Abstract: Systems and methods for providing on-demand access to resources across global or cloud computer networks are described herein. In particular, the systems and methods can use transformer models to estimate proxy resource capacities. These proxy resource capacities can be leveraged to satisfy certain conditions for executing blockchain actions, enabling resources to be used even when a current capacity of those resources does not satisfy the conditions.

Abstract: Systems and methods are for managing resources across a global and/or cloud network. In particular, systems and methods are described for mitigating issues related to providing services using unstable resources (e.g., resources that may be off-line or potentially go off-line). For example, the systems and methods may mitigate issues related to providing services despite instability in resources by monitoring tokenized availability of a given resource using a decentralized blockchain network and performing actions based on that availability based on conditions specified within the code of action-specific self-executing programs themselves (as opposed to a centralized coordination device).