MUMBAI, India, June 26 -- Intellectual Property India has published a patent application (202441098882 A) filed by Hewlett Packard Enterprise Development Lp on December 13, 2024, for Ml-Based Performance Optimization Framework For Runtime Environments Across Multiple Programming Languages.

Inventors include Bhat, Suma Mudakare Bheema; Dange, Ashish; and Kamthania, Supriya.

The application for the patent was published on June 19, 2026, under issue no. 25/2026.

Abstract: Systems and methods are provided for adjusting runtime environments for optimizing performance. For example, the system can deploy a monitoring agent configured to collect a metrics of a runtime environment and provide them as input to a first machine learning model that outputs a pattern in the metric of the runtime environment. The output is provided to a second model that compares the pattern with a metric threshold. In response to the comparison, the system may determine an adjustment to the parameter that changes memory management or compilation strategies of the device. The system may also receive real-time feedback of an effect of the adjustment in the runtime environment and retrain the second model with the real-time feedback.

Disclaimer: Curated by HT Syndication.