Principal SRE Architect at Nscale. I build and run AI infrastructure at scale. Formerly Oracle Cloud Infrastructure & Adobe. Occasional writer on systems & life
AI systems collectively race toward one number: Time to first token. It's the metric that exposes weaknesses across the AI stack and the one users feel instantly when it's wrong.
Every layer of the AI stack is an opportunity:
🔋 Energy ultimately decides what you can run.
𖣘 Chips govern how efficiently.
⚙️ Infrastructure turns compute into scaleable systems.
</> Models define what you can build.
🖥️ Applications are where it all pays off.
👉 Nscale integrates all five.
📔New report. The AI-native advantage: How infrastructure is reshaping the AI race.
The first phase of the AI race was defined by access to compute. The next is being defined by inference economics: https://t.co/guxocQdzSG
After four years heads-down building and running Tier 0 infrastructure — and then rebuilding much of it as that platform became an AI provider — I finally did some writing again.
It's not a technical piece. It's about a week in Sardinia with my wife for our 26th anniversary, and the small, ordinary ways AI quietly changed how we traveled: rerouting a day when the plan fell apart, booking an anniversary dinner over WhatsApp in Italian I don't speak, and — during one spa afternoon — building a working network-diagnostics tool and pushing it to GitHub before she was out of her treatment.
I came up in the Dot Com years. I remember when MapQuest and online reviews first made travel feel possible in a new way. This felt like the next jump — and I wanted to write about it from the ordinary side, not the hype side.
https://t.co/9j31hHAHJ1
Presenting: The 5 best toys of all time that no kid should be without. These will fit within any budget, are appropriate for a wide age range, and are time-tested, kid-approved! You can even combine them for extra fun. You're welcome, parents. https://t.co/OI2tyBAXFl
Thank you to all who attended my session todat at #OSSummit it was great honor to visit with fellow technologists and talk about a very fun topic @CloudNativeFdn#blockchain
Today I’m thrilled to announce what I have been working on with my partners @maymounkov and @markburgess_osl: @AljabrIO — we’re working on the future of cloud-native data pipelines! Stay tuned, starting with our weekly blog series: https://t.co/1JicKWr1CI 🙏🏻