Abstract: A method may include providing a query and context associated with the query to a generative artificial intelligence (Gen AI) model, the Gen AI model trained to generate a response to the query based on the context. The method may further include performing analysis of the Gen AI model based on a first relevancy between the query and the context, a second relevancy between the query and the response, and a third relevancy between the response and the context and refining the response based on the analysis.

Abstract: A method may include providing a query and context associated with the query to a generative artificial intelligence model, in which the generative artificial intelligence model may be trained to generate a response to the query based on the context. The method may further include obtaining one or more policies, in which at least one of the one or more policies are specific to the user. An analysis of the response may be performed based on the one or more policies. Based on the analysis, alignment issues in the response may be identified. The response may be refined to improve the alignment issues.

Abstract: A method may include providing a query and context associated with the query to a generative artificial intelligence model, in which the generative artificial intelligence model may be trained to generate a response to the query based on the context. The method may further include obtaining one or more policies, in which at least one of the one or more policies are specific to the user. An analysis of the response may be performed based on the one or more policies. Based on the analysis, alignment issues in the response may be identified. The response may be refined to improve the alignment issues.

Abstract: According to an aspect of an embodiment, a method may include obtaining a blueprint associated with a retrieval-augmented generation (RAG) pipeline. The blueprint may define one or more objectives associated with the RAG pipeline. The method may further include performing an analysis of the RAG pipeline with respect to the one or more objectives. In some embodiments, one or more hyperparameters of the RAG pipeline may be adjusted based at least on the analysis.

Abstract: A method may include providing a query and context associated with the query to a generative artificial intelligence (Gen AI) model, the Gen AI model trained to generate a response to the query based on the context. The method may further include performing analysis of the Gen AI model based on a first relevancy between the query and the context, a second relevancy between the query and the response, and a third relevancy between the response and the context and refining the response based on the analysis.

Abstract: Photonic interposers that enable low-power, high-bandwidth inter-chip (e.g., board-level and/or rack-level) as well as intra-chip communication are described. Described herein are techniques, architectures and processes that improve upon the performance of conventional computers. Some embodiments provide photonic interposers that use photonic tiles, where each tile includes programmable photonic circuits that can be programmed based on the needs of a particular computer architecture. Some tiles are instantiations of a common template tile that are stitched together in a 1D or a 2D arrangement. Some embodiments described herein provide a programmable physical network designed to connect pairs of tiles together with photonic links.

Abstract: Photonic interposers that enable low-power, high-bandwidth inter-chip (e.g., board-level and/or rack-level) as well as intra-chip communication are described. Described herein are techniques, architectures and processes that improve upon the performance of conventional computers. Some embodiments provide photonic interposers that use photonic tiles, where each tile includes programmable photonic circuits that can be programmed based on the needs of a particular computer architecture. Some tiles are instantiations of a common template tile that are stitched together in a 1D or a 2D arrangement. Some embodiments described herein provide a programmable physical network designed to connect pairs of tiles together with photonic links.

Abstract: Photonic interposers that enable low-power, high-bandwidth inter-chip (e.g., board-level and/or rack-level) as well as intra-chip communication are described. Described herein are techniques, architectures and processes that improve upon the performance of conventional computers. Some embodiments provide photonic interposers that use photonic tiles, where each tile includes programmable photonic circuits that can be programmed based on the needs of a particular computer architecture. Some tiles are instantiations of a common template tile that are stitched together in a 1D or a 2D arrangement. Some embodiments described herein provide a programmable physical network designed to connect pairs of tiles together with photonic links.

Abstract: Described herein are photonic sources and related system architectures that can satisfy the optical power requirements of large photonic accelerators. Some embodiments relate to a computer comprising a photonic accelerator configured to perform matrix multiplication; a fiber array optically coupled to the photonic accelerator; and a photonic source optically coupled to the fiber array. The photonic source comprising a laser array comprising a plurality of monolithically co-integrated lasers, and a coupling lens array comprising a plurality of monolithically co-integrated lenses, the coupling lens array optically coupling the laser array to the fiber array. The laser array is configured to output between 0.1 W and 10 W of optical power.

Abstract: Described herein are photonic sources and related system architectures that can satisfy the optical power requirements of large photonic accelerators. Some embodiments relate to a computer comprising a photonic accelerator configured to perform matrix multiplication; a fiber array optically coupled to the photonic accelerator; and a photonic source optically coupled to the fiber array. The photonic source comprising a laser array comprising a plurality of monolithically co-integrated lasers, and a coupling lens array comprising a plurality of monolithically co-integrated lenses, the coupling lens array optically coupling the laser array to the fiber array. The laser array is configured to output between 0.1 W and 10 W of optical power.

