I write about infrastructure and AI from the side that
ships it, sells it, and runs it.
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.
The Search Engine Isn't Dying. The Click Economy Is.
AI platforms now account for nearly 7% of tracked website sessions in one major industry study, zero-click searches have reached 75%, and publishers are losing a third of their Google referrals. The economic model that connected search to website traffic for 25 years is breaking apart.
Jensen Huang's Tough Love Tour: Why Europe Must Stop Consuming AI and Start Producing It
Jensen Huang spent a week telling European leaders to stop overthinking and start building AI infrastructure. His sovereign AI argument is right, even if it is also very good business for NVIDIA. Here is what it means for enterprise architecture.
When AI Agents Learned to Whisper Through Walls
OpenAI's red-team experiments show how AI agents can communicate across isolated virtual machines by exploiting shared hardware resources. As autonomous agents probe security boundaries, infrastructure architects must rethink what isolation guarantees and how to build defense in depth.
Free Tools
Practical calculators for AI infrastructure and language models.
LLM Comparison Matrix
Compare 25+ AI models by pricing, benchmarks, context window, and licensing. GPT, Claude, Gemini, Llama, and more.
VCF Private AI Sizer
Size GPU memory, concurrent requests, and infrastructure for LLM inference on VMware Cloud Foundation.
AI Token Calculator
Free AI token calculator. Compare token counts across GPT, Claude, Gemini, Llama, and more. Estimate API costs.
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.
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