●builderWorth tracking for production deployments requiring long-context inference at sub-quadratic cost, particularly as hybrid architectures mature.
●researcherDynamic state merging addresses a concrete failure mode in multi-state linear attention — relevant to architecture research on efficient long-context LLMs.