MUMBAI, India, May 29 -- Intellectual Property India has published a patent application (202611049088 A) filed by Arvind Kumar Singh, Sonbhadra, Uttar Pradesh, on April 17, for 'adaptive reasoning engine: hardware-optimized methods for sparse expert routing, adaptive compute halting, persistent memory management and difficulty-caliberated training.'

Inventor(s) include Arvind Kumar Singh.

The application for the patent was published on May 29, under issue no. 22/2026.

According to the abstract released by the Intellectual Property India: "The present invention discloses five hardware-anchored methods and systems, protected by eight claims, for optimizing the parallel execution efficiency, VRAM bandwidth utilization, and compute cycle all...