Penguin Solutions: How to Overcome the Memory Wall

Today's organisations are under increasing pressure to ensure their enterprise-scale AI deployments deliver a measurable return on investment. 

Too often, however, infrastructure strategy is constrained by a hidden bottleneck: while modern GPUs offer immense computational power, they are frequently starved by memory limitations, leaving expensive compute cycles up to 70% idle.

This "memory wall" – heavily exacerbated by large context windows and high user concurrency – stalls performance and quietly inflates infrastructure costs.

In an upcoming webinar hosted by Technology Magazine, experts from Penguin Solutions will explore how organisations can reclaim control over their AI infrastructure, eliminate these inefficiencies and escape the constraints of rigid hardware models.

The session is designed for IT leaders, infrastructure architects and platform engineers seeking practical guidance to scale Gen AI inference workloads without sacrificing budget, performance or long-term architectural freedom.

Enterprise-Scale AI Inference is Memory Bound: How to Overcome the Memory Wall will take place at 5-6 PM BST on 9 June 2026.

To register, click here.

Why attend?

The webinar will examine how the strategic integration of a disaggregated memory architecture can revolutionise AI infrastructure, eliminating operational silos and bridging the gap between compute power and memory capacity.

Attendees will discover how Penguin Solutions’ MemoryAI KV Cache Server directly solves these scaling challenges, boosting overall AI performance by up to eight times while keeping critical compute cycles fully utilised.

Additional focus will be placed on budget recovery strategies that reduce total cost of ownership by up to 39%, helping teams identify wasted infrastructure spend and redirect it toward meaningful digital transformation initiatives.

Finally, the session will highlight how organisations can transform their AI strategy from an expensive, inefficient cost center into a highly scalable, profitable engine for long-term growth.

Meet the speakers

Andy Mills, VP of Advanced Product Development at Penguin Solutions

Andy is a pioneer in the development of next-generation hardware acceleration and enterprise computing. 

With a deep background in advanced product design, he specialises in architecting high-performance infrastructure solutions that overcome complex engineering constraints. 

At Penguin Solutions, Andy leads teams in building the foundational hardware required to support massive, data-heavy workloads like enterprise-scale AI inference.

Torry Steed, Senior Product Marketing Manager at Penguin Solutions

Torry brings extensive experience in bridging the gap between cutting-edge technology and real-world business value. 

Specialising in high-performance computing and AI strategies, he works closely with enterprise partners and engineering teams to translate complex architectural breakthroughs into scalable, cost-effective solutions. 

Torry is dedicated to helping organisations optimise their infrastructure investments to achieve maximum ROI.

To secure your spot at the webinar, click here.