MUMBAI, India, July 13 -- Intellectual Property India has published a patent application (202521001444 A) filed by Tata Consultancy Services Limited on January 07, 2025, for Systems And Methods For Generating Recommendations For Multi-Cloud Multi-Application Management Platforms Using Llms.
Inventors include Kumar, Ayush; Aich, Anish; Kaur, Savleen; Ramanathan, Devaraj; and Sravan Kumar, Gangisetty.
The application for the patent was published on July 10, 2026, under issue no. 28/2026.
Abstract: ABSTRACT SYSTEMS AND METHODS FOR GENERATING RECOMMENDATIONS FOR MULTI-CLOUD MULTI-APPLICATION MANAGEMENT PLATFORMS USING LLMs In conventional methods, users have experienced frequent downtime and performance issues across multi-cloud infrastructure and complex micro-services architecture, leading to revenue loss and customer dissatisfaction. Present disclosure provides a system and method for generating recommendations for multi-cloud multi-application management platforms using Large Language Models. Prompts are generated based on contextual attributes and dynamic data fields associated with use cases. A first set of validation checks is applied on the prompts. A base model is fine-tuned to obtain a fine-tuned model, by using optimized Low Rank Adaptation technique(s) wherein configured low rank adaptations are fine-tuned based on prompts, and associated labeled outputs, to obtain unfreeze attention weight matrices which are then decomposed and ranked to fine-tune model. Performance of fine-tuned model is evaluated based using associated response and validated prompts. A second set of validation checks is applied on associated response and performance of fine-tuned model to obtain a recommended output. [
Disclaimer: Curated by HT Syndication.
