Probabilistic AI
Today, a third wave of AI is needed to reconcile learning and expertise while tackling data explosion. Probabilistic programming has an important role to play to allow the development of models able to learn from few examples, to integrate expert knowledge, to generalize from what was learned, to reason, and to explain the decisions that are made. The dedicated hardware accelerators developed at HawAI.tech will be a key enabler of this third wave of AI.
Trustworthy AI: analyze, understand, and control how the model reaches conclusions.
Sustainable AI: work with limited amount of data and reduced training time and energy.
Interested to know more?
Applications
Our applications facilitate decision-making in critical systems at the edge. Our technology is particularly relevant in uncertain environments where data are rare and trustworthy results are crucial.
Some current applications are:
- Predictive maintenance
- Risk assessment
- ADAS
Technology
The lack of efficient computing hardware is the main obstacle to pervasive use of probabilistic AI.
Our architecture optimizes key operations of probabilistic models such the sampling of random variables.
This allows running more complex models faster and with less energy than existing hardware.
Products
Our accelerators will provide leading-class energy efficiency for probabilistic workloads.
Edge inference FPGA
Sense, Analyze & Act
x40 samples/watt @ 10W
Open-access in 2023
Contact us for closed-beta access
Edge inference & learning SoC
Sense, Analyze, Act & Learn
x500 samples/watt
Mass-production in 2026
Company
We are a team of committed, passionate and expert people.
Entrepreneurs, data scientists, microelectronics engineers,
we strive to enable a more ethical and more sustainable AI.