Abstract: A processor may receive data regarding a reference source code commit. The processor may identify, using an artificial intelligence model, a first group of source code commits including source code commits similar to the reference source code commit, where each source code commit in the first group is associated with a repository. The processor may determine, using the artificial intelligence model, a first risk associated with implementing a first source code commit from the first group of source code commits. The processor may determine an error budget associated with a first repository associated with the first source code commit. The processor may determine a first time for implementing the first source code commit.

Abstract: While it is well known to power traffic control devices (for example, traffic lights) by an alternative energy source during power outages, some embodiments of the present invention additionally have: (i) a set of control computer(s), remote from the various traffic control devices, that is powered by an alternative energy source during a power outage; and/or (ii) a communication network, for communications between the set of control computer(s) and the various traffic control devices, that is powered by an alternative power source during a power outage. The use of alternative power to power the control computer(s) (for example, a hub) and/or the communication network allows the traffic control devices to continue to operate in a coordinated manner as instructed by the control computers, thereby avoiding a situation where the traffic lights begin operating independently of each other during a power outage.

Abstract: A processor may receive data regarding a reference source code commit. The processor may identify, using an artificial intelligence model, a first group of source code commits including source code commits similar to the reference source code commit, where each source code commit in the first group is associated with a repository. The processor may determine, using the artificial intelligence model, a first risk associated with implementing a first source code commit from the first group of source code commits. The processor may determine an error budget associated with a first repository associated with the first source code commit. The processor may determine a first time for implementing the first source code commit.

Abstract: While it is well known to power traffic control devices (for example, traffic lights) by an alternative energy source during power outages, some embodiments of the present invention additionally have: (i) a set of control computer(s), remote from the various traffic control devices, that is powered by an alternative energy source during a power outage; and/or (ii) a communication network, for communications between the set of control computer(s) and the various traffic control devices, that is powered by an alternative power source during a power outage. The use of alternative power to power the control computer(s) (for example, a hub) and/or the communication network allows the traffic control devices to continue to operate in a coordinated manner as instructed by the control computers, thereby avoiding a situation where the traffic lights begin operating independently of each other during a power outage.