SRAM Drives Inference Gains, While HBM Serves Broader Demands

How Groq's LPU uses SRAM for 24x faster AI inference and why Nvidia is adding similar tech to its Rubin platform. Learn about the trade-offs.

#SRAM, #AIinference, #GroqLPU, #NvidiaRubin, #MemoryTech

https://newsletter.tf/groq-lpu-sram-ai-inference-nvidia-rubin/

Groq's LPU is up to 24 times faster for AI inference using SRAM, while Nvidia is adopting similar tech. This is a big change for AI speed.

#SRAM, #AIinference, #GroqLPU, #NvidiaRubin, #MemoryTech
https://newsletter.tf/groq-lpu-sram-ai-inference-nvidia-rubin/

Inference is becoming the primary cost center of AI, and NVIDIA’s Feynman roadmap suggests a shift from training-centric GPUs toward latency-optimized, inference-scale systems.

As real-time agents, copilots, and edge deployments grow, inference sovereignty—where compute is located, how fast it responds, and who controls the hardware—will define the next phase of AI infrastructure.

With NVIDIA GTC 2026 approaching, the key question is whether NVIDIA will formally introduce a new class of inference-focused silicon and fabric to complement its training platforms.

https://www.buysellram.com/blog/nvidia-next-gen-feynman-beyond-training-toward-inference-sovereignty/

#InferenceSovereignty #LLMInference #AgenticAI #NVIDIA #Feynman #HBM4 #SRAM #AdvancedPackaging #SiliconPhotonics #AIInfrastructure #GPU #GTC2026 #Rubin #Blackwell #DeterministicCompute #LPX #GroqLPU #technology

Inference is becoming the primary cost center of AI, and NVIDIA’s Feynman roadmap suggests a shift from training-centric GPUs toward latency-optimized, inference-scale systems.

As real-time agents, copilots, and edge deployments grow, inference sovereignty—where compute is located, how fast it responds, and who controls the hardware—will define the next phase of AI infrastructure.

With NVIDIA GTC 2026 approaching, the key question is whether NVIDIA will formally introduce a new class of inference-focused silicon and fabric to complement its training platforms.

https://www.buysellram.com/blog/nvidia-next-gen-feynman-beyond-training-toward-inference-sovereignty/

#InferenceSovereignty #LLMInference #AgenticAI #NVIDIA #Feynman #HBM4 #SRAM #AdvancedPackaging #SiliconPhotonics #AIInfrastructure #GPU #GTC2026 #Rubin #Blackwell #DeterministicCompute #LPX #GroqLPU #technology

With NVIDIA GTC 2026 approaching, the key question is whether NVIDIA will formally introduce a new class of inference-focused silicon and fabric to complement its training platforms.

https://www.buysellram.com/blog/nvidia-next-gen-feynman-beyond-training-toward-inference-sovereignty/

#InferenceSovereignty #LLMInference #AgenticAI #NVIDIA #Feynman #HBM4 #SRAM #AdvancedPackaging #SiliconPhotonics #AIInfrastructure #GPU #GTC2026 #Rubin #Blackwell #DeterministicCompute #LPX #GroqLPU #technology