Abstract: Techniques for IoT policy recommendation LLM embeddings based on global behavior learning are disclosed. In some embodiments, a system, process, and/or computer program product for IoT policy recommendation LLM embeddings based on global behavior learning includes receiving information associated with network communications of a plurality of Internet of Things (IoT) devices; automatically learning a global common behavior for the plurality of IoT devices using a Large Language Model (LLM) classifier to generate a plurality of recommended rules; and applying a policy to at least one of the plurality of IoT devices based on one or more of the plurality of recommended rules.

Abstract: Techniques for IoT policy recommendation LLM embeddings based on global behavior learning are disclosed. In some embodiments, a system, process, and/or computer program product for IoT policy recommendation LLM embeddings based on global behavior learning includes receiving information associated with network communications of a plurality of Internet of Things (IoT) devices; automatically learning a global common behavior for the plurality of IoT devices using a Large Language Model (LLM) classifier to generate a plurality of recommended rules; and applying a policy to at least one of the plurality of IoT devices based on one or more of the plurality of recommended rules.

Abstract: A stateful chatbot system leverages generative AI to provide an interface by which users can retrieve information from backend IoT databases of a security provider via natural language queries. Upon receiving a natural language query that corresponds to a request for information from the database, the chatbot generates a corresponding database query having a format compatible with the database. The chatbot comprises a generative model adapted to generate database queries based on natural language queries via prompt engineering using natural language and database query pairs. The chatbot queries the database with the generated database query, retrieves results comprising data/metadata that satisfy the query, and generates a summary of the results, both of which it presents as a response to the user's query. The chatbot also has access to a vulnerability database from which it can obtain information about known vulnerabilities documented therein to respond to user queries.

Abstract: Apparatuses and methods of operating a flexible and optimized power management unit (PMU) for multiple power supply scenarios are described. One integrated circuit includes a first terminal to couple to an unregulated power supply, a second terminal to couple to a regulated power supply, a first regulator, and a second regulator. The first regulator outputs a first supply voltage in a first configuration, and the second regulator outputs a second supply voltage in a second configuration. The first and second regulators do not operate concurrently.

Abstract: Method for visible-light driven oxidation of aldehydes to carboxylic acid using carbon dioxide (CO2) as the oxidant in the absence of any catalyst are provided. In the disclosed process, aldehydes, when reacted with CO2 in an organic solvent, either in a batch reactor or in a continuous flow reactor, under conditions of ambient temperature and pressure, using a readily available household LED lamp, yield corresponding carboxylic acids along with the formation of carbon monoxide (CO) in the effluent gas.

Abstract: Techniques for providing suggested content is described. For example, a social networking system may receive, from an account of a social networking system, an indication of a selection of a first content item. The social networking system may determine that the first content item is associated with a first topic and may receive a request from the account to access a second content item associated with the first topic. The social networking system may then cause presentation of the second content item and may determine that the request meets or exceeds a threshold number of requests for content items associated with the first topic. Based on determining that the request meets or exceeds the threshold, the social networking system may cause presentation of a suggested content item associated with a second topic.

Abstract: Apparatuses and methods of operating a flexible and optimized power management unit (PMU) for multiple power supply scenarios are described. One integrated circuit includes a first terminal to couple to an unregulated power supply, a second terminal to couple to a regulated power supply, a first regulator, and a second regulator. The first regulator outputs a first supply voltage in a first configuration, and the second regulator outputs a second supply voltage in a second configuration. The first and second regulators do not operate concurrently.

Abstract: The present invention relates to a novel method for photocatalytic oxidation of allylic C—H bonds present in alkenes containing at least three carbon atoms. In this newly disclosed method, such alkenes, when reacted with carbon dioxide (CO2) in an organic solvent containing a catalyst comprising of a supported molecular complex of transition metal ions under conditions of ambient temperature and pressure using a readily available household LED lamp, yield oxygenated products. The developed method represents a unique way to use CO2 as an oxygen transfer agent to unsaturated organic compounds along with the formation of CO as a co-product using light as an energy source.

