Abstract: Methods, apparatus, systems and articles of manufacture are disclosed to add common sense to a human machine interface. Disclosed examples include a human machine interface system that having an actuator to cause artificial intelligence to execute in a virtual execution environment to generate a virtual response to a user input. The system also includes a virtual consequence evaluator to evaluate a virtual consequence that follows from the virtual response, the virtual consequence generated by executing a model of human interactions, and an output device controller to cause an output device to perform a non-virtual response to the user input when the virtual consequence evaluator evaluates the virtual consequence as positive.

Abstract: Methods, apparatus, systems and articles of manufacture are disclosed to improve boundary excursion detection. An example apparatus to improve boundary excursion detection includes a metadata extractor to parse a first control stream to extract embedded metadata, a metadata label resolver to classify a boundary term of the extracted embedded metadata, a candidate stream selector to identify candidate second control streams that include a boundary term that matches the classified boundary term of the first control stream, and a boundary vector calculator to improve boundary excursion detection by calculating a boundary vector factor based on respective ones of the candidate second control streams that include the classified boundary term.

Abstract: Methods and apparatus to train interdependent autonomous machines are disclosed. An example method includes performing an action of a first sub-task of a collaborative task with a first collaborative robot in a robotic cell while a second collaborative robot operates in the robotic cell according to a first recorded action of the second collaborative robot, the first recorded action of the second collaborative robot recorded while a second robot controller associated with the second collaborative robot is trained to control the second collaborative robot to perform a second sub-task of the collaborative task, and training a first robot controller associated with the first collaborative robot based at least on a sensing of an interaction of the first collaborative robot with the second collaborative robot while the action of the first sub-task is performed by the first collaborative robot and the second collaborative robot operates according to the first recorded action.

Abstract: Methods and apparatus to manage operation of variable-state computing devices using artificial intelligence are disclosed. An example computing device includes a hardware platform. The example computing device also includes an artificial intelligence (AI) engine to: determine a context of the device; and adjust an operation of the hardware platform based on an expected change in the context of the device. The adjustment modifies at least one of a computational efficiency of the device, a power efficiency of the device, or a memory response time of the device.

Abstract: A self-equalizing interconnect in a connector is installed in a microelectronic device. The self-equalizing interconnect is formed of a plurality of electrically conductive layers under conditions to offset skin-effect losses with respect to frequency change during operation. Each successive layer is configured to with the next highest electrical conductivity and subsequent electrically conductive films gradually decrease in electrical conductivity. In an embodiment, thickness of the conductive film adjacent the reference plain is configured thinnest and subsequent films are added and are seriatim gradually thicker. The highest electrically conductive film is configured closest to a reference plane in the connector, and the lowest electrically conductive film is farthest from the reference plane.

Abstract: Apparatuses, methods, and systems associated with safety-related decision making reporting and regulation of computer-assisted or autonomous driving (CA/AD) vehicles are disclosed herein. In some embodiments, an apparatus includes a safety-related decision making reporting unit, disposed in a CA/AD vehicle, to collect data about driving behavior of the CA/AD vehicle and to determine whether the collected data is related to a safety-related decision making rule. In embodiments, the collected data is to be reported to a remote organization associated with regulating the safety-related decision making rule. In some embodiments, a computing device or server associated with regulating safety-related decision making rules receives the collected data from the CA/AD vehicle and/or manufacturers of the CA/AD vehicle. In embodiments, the computing device analyzes the collected data to modify or generate a safety-decision making rule. Other embodiments are also described and claimed.

Abstract: A flexible electronic interconnect comprises a first dielectric layer including a first surface and second surface opposite the first surface; a plurality of conductors disposed on the first surface of the first dielectric layer and arranged spaced apart from each other using a conductor spacing; and a first plurality of conductive shields disposed on the second surface of the first dielectric layer and arranged spaced apart from each other using a conductive shield spacing. The first plurality of conductive shields is arranged opposite the plurality of conductors and the conductive shield spacing is arranged opposite the conductor spacing.

Abstract: A self-equalizing interconnect in a connector is installed in a microelectronic device. The self-equalizing interconnect is formed of a plurality of electrically conductive layers under conditions to offset skin-effect losses with respect to frequency change during operation. Each successive layer is configured to with the next highest electrical conductivity and subsequent electrically conductive films gradually decrease in electrical conductivity. In an embodiment, thickness of the conductive film adjacent the reference plain is configured thinnest and subsequent films are added and are seriatim gradually thicker. The highest electrically conductive film is configured closest to a reference plane in the connector, and the lowest electrically conductive film is farthest from the reference plane.

Abstract: Methods and apparatus to train interdependent autonomous machines are disclosed. An example method includes performing an action of a first sub-task of a collaborative task with a first collaborative robot in a robotic cell while a second collaborative robot operates in the robotic cell according to a first recorded action of the second collaborative robot, the first recorded action of the second collaborative robot recorded while a second robot controller associated with the second collaborative robot is trained to control the second collaborative robot to perform a second sub-task of the collaborative task, and training a first robot controller associated with the first collaborative robot based at least on a sensing of an interaction of the first collaborative robot with the second collaborative robot while the action of the first sub-task is performed by the first collaborative robot and the second collaborative robot operates according to the first recorded action.

