with today's leading large language and multimodal AI models.
The announcement comes as organisations across Europe increasingly question the sustainability, costs and data privacy implications of relying on large AI systems hosted by major US technology companies.
Unlike conventional transformer-based models that require vast computational resources, VOLTAIC uses sparse neural networks, meaning most neurons remain inactive at any given moment. This significantly reduces power consumption while enabling the system to operate efficiently on private infrastructure.
According to Verkko Robotics, VOLTAIC has delivered impressive results during continual learning benchmarks. The system achieved a catastrophic forgetting rate of approximately 1.2% on Core50 testing and reached 77% accuracy on Split ImageNet-1K, outperforming previous benchmark records by 14 percentage points.
One of the most significant claims surrounding the technology is its potential cost advantage. Internal testing suggests VOLTAIC could process queries at around one-fiftieth of the cost of comparable interactions with leading large language models, potentially offering substantial savings for organisations deploying AI at scale.
The technology was developed by Giancarlo Cobino, whose research focuses on neuroscience-inspired computing and enterprise AI applications.
Cobino explained that the architecture moves away from dense computational approaches in favour of adaptive, brain-inspired mechanisms that allow AI systems to learn continuously while retaining previously acquired knowledge.
This ability to avoid "catastrophic forgetting" addresses one of the long-standing challenges in artificial intelligence. Rather than requiring repeated retraining, VOLTAIC is designed to build upon existing knowledge in real time, allowing information to accumulate instead of being lost.
The launch also aligns with growing concerns around European technological independence. Earlier this month, European Commission outlined plans to strengthen technological sovereignty across the continent, highlighting the importance of reducing reliance on external technology providers for critical infrastructure and services.
Built on Verkko's proprietary Hierarchical Synaptic Consolidation architecture, VOLTAIC is being developed for both consumers and large organisations operating complex technology environments. Sectors such as finance, legal services and aerospace could particularly benefit from systems capable of retaining institutional knowledge while keeping sensitive data within their own infrastructure.
With a planned release scheduled for Q4 2026, VOLTAIC represents an intriguing alternative to the industry's ongoing race towards ever-larger AI models. If its early performance claims prove accurate, it could help reshape the economics of artificial intelligence while supporting Europe's ambitions for greater technological self-reliance.





