Abstract: Apparatus, devices, systems, methods, and articles of manufacture for intent-based machine programming are disclosed. An example system categorize source code blocks includes a code repository accessor to access a code repository and select a source code block. The example system also includes a signature generator to generate a signature for the source code block, a collateral miner to extract collateral associated with the source code block, and a tokenizer to transform the source code block into tokens. In addition, the example system includes a function assessor to determine a function of the source code block based on the collateral and the tokens and an input/output determiner to determine an input and an output of the source code block based on the collateral and the signature. The example system further includes a tagger to categorize the source code block with the function, input, and output.

Abstract: Apparatus, devices, systems, methods, and articles of manufacture for intent-based machine programming are disclosed. An example system categorize source code blocks includes a code repository accessor to access a code repository and select a source code block. The example system also includes a signature generator to generate a signature for the source code block, a collateral miner to extract collateral associated with the source code block, and a tokenizer to transform the source code block into tokens. In addition, the example system includes a function assessor to determine a function of the source code block based on the collateral and the tokens and an input/output determiner to determine an input and an output of the source code block based on the collateral and the signature. The example system further includes a tagger to categorize the source code block with the function, input, and output.

Abstract: Methods, apparatus, and software for hardware reliability diagnostics and failure detection via parallel software computation and compare. Parallel testing is performed on hardware resources such as processor cores, accelerators, and Other Processing Units (XPUs) using test algorithms such as encryption/decryption. The results of the testing (the algorithm outputs) are compared to detect errant hardware. Comparison may be across cores (via execution of software-based algorithms), across accelerators/XPUs (via algorithms implement in hardware) or between cores and accelerators/XPUs. Techniques are disclosed to enable all cores to be tested while a platform is performing a workload, such as in a data center environment, wherein unused cores are used for testing, with workloads being migrated between cores between tests.

Abstract: Apparatus, devices, systems, methods, and articles of manufacture for intent-based machine programming are disclosed. An example system categorize source code blocks includes a code repository accessor to access a code repository and select a source code block. The example system also includes a signature generator to generate a signature for the source code block, a collateral miner to extract collateral associated with the source code block, and a tokenizer to transform the source code block into tokens. In addition, the example system includes a function assessor to determine a function of the source code block based on the collateral and the tokens and an input/output determiner to determine an input and an output of the source code block based on the collateral and the signature. The example system further includes a tagger to categorize the source code block with the function, input, and output.

Abstract: An apparatus includes a feature extractor to extract features from input data, the features including descriptive information corresponding to a function of the input data, an inference generator to classify the features into a group indicative of a semantic property, a programming pattern, or a compliance type of the function of the input data, assign a cluster identifier to the features based on a prediction that the features are classified into the group, and retrieve solutions from a database that correspond to the cluster identifier, and a suggestion determiner to generate a suggestion list by building a pool of suggestions to present to a user.

Abstract: A method of updating data may include receiving an update request from a computing device, the update request including a profile of a current set of data stored on the computing device; determining, based at least in part on the profile of the current set of data, an updated set of data is available; determining if a delta set of data has previously been generated to transform the current set of data to the updated set of data; and based on determining that the delta set of data has not been previously generated: generating the delta set of data; and transmitting an address, to the computing device, for obtaining the delta set of data by the computing device.

Abstract: A method of updating data may include receiving an update request from a computing device, the update request including a profile of a current set of data stored on the computing device; determining, based at least in part on the profile of the current set of data, an updated set of data is available; determining if a delta set of data has previously been generated to transform the current set of data to the updated set of data; and based on determining that the delta set of data has not been previously generated: generating the delta set of data; and transmitting an address, to the computing device, for obtaining the delta set of data by the computing device.

Abstract: Systems, methods, and apparatus to configure embedded devices are described. An example apparatus includes a network interface to communicatively couple the apparatus with a network, an antenna to receive a radio frequency signal including 1) configuration data and 2) power, a memory coupled to the antenna to receive the power and to store the configuration data, a network configurer to retrieve the configuration data from the memory and to configure the network interface based on the retrieved data, and a power source other than the antenna to provide power to the memory and the network configurer during operation of the network configurer.

Abstract: A method of updating data may include receiving an update request from a computing device, the update request including a profile of a current set of data stored on the computing device; determining, based at least in part on the profile of the current set of data, an updated set of data is available; determining if a delta set of data has previously been generated to transform the current set of data to the updated set of data; and based on determining that the delta set of data has not been previously generated: generating the delta set of data; and transmitting an address, to the computing device, for obtaining the delta set of data by the computing device.

Abstract: Systems, methods, and apparatus to configure embedded devices are described. An example apparatus includes a network interface to communicatively couple the apparatus with a network, an antenna to receive a radio frequency signal including 1) configuration data and 2) power, a memory coupled to the antenna to receive the power and to store the configuration data, a network configurer to retrieve the configuration data from the memory and to configure the network interface based on the retrieved data, and a power source other than the antenna to provide power to the memory and the network configurer during operation of the network configurer.