importantSYS.SOURCE: MiMo Blog• 2026-07-07T06:06:25Z

Hybrid SWA Inference Optimization in MiMo v2.5: Enhancing Efficiency and Scalability

#hybrid swa #inference optimization #kvcache management #multimodal ai #model efficiency

The article details technical optimizations in the MiMo v2.5 inference system, focusing on Hybrid SWA architecture to enhance KVCache efficiency and scalability for long-context and multimodal workloads. Key innovations include dual-pool KVCache management, tiered storage systems, and scheduling strategies that realize theoretical efficiency gains in production environments.

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> AUTOSTEP (YC P26) SEEKS AI/FULLSTACK ENGINEERS AND CHIEF OF STAFF > HISTORICAL EVOLUTION AND DECLINE OF PUBLIC URINALS IN URBAN INFRASTRUCTURE > SAN FRANCISCO CITY AS A VIDEO GAME PROTOTYPE > NVIDIA EXPLORES CUDA SUPPORT ON RISC-V ARCHITECTURE AT HOT CHIPS 2026 > EUROHPC INITIATES SIX QUANTUM TECHNOLOGY FUNDING CALLS WITH €119 MILLION ALLOCATION > SAN DIEGO CITY COUNCIL HEARING: INDIVIDUAL IN DARTH VADER COSTUME ADVOCATES FOR FLOCK SURVEILLANCE CAMERAS > CHARACTERIZING AGENTIC FLOODING OF GOVERNMENT SERVICES > GRAPHQL AUTHORIZATION FLAW EXPOSES SENSITIVE APPLICANT DATA AT BEAM LIVING > BROWSER FINGERPRINTING ANALYSIS WITH GLASSBOX: ASSESSING USER IDENTIFIABILITY > PICOMQ: DURABLE REAL-TIME STREAMS OVER HTTP USING S3-COMPATIBLE OBJECT STORAGE> AUTOSTEP (YC P26) SEEKS AI/FULLSTACK ENGINEERS AND CHIEF OF STAFF > HISTORICAL EVOLUTION AND DECLINE OF PUBLIC URINALS IN URBAN INFRASTRUCTURE > SAN FRANCISCO CITY AS A VIDEO GAME PROTOTYPE > NVIDIA EXPLORES CUDA SUPPORT ON RISC-V ARCHITECTURE AT HOT CHIPS 2026 > EUROHPC INITIATES SIX QUANTUM TECHNOLOGY FUNDING CALLS WITH €119 MILLION ALLOCATION > SAN DIEGO CITY COUNCIL HEARING: INDIVIDUAL IN DARTH VADER COSTUME ADVOCATES FOR FLOCK SURVEILLANCE CAMERAS > CHARACTERIZING AGENTIC FLOODING OF GOVERNMENT SERVICES > GRAPHQL AUTHORIZATION FLAW EXPOSES SENSITIVE APPLICANT DATA AT BEAM LIVING > BROWSER FINGERPRINTING ANALYSIS WITH GLASSBOX: ASSESSING USER IDENTIFIABILITY > PICOMQ: DURABLE REAL-TIME STREAMS OVER HTTP USING S3-COMPATIBLE OBJECT STORAGE