Abstract: A method including communicatively coupling a wearable device with a companion device, mirroring, by the wearable device, data obtained from a peripheral device of the wearable device on the companion device as peripheral data, including obtaining, by the wearable device, the peripheral data from the peripheral device, and communicating, by the wearable device, the peripheral data to the companion device, receiving, by the companion device, the peripheral data and processing the peripheral data into processed data, sending, by the companion device, the processed data to the wearable device, and receiving, by the wearable device, the processed data and utilizing the processed data to complete a computing process.

Abstract: Photonic interposers that enable low-power, high-bandwidth inter-chip (e.g., board-level and/or rack-level) as well as intra-chip communication are described. Described herein are techniques, architectures and processes that improve upon the performance of conventional computers. Some embodiments provide photonic interposers that use photonic tiles, where each tile includes programmable photonic circuits that can be programmed based on the needs of a particular computer architecture. Some tiles are instantiations of a common template tile that are stitched together in a 1D or a 2D arrangement. Some embodiments described herein provide a programmable physical network designed to connect pairs of tiles together with photonic links.

Abstract: Photonic interposers that enable low-power, high-bandwidth inter-chip (e.g., board-level and/or rack-level) as well as intra-chip communication are described. Described herein are techniques, architectures and processes that improve upon the performance of conventional computers. Some embodiments provide photonic interposers that use photonic tiles, where each tile includes programmable photonic circuits that can be programmed based on the needs of a particular computer architecture. Some tiles are instantiations of a common template tile that are stitched together in a 1D or a 2D arrangement. Some embodiments described herein provide a programmable physical network designed to connect pairs of tiles together with photonic links.

Abstract: A method including initiating a computing process on a wearable device, the computing process including a plurality of tasks, identifying a companion device and determining that the companion device is available to perform at least one task of the plurality of tasks, causing the companion device to perform the at least one task including communicating data generated by the wearable device to the companion device, receiving, by the wearable device, a result associated with a completion of the at least one task by the companion device, and completing, by the wearable device, the computing process based on the result associated with the completion of the at least one task.

Abstract: An article of apparel with grasp-resistant panels includes a multilayer textile having a first textile and a second textile layer coupled to the first textile layer. The first textile layer possesses a first elongation value and the second textile layer possesses a second elongation value, the first elongation value being greater than the second elongation value. The second textile layer includes air vents integrally formed into the layer.

Abstract: The present disclosure provides flavor altering and/or sweetness enhancing compositions, methods, and food and beverage products using a soluble oligomeric component selected from soluble dietary fiber and polydextrose to alter flavor and/or enhance sweetness.

Abstract: The disclosure provides methods of preventing or treating Sengers syndrome in a mammalian subject, reducing risk factors associated with Sengers syndrome, and/or reducing the likelihood or severity of Sengers syndrome. The methods comprise administering to the subject an effective amount of an aromatic-cationic peptide to increase expression of AGK in subjects in need thereof.

Abstract: Photonic interposers that enable low-power, high-bandwidth inter-chip (e.g., board-level and/or rack-level) as well as intra-chip communication are described. Described herein are techniques, architectures and processes that improve upon the performance of conventional computers. Some embodiments provide photonic interposers that use photonic tiles, where each tile includes programmable photonic circuits that can be programmed based on the needs of a particular computer architecture. Some tiles are instantiations of a common template tile that are stitched together in a 1D or a 2D arrangement. Some embodiments described herein provide a programmable physical network designed to connect pairs of tiles together with photonic links.

Abstract: Photonic interposers that enable low-power, high-bandwidth inter-chip (e.g., board-level and/or rack-level) as well as intra-chip communication are described. Described herein are techniques, architectures and processes that improve upon the performance of conventional computers. Some embodiments provide photonic interposers that use photonic tiles, where each tile includes programmable photonic circuits that can be programmed based on the needs of a particular computer architecture. Some tiles are instantiations of a common template tile that are stitched together in a 1D or a 2D arrangement. Some embodiments described herein provide a programmable physical network designed to connect pairs of tiles together with photonic links.

Abstract: Photonic interposers that enable low-power, high-bandwidth inter-chip (e.g., board-level and/or rack-level) as well as intra-chip communication are described. Described herein are techniques, architectures and processes that improve upon the performance of conventional computers. Some embodiments provide photonic interposers that use photonic tiles, where each tile includes programmable photonic circuits that can be programmed based on the needs of a particular computer architecture. Some tiles are instantiations of a common template tile that are stitched together in a 1D or a 2D arrangement. Some embodiments described herein provide a programmable physical network designed to connect pairs of tiles together with photonic links.