Abstract: This invention presents an optimized approach for training and operating Large Language Models (LLMs) using codewords. By converting traditional token-based LLMs to codeword-based systems, the method achieves significant efficiency gains. The process involves tokenizing training data and assigning codewords to tokens. LLMs are then trained and operated using these compact codewords instead of conventional tokens. During operation, prompts are converted to codewords, processed by the LLM, and the outputs are converted back to text. This approach reduces the overall cost of training and operating LLMs by approximately, offering a more efficient solution for large-scale language processing tasks.

Abstract: A system and methods for bandwidth-efficient cryptographic data transfer, utilizing an encoding endpoint device, a decoding endpoint device, a reference codebook, and a plurality of data to encode and decode, which may use specific algorithms on top of block cipher encryption to achieve higher data security and ease the burden on users with regards to computational power, complexity, and bandwidth for communication.

Abstract: A system and method for data storage, transfer, synchronization, and security using recursive encoding, wherein data is deconstructed into chunklets, and is processed through a series of reference code libraries that reduce the data to a sequence of reference codes, and where the output of each reference library is used as the input to the next.

Abstract: A system for storing and transmitting data in a highly compact format comprising reference codes to data chunklets contained in a library, wherein the data are retrieved after transmission or storage by re-constructing the data from the chunklets in the library using the reference codes. One version of the system contains proprietary libraries which act as a form of data security. Another version of the system contains a standardized version of the library encoded onto the firmware of a broad range of computing devices, allowing optimized storage and transmission of data between two such devices equipped with the system.

Abstract: A system and method for high-speed transfer of small data sets, that provides near-instantaneous bit-level lossless compression, that is ideal for communications environments that cannot tolerate even small amounts of data corruption, have very low latency tolerance, where data has a low entropy rate, and where every bit costs the user bandwidth, power, or time so that deflation is worthwhile. Where some loss of data can be tolerated, the system and method can be configured for use as lossy compression.

Abstract: A system for storing and transmitting data in a highly compact format comprising reference codes to data chunklets contained in a library, wherein the data are retrieved after transmission or storage by re-constructing the data from the chunklets in the library using the reference codes. One version of the system contains proprietary libraries which act as a form of data security. Another version of the system contains a standardized version of the library encoded onto the firmware of a broad range of computing devices, allowing optimized storage and transmission of data between two such devices equipped with the system.