When these nodes are wired in a hierarchical topology, they abstract information from noisy lower layers providing higher layers with more consistent values. This is called “deep learning”. The platform does this without suffering the problems of artificial neural networks (ANNs) or convolutional neural networks (CNN). COGNITUUM doesn’t require that you know the number of classifications in your data or environment ahead of time. In fact, your environment can change by needing more classifications. The COGNITUUM AI Agent´s will automatically adapt and learn these new classifications!
COGNITUUM solutions flourish on Big Data. The more real-world data your agent observes, the better it becomes at its job. The platform is an “information processing” engine that takes raw data and extracts useful or actionable information from it to discover patterns and make predictions.
Does your data contain noise? Don’t worry. COGNITUUM can determine how to separate the signal from that noise. It can even suggest data filtering options to improve the signal-to-noise ratio.
Don’t know if your data contains any useful or actionable information? It’s modern information processing algorithms will quantify the amount of useful or actionable information. It will also show you the profile of the kind of data that you have, whether it is robust, trivial, or random as well as the key indicators in your data.
COGNITUUM's platform creates a specific custom agent that adapts to its world in real-time. The agent’s modularity allows simple elements to be wired together in different ways to produce complex behavior.
Agents are created by making a “network topology”. With standardized inputs and outputs, your AI agent can accept any type of data that your application will encounter in the real-world, including vectors, strings and data from other Agents! Agents can be networked together to share and process information.
The behavior of an agent is controlled by its “DNA” which evolve via genetic algorithms to better suit the agent's environment. COGNITUUM AI agents mutate and breed to produce more powerful offspring until a desired behavior is obtained.