About us
What we do
Why us
How it works
Stories
Insights
Contact
Get Started
Scalium
>
Blog
SCAILIUM Blogs - The AI Production Layer
All
Press Release
Customer Story
Categories
Mar 19, 2026
GTC 2026 showed where AI infrastructure is heading: production inference, AI factories, and the data bottlenecks that still slow GPU performance.
Read more
Mar 17, 2026
GTC 2026 clarified the AI stack. NVIDIA, VAST, WEKA, and Hammerspace defined key layers, but one execution layer still remains under-defined
Mar 15, 2026
Ahead of GTC 2026, this article explains why enterprise AI needs a production layer between data and compute for better inference, throughput, and AI factory efficiency.
Mar 7, 2026
MWC 2026 showed a clear shift from AI hype to AI execution. Here are 7 lessons on agentic AI, network APIs, power limits, edge infrastructure, and the data bottleneck.
Feb 9, 2026
Are your GPUs sitting idle? Learn why running large AI data workloads on CPUs creates silicon starvation and how SCAILIUM’s GPU-native AI Production Layer doubles compute efficiency.
This is the AI industry’s most expensive secret. The average enterprise GPU spends 40% to 80% of its life doing nothing.
Seven signals that reveal hidden issues in enterprise AI, including pipeline bottlenecks and low GPU utilization.
Jan 20, 2026
January 2026 marked the moment AI Factories moved from theory into production. Humanoid robots entered factories, nations invested in sovereign AI infrastructure, and trillion-dollar compute bets reshaped how intelligence gets built and deployed.
Jan 12, 2026
Eight clear predictions shaping AI factories in 2026. Learn how AI shifts from software to industrial production, driven by energy, infrastructure, and real-world execution.
Jan 4, 2026
As AI scaling hits a wall, power is the new bottleneck. Discover why tech giants have GPUs sitting idle and how a GPU-native AI Production Layer solves energy constraints through throughput efficiency.
Dec 23, 2025
Discover the top AI Factory news for December 2025.
Dec 22, 2025
Enterprise GPU utilization often hovers between 30-50%, creating a 'Silent Crisis' that costs millions in wasted OPEX.
Dec 16, 2025
Discover the AI Production Layer, the emerging infrastructure category solving GPU starvation and bridging the gap between enterprise storage and modern silicon.