Abstract: Embodiments disclosed herein include socketing apparatuses with environmental sealing options. In an embodiment, such an apparatus comprises a first substrate, and a second substrate over the first substrate. In an embodiment, a socket structure is provided between the first substrate and the second substrate, where the socket structure comprises a plurality of electrical interconnects between the first substrate and the second substrate. In an embodiment, a die is over the second substrate, and a third substrate is over the die. In an embodiment, a ring is around the socket structure, and the ring is coupled to the first substrate and the third substrate.

Abstract: A method, apparatus, and computer-readable medium for optimal pooling of nucleic acid samples for next generation sequencing, including receiving sample records corresponding to samples, each sample record comprising a sample identifier and a nucleic acid reference sequence of the sample, determining unique nucleic acid reference sequences in the sample records, computing, a nucleic acid overlaps between the unique nucleic acid reference sequences, and determining an optimal grouping of the plurality of samples into a plurality of sample pools based at least in part on the nucleic acid reference sequence of each sample record, the nucleic acid overlaps between the unique nucleic acid reference sequences, and one or more constraints, the one or more constraints including a maximum overlap constraint.

Abstract: A method, apparatus, and computer-readable medium for efficiently optimizing a phenotype with a specialized prediction model, including receiving constraints, encoding genotype information in experimental data points corresponding to the constraints experiential genotype vectors, the experimental data points comprising the genotype information and phenotype information corresponding to the genotype information, training a phenotype prediction model based on the experiential genotype vectors, the corresponding phenotype information, and the one or more constraints, applying the phenotype prediction model to available genotypes corresponding to the constrains to generate scores, determining result genotypes based on a ranking of the available genotypes according to the scores, and generating, a result based on the result genotypes, the result indicating one or more genetic constructs for testing.

Abstract: An apparatus is described. The apparatus includes a packaged semiconductor device. The packaged semiconductor device having an integrated heat spreader, wherein, a boiling enhancement structure exists on the integrated heat spreader without a block mass residing between the boiling enhancement structure and the integrated heat spreader. The boiling enhancement structure has a structured non-planar surface to promote bubble nucleation in an immersion cooling system.

Abstract: A method, apparatus, and computer-readable medium for optimized partitioning for assembly of nucleic acid sequences, receiving nucleic acid sequences corresponding to target nucleic acids for assembly and synthesis parameters, querying an inventory database based on the nucleic acid sequences to determine first matching nucleic acid subsequences, the inventory database corresponding to nucleic acid subsequences available in an inventory, identifying second matching nucleic acid subsequences based on one or more overlaps between the nucleic acid sequences, generating an acyclic directed graph data structure corresponding to potential partitions of the nucleic acid sequences based on the first matching nucleic acid subsequences, the second matching nucleic acid subsequences, and one or more synthesis parameters, and determining an optimal partitioning of the nucleic acid sequences based on an optimal path through the acyclic directed graph data structure that minimizes a total weight of traversed edges and node

Abstract: A method, apparatus, and computer-readable medium for efficiently optimizing a phenotype with a combination of a generative and a predictive model, training a phenotype prediction model based on experiential genotype vectors, training a genotype generation model based on sample genotype vectors, generating new genotype vectors, applying the phenotype prediction model to the new genotype vectors to generate scores, determining result genotypes based on a ranking of the available genotypes according to the scores, and generating a result based on the result genotypes, the result indicating one or more genetic constructs for testing.

Abstract: Integrated circuit packages with dampeners to reduce vibration effects are disclosed. An example apparatus comprises a substrate, a semiconductor die carried by the substrate, and a dampener carried by the substrate. Further, the example dampener is dimensioned to interface with a heatsink when the heatsink is thermally coupled to the semiconductor die.

Abstract: Damping assemblies for heat sinks and related methods are disclosed. An example apparatus includes a chassis; a first heat sink associated with an electronic component in the chassis; a second heat sink coupled to the first heat sink, the second heat sink spaced apart from the first heat sink in the chassis; and damping material proximate to the second heat sink.

Abstract: Flexible and modular top and bottom side processor unit module cooling is disclosed. An example apparatus comprises a printed circuit board including an integrated circuit component on a first side of the printed circuit board, and an electronic component on a second side of the printed circuit board, the second side facing away from the first side; a stiffener to at least partially enclose the printed circuit board, and a flexible strap to thermally couple the electronic component and a portion of the stiffener, the portion of the stiffener positioned adjacent the first side of the printed circuit board.

Abstract: An electronic device (100, 800, 1000) and associated methods are disclosed. In one example, the electronic device (100, 800, 1000) includes an interconnect socket (102, 302, 402, 802, 1004, 1320, 1402, 1506) that includes a liquid metal. In selected examples, the interconnect socket (102, 302, 402) includes a resilient material spacer (130, 230, 330, 430) located between pins (110, 210, 310, 410) in an array of pins (110, 210, 310, 410). In selected examples, the electronic device (1000) includes configurations to aid in de-socketing.

