头条新闻——克服人工智能记忆墙：为什么智能代理需要新的基础.pdf

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1、Overcoming The AI Memory Wall:Why AI Agents Need a New Foundation Val BercoviciChief AI OfficerThe Rise of Agent Swarms2025Paradox:Upside-Down TokenomicsToken Cost vs Token Volume00.511.522.533.5400.20.40.60.811.21.4$3B$4B(1-QRR)$550M ARRPricing Ripple EffectAgentic AI isHitting Hard LimitsThe AI Me

2、mory WallGPU BoundModel ParametersMemory CapacityMemory BoundPrefill DecodeMemoryDecodeGPUPrefillInputOutputKey Metric:KV Cache Hit RateScaling The Memory WallTokenWarehousingGPUPrefillThe Augmented Memory RevolutionGPUPrefillInputMemoryDecodeOutput1 Prefill DecodeMemoryDecodeOutputMemoryDecodeOutpu

3、tMemoryDecodeOutputMemoryDecodeOutputMemoryDecodeOutputInsights from Our Labs4X More Users&Agent SessionsPer GPUReal-World Agent Inference Performance02468101202040608010012014016018052224010444802088960Time to First Token(TTFT)Output T/sWorking Set SizeWEKA TTFTDRAM TTFTWEKA Output T/sDRAM Output T/sTokens Per SecondTTFTWhat it Takes to Win More Tokens Track KV Cache Hit Rate Prefill Once,Decode Forever Leverage GPU,Network,Memory Abundant Quality&Safety Tokens(Every Agent Step)Profitable AI Requires Overcoming The Memory WallLearn How to Maximize Your AIToken ProductionTHANKS FOR YOUR TIME