Software Ag, Inc.

Balaji Balakrishnan

Gary Woods

Vasudeva Kothamasu

Ganesh Swamypillai

Shriram Venkatnarayanan

A computer system is provided that automatically generates a natural language processing model from a provided API specification. Intent names are based on operation type and name. Entity datasets are constructed based on the generated intent name. A plurality of training phrases are generated based on the entity dataset and an action dataset with a name and corresponding parameters is generated.

Adaptive human to machine interaction using machine learning

Certain example embodiments described herein relate to techniques for creating and maintaining scalable heterogeneous read-only federations of registries, e.g., for use in service-oriented architectures. Federation of heterogeneous registries can be achieved with any types of registries (e.g., UDDI, ebXML, OSGi, ESB, proprietary, etc.), while at the same time avoiding the need to have target registries implement extra protocols or layers. In certain example embodiments, gateway registries may implement translation layers appropriate for the types of registries thereunder so as to provide a scalable and flexible solution. Optionally, registries may be grouped based on type so that messages may be translated only once per group, while avoiding tight couplings with registries and the services they provide.

Techniques for creating and/or maintaining scalable heterogeneous read-only federations of registries

Certain example embodiments relate to systems and/or methods for determining and/or executing an appropriate subset of tests in response to a code change. In certain example embodiments, hash digests or other unique values for code structures (such as, for example, classes, methods, and/or other structural elements) may be created. Tests associated those associated code structures may be identified. New hash digests or other unique values may be generated for the code structures after the source code has been modified. In response to a mismatch as between the existing and new hash digests or other unique values, a list of associated tests for possible subsequent execution may be retrieved. Certain example embodiments additionally or alternatively provide an incremental but consistent way of analyzing performance issues, e.g., in connection with a profiler.

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Chennai, India

Balaji Balakrishnan