EPISODE · Aug 8, 2026 · 19 MIN
EP356: CMA solves the visual token explosion
from Learning GenAI via SOTA Papers · host Yun Wu
Title: Cognitive-structured Multimodal Agent for Multimodal Understanding, Generation, and EditingSource: http://arxiv.org/abs/2607.08497v1Summary:This paper introduces a novel architectural framework for multimodal agents that replaces monolithic context-window scaling with an Episodic Visual Memory and selective reactivation system to prevent visual token explosion. By decoupling perception, cognitive retrieval, and execution, it establishes a highly efficient and scalable paradigm for long-horizon multimodal agentic reasoning and action.
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EP356: CMA solves the visual token explosion
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