公开(公告)号：US20250029042A1

公开(公告)日：2025-01-23

申请号：US18776120

申请日：2024-07-17

Applicant: X Development LLC

Inventor： Grigory Bronevetsky ,  Salil Vijaykumar Pradhan ,  John Michael Stivoric ,  Dominic Deshawn Williams ,  Kaitlyn Boisseree ,  Dhruv Singal ,  Ashish Jagmohan Chona

IPC: G06Q10/0635 ,  G06Q10/0631

Abstract: A method includes: generating a set of tasks; determining, by a machine learning model and based on multiple data types from multiple sources, that an overall risk score exceeds a first failure threshold due to a risk score of a task exceeding a second threshold; selecting a replacement task for the task, the selecting including: receiving, replacement candidates, each replacement candidate including a candidate offset potential and one or more candidate failure mechanisms; assigning, by the machine learning model and to each of the replacement candidates, a replacement score for the replacement candidate based on a failure correlation of the replacement candidate with respect to each other sets of the set of tasks; ranking the replacement candidates based on the replacement scores; and selecting, based on the ranking, the replacement task; and generating, an updated set of tasks including the replacement task.