Abstract: Methods and apparatus to manage operation of variable-state computing devices using artificial intelligence are disclosed. An example computing device includes a hardware platform. The example computing device also includes an artificial intelligence (AI) engine to: determine a context of the device; and adjust an operation of the hardware platform based on an expected change in the context of the device. The adjustment modifies at least one of a computational efficiency of the device, a power efficiency of the device, or a memory response time of the device.

Abstract: Apparatuses, systems, and methods associated with an infrastructure for re-charging/refueling and exchanging data with vehicles are disclosed herein. In embodiments, an apparatus for servicing a computer-assisted or autonomous driving (CA/AD) vehicle may include an energy re-supply unit to re-charge or re-fuel the vehicle, a communication unit to exchange data with in-vehicle electronics of the vehicle, a memory device coupled to the communication unit to store data received from the in-vehicle electronics, a networking unit to couple the memory device to a network, the networking unit to provide for exchange of data between the memory device and another device coupled to the network, and a control unit coupled to the energy re-supply unit, the communication unit, the memory device and the networking unit to control operations of the energy re-supply unit, the communication unit, the memory device and the networking unit. Other embodiments may be described and/or claimed.

Abstract: Methods, apparatus, systems and articles of manufacture are disclosed to add common sense to a human machine interface. Disclosed examples include a human machine interface system that having an actuator to cause artificial intelligence to execute in a virtual execution environment to generate a virtual response to a user input. The system also includes a virtual consequence evaluator to evaluate a virtual consequence that follows from the virtual response, the virtual consequence generated by executing a model of human interactions, and an output device controller to cause an output device to perform a non-virtual response to the user input when the virtual consequence evaluator evaluates the virtual consequence as positive.

Abstract: Apparatuses, methods, and systems associated with safety-related decision making reporting and regulation of computer-assisted or autonomous driving (CA/AD) vehicles are disclosed herein. In some embodiments, an apparatus includes a safety-related decision making reporting unit, disposed in a CA/AD vehicle, to collect data about driving behavior of the CA/AD vehicle and to determine whether the collected data is related to a safety-related decision making rule. In embodiments, the collected data is to be reported to a remote organization associated with regulating the safety-related decision making rule. In some embodiments, a computing device or server associated with regulating safety-related decision making rules receives the collected data from the CA/AD vehicle and/or manufacturers of the CA/AD vehicle. In embodiments, the computing device analyzes the collected data to modify or generate a safety-decision making rule. Other embodiments are also described and claimed.

Abstract: Methods, apparatus, systems and articles of manufacture are disclosed to improve boundary excursion detection. An example apparatus to improve boundary excursion detection includes a metadata extractor to parse a first control stream to extract embedded metadata, a metadata label resolver to classify a boundary term of the extracted embedded metadata, a candidate stream selector to identify candidate second control streams that include a boundary term that matches the classified boundary term of the first control stream, and a boundary vector calculator to improve boundary excursion detection by calculating a boundary vector factor based on respective ones of the candidate second control streams that include the classified boundary term.

Abstract: An apparatus is described herein. The apparatus includes a plurality of conductors, wherein at least one conductor is a common-mode conductor. The apparatus also includes an encoder to encode data to be transmitted on the plurality of conductors, wherein a data speed of the common-mode conductor is limited and a data speed of other conductors is maximized according to an encoding matrix.

Abstract: A logic-based decoder recovers binary data from ternary Crosstalk-Harnessed Signaling (CHS) streams with lower part cost, complexity and power consumption than analog/digital converter (ADC)-based CHS decoders. The decoders use inverters, latches, gates, latching circuits, and one comparator per bit pair to carry out the decoding calculations to produce a reconstructed binary signal with very low crosstalk noise that is largely insensitive to routing density. System-on-chip, multi-chip package, printed circuit board, and wired network applications are discussed.

Abstract: A logic-based decoder recovers binary data from ternary Crosstalk-Harnessed Signaling (CHS) streams with lower part cost, complexity and power consumption than analog/digital converter (ADC)-based CHS decoders. The decoders use inverters, latches, gates, latching circuits, and one comparator per bit pair to carry out the decoding calculations to produce a reconstructed binary signal with very low crosstalk noise that is largely insensitive to routing density. System-on-chip, multi-chip package, printed circuit board, and wired network applications are discussed.

Abstract: Techniques for decoding encoded data are described herein. An example of a device in accordance with the present techniques includes a receiving signaling module coupled to a plurality of signal lines. The signaling module includes a receiver to receive a plurality of encoded line voltages or currents on the plurality of signal lines of a bus, wherein each one of the plurality of encoded line voltages corresponds to a weighted sum of data. The signaling module includes a comparator to determine the voltage level of each line at a unit interval and convert the voltage level to a digital value. The signaling module includes a lookup table correlating the digital value with a digital bit stream.

Abstract: Techniques for encoding data are described herein. An example of a device in accordance with the present techniques includes a signaling module coupled to a plurality of digital inputs. The signaling module is to encode data received at the plurality of digital inputs to generate encoded data. Based on the encoded data, the signaling module can drive line voltages on a plurality of signal lines of a bus. Each one of the plurality of line voltages corresponds to a weighted sum of the data received at the plurality of digital inputs.

Abstract: An apparatus is described herein. The apparatus includes a plurality of conductors, wherein at least one conductor is a common-mode conductor. The apparatus also includes an encoder to encode data to be transmitted on the plurality of conductors, wherein a data speed of the common-mode conductor is limited and a data speed of other conductors is maximized according to an encoding matrix.