Abstract: A system for image-text agentic interface automation is disclosed. A multimodal agent is configured to process arbitrary-length text sequences and arbitrary-resolution images. A newline insertion logic is configured to interleave a newline character between successive lines of image patches in a plurality of lines of image patches, wherein the newline character specifies an end of a line in an input image. A tokenization logic is configured to translate the input text sequence into a sequence of input text tokens, and to translate the successive lines of image patches interleaved with the newline character into a sequence of input image tokens. A linear projection logic is configured to linearly project a single token stream of the sequence of input text tokens and the sequence of input image tokens into a decoder-only Transformer logic, wherein the linear projection of the single token stream bypasses any embedding lookup.

Abstract: A fine-grained scalable time-versioning support for large-scale property graph databases includes receiving a request, wherein the request includes an entity identifier (ID) and reference time information, and searching entries of a first table using the entity ID as a first key. Matching an entry is performed corresponding to the first key in the first table, determining the entry is valid based at least in part on comparing the reference time information of the request with stored time information for the entry, and responsive to the determination, creating a second key, wherein the second key concatenates an ID associated with the entity ID with the reference time information of the request. Searching a second table is performed having entries based at least in part on the second key, and responsive to searching the second table, retrieving data associated with the second key.

Abstract: Embodiments include techniques for fine-grained scalable time-versioning support for large-scale property graph databases comprising receiving a request, wherein the request includes an entity identifier (ID) and reference time information, and searching entries of a first table using the entity ID as a first key. Techniques also include matching an entry corresponding to the first key in the first table, determining the entry is valid based at least in part on comparing the reference time information of the request with stored time information for the entry, and responsive to the determination, creating a second key, wherein the second key concatenates an ID associated with the entity ID with the reference time information of the request. Techniques also include searching a second table having one or more entries based at least in part on the second key, and responsive to searching the second table, retrieving data associated with the second key.