| CPC H04L 47/822 (2013.01) [H04L 41/16 (2013.01); H04L 47/781 (2013.01)] | 20 Claims |

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1. A system for providing on-demand access to resources across global or cloud computer networks by using transformer models to estimate proxy resource capacities and leveraging the proxy resource capacities to enable on-demand access to the resources, the system comprising:
one or more non-transitory, computer-readable media storing instructions; and
one or more processors programmed using the instructions to:
retrieve event data representing a sequence of events associated with a first resource from a first blockchain network, wherein each event included in the sequence of events (i) corresponds to a blockchain action encoded in an action specific self-executing program, and (ii) comprises a tokenized capacity of the first resource to perform the blockchain action, and wherein the blockchain action corresponds to an off-chain action;
receive a first request, using the action specific self-executing program, to perform the blockchain action using the first resource, wherein the blockchain action is encoded in the action specific self-executing program;
determine, using the action specific self-executing program, a first tokenized capacity of the first resource from the first blockchain network based on the first request;
determine, using the action specific self-executing program, that the first tokenized capacity of the first resource fails to satisfy a condition for performing the blockchain action, wherein the condition is encoded in the action specific self-executing program;
input, using the action specific self-executing program, the event data and the first request to a trained transformer model to obtain a proxy tokenized capacity of the first resource;
responsive to determining that the proxy tokenized capacity of the first resource satisfies the condition for performing the blockchain action, transmit a second request to complete the off-chain action;
responsive to determining that the off-chain action was completed, execute the blockchain action, using the action specific self-executing program, to cause the proxy tokenized capacity of the first resource to be transferred to a second resource; and
generate, using the action specific self-executing program, an instruction to execute a second off-chain action to increase the first tokenized capacity of the first resource to the proxy tokenized capacity of the first resource.
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