Penguin Solutions said rising AI workload complexity is increasing the need for scalable KV cache and advanced memory architecture to support inference at scale

Penguin Solutions said rising AI workload complexity is increasing the need for scalable KV cache and advanced memory architecture to support inference at scale. Its CTO made the case at FMS 2026 as the stock recently rose 10.4% amid focus on AI memory bottlenecks.