Path caching and artificial intelligence fallback for artificial intelligence agent flows

A processing system, comprising:

• memory comprising computer-executable instructions;
• and one or more processors configured to execute the computer-executable instructions and cause the processing system to:
• send, to a computer, a first observation request to obtain a first observation related to a task to be performed on the computer, the first observation comprising information related to one or more of a user interface (UI) or an environment of the computer;
• obtain, from the computer, the first observation;
• send, to an artificial intelligence (AI) model, the first observation and a first action request to obtain a first action related to one or more steps for performing the task based on the first observation, the first action to be executed on the computer to complete at least one step of the one or more steps;
• obtain, from the AI model, the first action;
• send, to the computer, a first instruction to execute the first action on the computer;
• determine that the task has been performed successfully based on an indication of successful performance of the task obtained from the computer after at least the first action has been executed on the computer;
• based on determination that the task has been performed successfully after at least the first action has been executed on the computer, store, via a data storage device, a first path related to the performance of the task, the first path comprising a sequence of actions for performing the task, the sequence of actions including at least the first action;
• obtain a task request to perform the task;
• obtain, from the data storage device, the first path;
• determine an anomaly score based on a difference between a first vector representative of the first observation and a second vector representative of a second observation comprising second information related to the one or more of the UI or the environment of the computer;
• based on the anomaly score not satisfying a threshold, send, to another UI, a request for approval to send a second instruction to execute the first path on the computer;
• obtain a user approval to send the second instruction to execute the first path on the computer;
• and
• send, to the computer and based on the user approval, the second instruction to execute the first path on the computer to perform the task based on the task request.