US12608631B1 Mobile LLM Autonomous Reasoning ATOMBEAM
Summary
USPTO granted Patent US12608631B1 to ATOMBEAM TECHNOLOGIES INC. on April 21, 2026 for a mobile-optimized multi-stage language model system with autonomous reasoning. The patent covers a cognitive dyad framework that shifts reasoning operations to cloud environments when mobile devices are inactive, implementing a 'dream-state processing mode' during periods of user inactivity. The system performs memory consolidation, thought cache optimization, and novel thought generation without consuming mobile device resources, while maintaining reasoning continuity across user interactions and devices.
“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.”
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What changed
USPTO issued Patent US12608631B1 to ATOMBEAM TECHNOLOGIES INC. for a system and method extending mobile-optimized multi-stage language model processing with autonomous reasoning capabilities. The invention builds upon a three-tier thought caching architecture, implementing a cognitive dyad framework that continues reasoning operations in cloud environments when mobile devices are inactive. The patent claims a dream-state processing mode during user inactivity that performs memory consolidation, thought cache optimization, and novel thought generation without consuming mobile device resources. The cognitive dyad functions as a thinking partner that generates novel insights through autonomous exploration while preserving battery-aware execution, offline functionality, and privacy protection. Patent holders and licensees should note the scope of the 19 claimed inventions covering mobile-cloud cognitive processing architectures.
Archived snapshot
Apr 22, 2026GovPing captured this document from the original source. If the source has since changed or been removed, this is the text as it existed at that time.
Mobile-optimized multi-stage LLM with autonomous reasoning
Grant US12608631B1 Kind: B1 Apr 21, 2026
Assignee
ATOMBEAM TECHNOLOGIES INC.
Inventors
Brian Galvin, Alan McCord
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.
CPC Classifications
G06N 5/04 G06F 12/0811 G06F 1/3212 G06F 2212/6042 G06F 40/30 G06F 16/3329 G06F 16/3325
Filing Date
2025-04-15
Application No.
19178873
Claims
19
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