Autobrains develops unique, paradigm-shifting AI technologies inspired by the human brain, recognizing that driving is inherently human. These innovative technologies solve automotive AI challenges, paving the way for full autonomous driving.
Current AI tech fails to address edge cases, is unsustainable, and lacks driver trust.
New AI with adaptive, modular architecture and specialized, scenario-based networks.
Sensory data is clustered into hyperdimensional sparse binary representations.
Determining the impact of road objects on the behavior of the ego vehicle through virtual fields.
Current AI tech fails to address edge cases, is unsustainable, and lacks driver trust.
New AI with adaptive, modular architecture and specialized, scenario-based networks.
Sensory data is clustered into hyperdimensional sparse binary representations.
Determining the impact of road objects on the behavior of the ego vehicle through virtual fields.
Our real-world driving environment presents countless unexpected scenarios – the long tail of edge cases. These rare and unpredictable situations challenge autonomous systems, demanding robust solutions to guarantee safety and reliability in all conditions.
As autonomy levels rise, the need for more data, labeling, training, validation, homologation, and computing power grow exponentially, driving up costs significantly.
Current systems fail to cover edge cases, resulting in unexpected, forced interventions that harm driver trust.
The scenario-based networks are optimized for edge cases, modular, explainable, transparent, and debuggable. Expanding coverage requires only a logarithmic increase in resources (not exponential).
Continuous self-learning through signatures maps sensory output into an embedding vector, which is then transformed into a hyperdimensional sparse binary representation.
Perception Fields are computationally irreducible representations of the ego environment, allowing for the finding of the simplest driving policy.
Contact us for a demo ride and experience our AI technology firsthand to learn more about our Liquid AI solution.
