US 12,608,631 B1 · Mobile-optimized multi-stage LLM with autonomous reasoning

Abstract

A system and method for extending mobile-optimized multi-stage language model processing with autonomous reasoning capabilities. Building upon the three-tier thought caching architecture from the parent invention, the system implements a cognitive dyad framework that continues reasoning operations in cloud environments when mobile devices are inactive. The system enters a dream-state processing mode during periods of user inactivity, performing memory consolidation, thought cache optimization, and novel thought generation without consuming mobile device resources. Through persistent cognitive operation, the system maintains reasoning continuity across user interactions and devices while preserving mobile optimization benefits including battery-aware execution, offline functionality, and privacy protection. The cognitive dyad functions as a thinking partner rather than merely a responsive tool, generating novel insights through autonomous exploration while maintaining strict boundaries between private and shared thought spaces.

Claims19

Dependent claims

A computer system comprising a hardware memory, wherein the computer system is configured to execute software instructions stored on nontransitory machine-readable storage media that:

receive a prompt from a user of a mobile device;
process the prompt into a plurality of corresponding thoughts using a first reasoning large language model;
route both the prompt and the plurality of thoughts through a second large language model that has fewer parameters than the first reasoning large language model;
associate each corresponding thought in the plurality of corresponding thoughts to a portion of the prompt;
cache each associated corresponding thought in a multi-tier thought caching architecture;
generate a response to the prompt by processing the plurality of thoughts and the prompt through the second large language model;
and
continue autonomous reasoning operations without user interaction in a cloud environment when the mobile device is inactive, generating new thoughts based on existing cached thoughts and user interaction history.

5 more elements

Dependencies are inferred from the claim text.

Mobile-optimized multi-stage LLM with autonomous reasoning

Life of this patent

Mobile-optimized multi-stage LLM with autonomous reasoning

Life of this patent

Abstract

Claims19