Abstract: Systems and methods include techniques associated with one or more machine learning systems analyze, compare, and process one or both of model outputs or model inputs. Content verification may include generating content using a first trained machine learning system and then verifying the initial generation using one or more second trained machine learning systems, such as by generating content associated with a prompt, comparing output labels, or comparing output responsive to changing parameters. Additionally, data preparation may include image scaling and batching methods to improve machine learning outputs.

Abstract: Systems and methods include techniques associated with one or more machine learning systems analyze, compare, and process one or both of model outputs or model inputs. Content verification may include generating content using a first trained machine learning system and then verifying the initial generation using one or more second trained machine learning systems, such as by generating content associated with a prompt, comparing output labels, or comparing output responsive to changing parameters. Additionally, data preparation may include image scaling and batching methods to improve machine learning outputs.

Abstract: Integrated circuit (IC) static random-access memory (SRAM) comprising colinear pass-gate transistors and pull-down transistors having different nanoribbon widths. A narrower ribbon width within the pass-gate transistor, relative to the pull-down transistor, may reduce read instability of a bit-cell, and/or reduce overhead associated with read assist circuitry coupled to the bit-cell. In some examples, a transition between narrower and width ribbon widths is symmetrical about a centerline shared by ribbons of both the access and pull-down transistors. In some examples, the ribbon width transition is positioned within an impurity-doped semiconductor region shared by the access and pull-down transistors and may be located under a terminal contact metallization. In some examples, the impurity-doped semiconductor regions surrounding the ribbons of differing width also have differing widths.

Abstract: A removable water tight seal and base assembly for a bong or a water smoking pipe is disclosed. The smoking pipe has a tube for retaining water or other filtering substances and a sealing cap is detachably secured to the bottom of the tube with the cap and tube assembly mounted in a recess of a base which applies further pressure to seal the cap to the tube. The sealing cap has a circular rib formed on the inner surface of the flange near the mouth of the cap. Also provided is a base having a recess to receive the cap and press the rib firmly against the tube wich seals the bottom of the tube when the smoking pipe is being used. The base and cap may be easily removed to clean the tube.