Abstract: In one aspect, an example methodology implementing the disclosed techniques includes, by a computing device, receiving information about a data element affected by a data change and generating a data lineage of the data element, wherein the data lineage indicates relationships between the data element and one or more other data elements, the one or more other data elements indicated in the received information about the data element. The method also includes, by the computing device, generating a lineage template for the data element based on data lineage information, wherein the lineage template defines a workflow for the data element to complete the data change in the data lineage, and generating a lineage graph based on the data lineage information, wherein the lineage graph tracks the data lineage of the data element. The method may further include monitoring performance of the workflow using the lineage graph.

Abstract: A method for executing multiple chemical experiments in parallel may be provided. The method comprises receiving a list of actions to be performed for synthesizing a chemical product. Thereby, the actions correspond to at least two chemical partial reactions and the list comprises a delimiter symbol separating two chemical partial reactions, determining identical chemical partial reactions, and building a reaction commonality tree (RCT) of the chemical reactions. Furthermore, the method comprises executing a plurality of the identical chemical partial reactions independent of a sequence of chemical partial reactions of the reaction commonality tree only once. Each of the identical chemical partial reactions is executed in a different chemical reactor and each resulting intermediate product has a quantity of the sum of the related identical chemical partial reactions.

Abstract: Systems and methods are described for protecting a device from a denial of service (DOS) attack. The method comprises receiving, by the device, a connection request from a third-party device, determining, by the device, that the third-party device is malicious. Switching a mode of operation of the device from a first mode to a second mode, in response to determining that the third-party device is malicious, and broadcasting in the second mode, a message configured to be decoded only by a credentialed device.

Abstract: A method for executing multiple chemical experiments in parallel may be provided. The method comprises receiving a list of actions to be performed for synthesizing a chemical product. Thereby, the actions correspond to at least two chemical partial reactions and the list comprises a delimiter symbol separating two chemical partial reactions, determining identical chemical partial reactions, and building a reaction commonality tree (RCT) of the chemical reactions. Furthermore, the method comprises executing a plurality of the identical chemical partial reactions independent of a sequence of chemical partial reactions of the reaction commonality tree only once. Each of the identical chemical partial reactions is executed in a different chemical reactor and each resulting intermediate product has a quantity of the sum of the related identical chemical partial reactions.

Abstract: A computer-implemented method for generating an organic synthesis procedure from a simplified molecular-input line-entry system (SMILES) string may be provided. The method includes receiving a plurality of SMILES strings describing a desired chemical product and required reactants, and predicting procedure steps for an organic synthesis procedure for producing the desired chemical product by a deep machine-learning model system trained with sets of SMILES strings describing respective desired chemical products, reactants and related procedure steps as training data. The sets can be extracted from a corpus of associated chemical documents, and the predicted procedure steps are human readable. The method includes further receiving a modification signal for a modification to the predicting procedure steps, storing the plurality of received SMILES strings, the predicted procedure steps and the modification of the predicting procedure steps.

Abstract: A system and method provide customized, logically-sequenced user experiences for configuring products having numbers of components and compatibility rules that have, until now, been too large for individually-customized configurators to be feasible. Embodiments analyze compatibility rules for all possible components to form a directed graph of which components affect the availability of other components in a product. This graph is then analyzed using a community detection algorithm, such as the Louvain algorithm, to identify clusters of closely-related components. Clusters as a whole are given directionality based on the directed graph of components. Then the clusters are sequenced using this directionality, so that customer configuration of components in later clusters may be affected by earlier choices, but not vice versa. Finally, the sequenced clusters are transformed into a product configuration workflow that provides a user experience similar to a custom configurator.

Abstract: Systems and methods are described for protecting a device from a denial of service (DOS) attack. The method comprises receiving, by the device, a connection request from a third-party device, determining, by the device, that the third-party device is malicious. Switching a mode of operation of the device from a first mode to a second mode, in response to determining that the third-party device is malicious, and broadcasting in the second mode, a message configured to be decoded only by a credentialed device.

Abstract: The invention provides edible cashew nuts with intact testa (or skins/husks) remaining on the nut, as well as systems and methods for preparing the same. The process entails reducing levels of inedible chemicals, and in particular tannins and polyphenols, contained in cashew testa to render an edible testa-on cashew product. As part of the chemical removal process the edible testa-on cashew products can be infused and/or coated with a variety of spices and flavorings, including, but not limited to salt, sugar, chocolate, honey and/or other edible materials.