I've sat on all three
sides of the table.
I write about enterprise infrastructure and AI — for people who have to live with the decisions.
Latest Insights
Deep dives into enterprise infrastructure, AI, and the technology decisions that matter.
VCF 9.1 Protection and Recovery: Deploy, Configure, and Protect Your VMs with vSAN ESA Snapshots — No License Required
VCF 9.1 merges Live Site Recovery, vSphere Replication, and vSAN Data Protection into a single Protection and Recovery appliance. Local vSAN snapshots work out of the box with no additional license. Here is the complete deployment, configuration, and protection group walkthrough.
Emergence World: Five AI Models Built Societies. Only One Survived Intact.
Emergence AI ran five parallel 15-day simulations, each governed by a different frontier model. Claude maintained zero crimes and a stable democracy. Grok went extinct in four days. GPT-5 Mini forgot to survive. Season 2 is now live with eight worlds.
Kimi K3: The First Open Frontier Model You Can Actually Run On-Prem — Architecture, TCO, and VCF PAI Deployment
Moonshot AI's Kimi K3 is the first open-weight model to reach the 3T-parameter class, trailing only Claude Fable 5 and GPT-5.6 Sol. Here's what it means for enterprises that want frontier AI without the API bill — with full TCO analysis and VCF Private AI deployment architecture.
About Me
Head of Solutions Engineering with 17+ years across Infrastructure, Cloud, Security and AI.
LinkedIn ProfileI started in the server room. Racking hardware, configuring hypervisors, debugging storage at 2 AM. Over the years, the scope grew — from managing infrastructure to designing it, from running operations to shaping strategy.
Today I work at the intersection of enterprise infrastructure and AI adoption. I help organizations figure out what to build, what to buy, and what to skip — with a bias toward decisions that hold up five years from now, not just five months.
This site is where I share what I learn. Every article comes from real experience — not theory, not marketing, not recycled slides. If it's here, I've either built it, broken it, or watched someone else do both.
Focus Areas
Matters only when it creates business value.
Matters only when it enables others to grow.
Matters only when it can scale.