The 2026 Guide to Dedicated GPU Servers for AI & Rendering
Feb 17 · 1 min read · Choosing the right infrastructure is arguably as important as the model architecture itself. In our latest article, we examine the dedicated server landscape for 2026. We review LEO Servers, phoenixNAP, DataPacket, and others to see who offers the be...
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I Pretrained a 360M LLaMA-Style Language Model from Scratch on 6B FineWeb Tokens (Single H100)
Feb 8 · 5 min read · Pretraining an LLM from scratch usually sounds like “big-lab-only” territory. I wanted to test how far a smaller, practical setup can go while keeping the process transparent and reproducible. This post documents an end-to-end run of training a ~360M...
Join discussionLatency is the New Downtime: The Strategic Case for Australian Bare Metal
Jan 23 · 2 min read · In modern system design, we often obsess over micro-optimizations in our code while ignoring the biggest bottleneck of all: the speed of light. For developers and CTOs targeting the Asia-Pacific (APAC) market, physical geography is a hard constraint....
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Why GPUs Are Still the Backbone of AI Infrastructure in 2025
Dec 23, 2025 · 5 min read · The Critical Role of GPUs in Modern AI Infrastructure Graphics Processing Units (GPUs) continue dominating AI infrastructure in 2025 because of their parallel processing architecture, which enables simultaneous execution of thousands of calculations—...
Join discussionGPU Scheduling: The Hidden Infrastructure Crisis Killing AI Companies
Dec 6, 2025 · 6 min read · GPU Scheduling: The Hidden Infrastructure Crisis Killing AI Companies Why GPU scheduling has become the most expensive problem nobody’s talking about The AI industry has a dirty secret: while everyone obsesses over model architectures and training t...
Join discussionOptimizing GEMM: GPU Architecture Essentials
Nov 27, 2025 · 22 min read · Every time you ask ChatGPT a question, get a movie recommendation on Netflix, or watch your phone recognize faces in photos, billions of matrix multiplications are happening behind the scenes. This fundamental mathematical operation has become the co...
Join discussionUnderstanding CUDA GEMM: Foundations for Optimization
Nov 27, 2025 · 43 min read · In our previous blog, we explored GPU computing fundamentals: memory hierarchies, thread organization, warps, memory coalescing, and kernel classification (memory-bound vs. compute-bound). In this blog, we apply these concepts to optimize GEMM (Gener...
Join discussionArchitecting for Performance: A Deep Dive into US Bare Metal Infrastructure and Network Topology
Nov 17, 2025 · 4 min read · In the era of cloud-native development, the abstraction of hardware often obscures the physical reality of infrastructure. However, for high-performance workloads, such as real-time gaming, AI model training, and high-frequency trading, the underlyin...
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Everything You Need to Know Before Buying the NVIDIA H100 GPU
Nov 17, 2025 · 4 min read · The NVIDIA H100 GPU is among the most powerful GPUs designed specifically for artificial intelligence (AI), machine learning (ML), and high-performance computing (HPC) workloads. Before investing in this GPU, it is crucial to understand its specifica...
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