Abstract: Apparatuses and methods of operating a flexible and optimized power management unit (PMU) for multiple power supply scenarios are described. One integrated circuit includes a first terminal to couple to an unregulated power supply, a second terminal to couple to a regulated power supply, a first regulator, and a second regulator. The first regulator outputs a first supply voltage in a first configuration, and the second regulator outputs a second supply voltage in a second configuration. The first and second regulators do not operate concurrently.

Abstract: Apparatuses and methods of operating a flexible and optimized power management unit (PMU) for multiple power supply scenarios are described. One integrated circuit includes a first terminal to couple to an unregulated power supply, a second terminal to couple to a regulated power supply, a first regulator, and a second regulator. The first regulator outputs a first supply voltage in a first configuration, and the second regulator outputs a second supply voltage in a second configuration. The first and second regulators do not operate concurrently.

Abstract: Method for visible-light driven oxidation of aldehydes to carboxylic acid using carbon dioxide (CO2) as the oxidant in the absence of any catalyst are provided. In the disclosed process, aldehydes, when reacted with CO2 in an organic solvent, either in a batch reactor or in a continuous flow reactor, under conditions of ambient temperature and pressure, using a readily available household LED lamp, yield corresponding carboxylic acids along with the formation of carbon monoxide (CO) in the effluent gas.

Abstract: The present invention relates to a novel method for photocatalytic oxidation of allylic C—H bonds present in alkenes containing at least three carbon atoms. In this newly disclosed method, such alkenes, when reacted with carbon dioxide (CO2) in an organic solvent containing a catalyst comprising of a supported molecular complex of transition metal ions under conditions of ambient temperature and pressure using a readily available household LED lamp, yield oxygenated products. The developed method represents a unique way to use CO2 as an oxygen transfer agent to unsaturated organic compounds along with the formation of CO as a co-product using light as an energy source.

Abstract: The invention of the present application relates to the process for the preparation of intermediates of obeticholic acid and their conversion to obeticholic acid. The process involves the conversion of compound of formula (VI) to compound of formula (VII) in presence of an organic base.

Abstract: The invention of the present application relates to the process for the preparation of intermediates of obeticholic acid and their conversion to obeticholic acid. The process involves the conversion of compound of formula (VI) to compound of formula (VII) in presence of an organic base.

Abstract: The present application relates to an improved process for the formation of disulfide bonds in linaclotide. The present application also relates to an improved process for the purification of linaclotide.

Abstract: The present invention relates to an oral pharmaceutical composition of aliphatic amine polymer or salts thereof comprising mixture of water and organic solvent(s) and/or less than of about 10% of plasticizing agent in the coating composition. In particular, present invention relates to a coated pharmaceutical composition of aliphatic amine polymer or salt thereof which comprises mixture of water and organic solvent(s) and less than of about 10% of plasticizing agent in coating. The invention also includes process of preparing such composition.

Abstract: The present invention relates to an oral pharmaceutical composition of aliphatic amine polymer or salts thereof comprising mixture of water and organic solvent(s) and/or less than of about 10% of plasticizing agent in the coating composition. In particular, present invention relates to a coated pharmaceutical composition of aliphatic amine polymer or salt thereof which comprises mixture of water and organic solvent(s) and less than of about 10% of plasticizing agent in coating. The invention also includes process of preparing such composition.

Abstract: A novel process for the preparation of a compound of the formula (II), which is useful as intermediate compound for the preparation of thiazolidinedione derivatives, such as rosiglitazone, pioglitazone, troglitazone and ciglitazone, is disclosed.

Abstract: The present invention provides stable crystalline polymorphic Form C and Form D of (E)-Entacapone, (E)-N,N-diethyl-2-cyano-3-(3,4-dihydroxy-5-henyl)acrylamide and processes for their preparation. The polymorphic Form C and Form D of (E)-Entacapone are characterized by specific Infra Red (IR) and X-ray powder diffraction peak values.