Methods, systems, articles of manufacture and apparatus are disclosed to improve autonomous machine capabilities. An example disclosed apparatus includes an agent task manager to retrieve native sensor input data from a sensor of the agent, an agent characteristics engine to identify environmental characteristics based on the retrieved native sensor input data, and a resource allocation modifier to allocate a first quantity of resources of the agent based on a likelihood score associated with the environmental characteristics.