Abstract: A processor unit module comprises an integrated circuit component attached to a top side of a printed circuit board and one or more electronic components (e.g., voltage regulator FETs, inductors) attached to a bottom side of the board. The printed circuit board is located between a top stiffener plate and a bottom stiffener frame and the three components are secured together by fasteners that connect the top stiffener plate to the bottom stiffener frame. Flexible thermal straps connect the top stiffener plate to one or more slugs located between the printed circuit board and the bottom stiffener frame. The slugs touch the bottom side of the board and are held in place by the bottom stiffener frame. Heat generated by the bottom side components is transported by the slugs and the thermal straps to a thermal management solution (e.g., heat sink, cold plate) attached to the top side of the module.

Abstract: The present disclosure relates to an interactive light switch accessory apparatus. The apparatus comprises an electronic plate device mounted to a surface. The plate device comprising at least one opening to accommodate to at least one switch mounted to the surface. The apparatus further comprises one or more light emitting elements disposed in the plate device, and a computing module in communication the light emitting elements and the plate device. The apparatus further comprises one or more sensors in communication with the plate device configured to collect information related to the environment proximal to the plate device. The plate device is configured to communicate information to a user.

Abstract: A method, apparatus, and computer-readable medium for efficiently optimizing a phenotype with a specialized prediction model, including receiving constraints, encoding genotype information in experimental data points corresponding to the constraints experiential genotype vectors, the experimental data points comprising the genotype information and phenotype information corresponding to the genotype information, training a phenotype prediction model based on the experiential genotype vectors, the corresponding phenotype information, and the one or more constraints, applying the phenotype prediction model to available genotypes corresponding to the constrains to generate scores, determining result genotypes based on a ranking of the available genotypes according to the scores, and generating, a result based on the result genotypes, the result indicating one or more genetic constructs for testing.

Abstract: A method, apparatus, and computer-readable medium for efficiently optimizing a phenotype with a combination of a generative and a predictive model, training a phenotype prediction model based on experiential genotype vectors, training a genotype generation model based on sample genotype vectors, generating new genotype vectors, applying the phenotype prediction model to the new genotype vectors to generate scores, determining result genotypes based on a ranking of the available genotypes according to the scores, and generating a result based on the result genotypes, the result indicating one or more genetic constructs for testing.

Abstract: The present disclosure relates to a cell-laden microgel comprising self-assembly ultrashort peptide (SUP) and a method of frabricating such cell-laden microgels. The present disclosure also relates to a cell microcarrier comprising cell-laden microgels, which is suitable for medical applications such as cell therapy. The present disclosure further relates to a system comprising a combination of SUP microgel and SUP bulk hydrogel for vascularized tissue culture and a method of creating such a vascularized 3D tissue constructs with improved cell viability and proliferation.

Abstract: A method, apparatus, and computer-readable medium for efficiently optimizing a phenotype with a specialized prediction model, including receiving constraints, encoding genotype information in experimental data points corresponding to the constraints experiential genotype vectors, the experimental data points comprising the genotype information and phenotype information corresponding to the genotype information, training a phenotype prediction model based on the experiential genotype vectors, the corresponding phenotype information, and the one or more constraints, applying the phenotype prediction model to available genotypes corresponding to the constrains to generate scores, determining result genotypes based on a ranking of the available genotypes according to the scores, and generating, a result based on the result genotypes, the result indicating one or more genetic constructs for testing.

Abstract: A method, apparatus, and computer-readable medium for efficiently optimizing a phenotype with a combination of a generative and a predictive model, training a phenotype prediction model based on experiential genotype vectors, training a genotype generation model based on sample genotype vectors, generating new genotype vectors, applying the phenotype prediction model to the new genotype vectors to generate scores, determining result genotypes based on a ranking of the available genotypes according to the scores, and generating a result based on the result genotypes, the result indicating one or more genetic constructs for testing.

Abstract: A light switch apparatus includes a network communication unit and an output unit. The network communication unit is configured to receive electricity price rate server information from a server, and generate a first high range electricity price output data and a second low range electricity price rate data according to the electricity price rate server information. The output unit is configured to display at least a first output color in response to receiving the first high range electricity price output data from the network communication unit, and a second output color in response to receiving the second low range electricity price rate data from the network communication unit.

Abstract: Methods, systems, apparatus, and articles of manufacture to control load distribution of integrated circuit packages are disclosed. An example apparatus includes a carrier plate including a first surface to face a heatsink; a second surface opposite the first surface, and an aperture extending between the first and second surfaces, the aperture dimensioned to surround a semiconductor device, and a spring carried by the carrier plate, the spring to contact a surface of the semiconductor device proximate an outer edge of the semiconductor device.

Abstract: An apparatus incorporating a multi-surface heat sink may comprise an integrated circuit die, a heat spreader, a plate element, and a heat sink. The heat spreader may be positioned above the IC die. The plate element may be positioned above the heat spreader. A bottom surface of the heat sink may have a first region positioned above the plate element. One or more spring elements may be positioned between the plate element and the first region of the bottom surface of the heat sink. The one or more spring elements may be under a compressive load between the plate element and the heat sink. One or more thermal conduit elements may be secured to both the plate element and the heat sink. The one or more thermal conduit elements may apply at least a part of the compressive load between the plate element and the heat sink.