Abstract: Described are systems and methods for natively generating a first protocol, including receiving, via a user device, a first transmission and first transmission data, wherein the first transmission is at least one of a call, a voicemail, a text message, an audio message, or a video message, determining, via a first trained machine learning model, the first protocol based on the first transmission and the first transmission data, the first trained machine learning model having been trained to determine one or more protocols using training transmissions and training transmission data, generating, via the first trained machine learning model, a first responsive output based on the first protocol, and transmitting, via the user device, the first responsive output to a third-party device.

Abstract: In some implementations, a weather sensing device may include an optical sensor having an optical transmitter and an optical receiver disposed within a housing to sense atmospheric visibility. In addition, the device may include a first plate disposed on the housing in front of the optical transmitter and having a first aperture. The device may include a second plate disposed on the housing in front of the optical receiver and having a second aperture, where the first plate and second plate are arranged such that one of the plates is mounted on the housing above the other one of the plates edgewise in a vertical dimension. Moreover, the device may include a three dimensional corrugated structure disposed between the first and second apertures to reduce or eliminate optical coupling between the optical transmitter and the optical receiver.