13 min read
The Sell Math: How ClusterMAX 2.0 Ratings Translate Into Revenue
Marc Austin: May 20, 2026 7:38:40 PM
Hedgehog AI Network Planner: Part 3
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Marc Austin: May 20, 2026 7:38:40 PM
14 min read
The Speed Math: The Value of Zero Touch Provisioning
Marc Austin: May 20, 2026 5:23:34 PM
Hedgehog AI Network Planner: Part 4
24 min read
The CapEx Math: Unlocking your GPU Investment
Marc Austin: May 20, 2026 2:46:53 PM
Hedgehog AI Network Planner: Part 2 When teams build AI clusters, the budget conversation almost always starts and ends with GPUs. That is rational....
11 min read
The Design Math: Why Reference Architectures Win
Marc Austin: May 19, 2026 5:34:36 PM
Hedgehog AI Network Planner: Part 1 We recently announced that Hedgehog is an NVIDIA-validated solution architecture for NVIDIA Spectrum-X. We also...
4 min read
Can I Vibe Code My Cloud Infrastructure?
Marc Austin: Feb 24, 2026 1:32:08 PM
The Margin for Error Matters — And Infrastructure Has Zero Tolerance ArsTechnica recently reported on the Kiro Incident, with the headline “An AI...
3 min read
TechArena Take: Hedgehog Brings Hyperscaler Agility to Enterprise AI
Marc Austin: Jan 27, 2026 12:38:16 PM
As organizations build private AI clouds to control costs and protect their data, they face a familiar dilemma: the trade-off between performance and...
3 min read
Hedgehog Perspective: Uptime Institute’s Five Data Center Predictions
Marc Austin: Jan 27, 2026 12:16:37 PM
1 min read
Industry Leading AI Network Performance with Hedgehog
Marc Austin: Oct 19, 2025 10:10:11 AM
SemiAnalysis recently completed ClusterMAX testing on NVIDIA B200 GPU services offered by FarmGPU and RunPod. NCCL testing of their Hedgehog AI...
6 min read
Enterprise AI Models: How Hardware Advances Are Reshaping the Self-Hosting Calculus
Art Fewell: Aug 19, 2025 1:33:55 PM
Cohere's recent $6.8 billion valuation signals something interesting about enterprise AI preferences, but not quite what you might expect. While...
8 min read
The Optics Bottleneck: Why AI Clusters Are Stalling on Network Connectivity
Art Fewell: Aug 6, 2025 12:55:55 AM
Bottom Line Up Front: The supply chain crisis in high-speed ethernet transceivers has forced organizations building AI clusters into technical...