Research Note: Improving Inference with NVIDIA’s Inference Context Memory Storage Platform

NVIDIA Vera Rubin

At NVIDIA Live at CES 2026, NVIDIA introduced its Inference Context Memory Storage (ICMS) platform as part of its Rubin AI infrastructure architecture. NVIDIA’s ICMS addresses KV cache scaling challenges in LLM inference workloads.

The technology targets a specific gap in existing memory hierarchies where GPU high-bandwidth memory proves too limited for growing context requirements while general-purpose network storage introduces latency and power consumption penalties that degrade inference efficiency.

SC25: Beyond Super Computing

SC25

Supercomputing 2025 delivered a clear message to enterprise IT leaders: the infrastructure conversation has fundamentally changed. The announcements from SC25 were about architectural transformation.

From rack-scale designs to quantum integration to facility-level engineering, the building blocks of large-scale AI and HPC systems are being reimagined.

NVIDIA GTC 2025: The Super Bowl of AI

NVIDIA GTC 2025 Storage

If you thought AI was already moving fast, buckle up, Jensen Huang threw more fuel on the fire. NVIDIA’s GTC 2025 keynote wasn’t just about new GPUs; it was a full-scale vision of computing’s future, one where AI isn’t just a tool — it’s the foundation of everything.

Let’s look at what Jensen talk about during his 2+ hour keynote.

Research Note: Supermicro’s New Datacenter Scale Liquid Cooling

Supermicro Liquid Cooling

Supermicro recently announced a comprehensive, end-to-end liquid cooling solution for data centers. The solution encompasses critical hardware components such as Coolant Distribution Units (CDUs), cold plates, Coolant Distribution Manifolds (CDMs), cooling towers, and integrated management software.