Skills Product Line
Scaling to Full Autonomous Driving
For Autonomous Driving, the Skills framework includes both offline development through the Skills Factory and real-time inference via the Skills Driver solutions.
Skills
Skills – Powered by Our Liquid AI Technology
The Skills are an ensemble of independent modular End-to-End AI networks, each optimized for a specific driving scenario.
Our AD solutions (L2++, L3, and L4) are developed in collaboration with OEM partners implementing Autobrains’ Skills framework, which encompasses both the Skills Factory for development and the Skills Driver for inference.
The AI Challenge
The two main AI approaches – compound and monolithic E2E – are hitting an AI technology wall, as they miss edge cases, cost requirements, and trust expectations.
Autobrains’ Solution
Autobrains’ Skills solutions are optimized for each driving scenario, making them robust in handling edge cases, building driver trust, and maintaining cost-efficiency.
Skills: Optimized for Autonomous Driving
Autobrains’ Skills bridges the industry’s gaps toward achieving full autonomous driving. It is modular, transparent, debuggable, and optimized for edge cases, ensuring scalability with logarithmic resource growth.
Scaling to Real-World Edge Cases
Optimized for edge cases by splitting the problem into smaller parts.
Low-Cost Implementation
Low compute power with fast development and validation.
Establishing Driver’s Trust through Predictability
Transparent driver experience with minimal interventions.
Skills Advantages
Autobrains’ Scalable End-to-End – How We Differ from the Monolithic End-to-End
Monolithic End-to-End AI Approach
Single end-to-end neural net
No limitations through engineering inputs
High complexity black box
Exponential growth of resources (diminishing returns)
Autobrains’ Scalable End-to-End AI Approach
Ensemble of modular E2E networks (Skills)
Split the complex problem into smaller parts
Optimized for edge cases
Modular, explainable, transparent & debuggable
Logarithmic growth of resources (not exponential)
Software Updates
Autobrains’ Scalable End-to-End – How We Differ from the Monolithic End-to-End
Monolithic End-to-End AI Approach
Different driver experience (unpleasant surprises)
Increased resources for every version update
Autobrains’ Scalable End-to-End AI Approach
Addition to existing Skill set with consistent driver experience
Decreased resources for every version update
Secured an ADAS Design Win in China.
L4 Implementation with Top Global OEM.
Ensuring GSR & NCAP Compliance.
Strategic Partnerships
Autobrains collaborates with the top global automotive players.
Autobrains’ Skills Introduces a Paradigm-Shift to Autonomous Driving
"While current solutions perform well in handling average conventional driving tasks, they fall short in unexpected real-world driving scenarios. By implementing our Skills solutions, OEMs can bridge these performance gaps and enhance their systems’ reliability."
Discover Autobrains’ Paradigm-Shifting AI
Contact us to schedule a demo ride and experience our AI technology firsthand, and discover more about our Liquid AI solution.