Articles
Field notes on cloud & AI infrastructure.
Practical writing on multi-cloud architecture, self-hosted AI, data platforms, and security from the team building them.
Should you self-host your AI? A decision guide on cost, privacy, and lock-in
Hosted APIs are the fastest way to ship AI — until cost, privacy, and lock-in start to bite. A practical guide to when self-hosting open-weight models pays off, when it doesn't, and what a production stack actually requires.
Read articleYour DevOps partner: ship to production without building the team
Hiring a senior DevOps team takes months you don't have. Here's how partnering with one that already exists gets you to production now — and when hiring in-house is the right call instead.
How to cut your cloud bill 30–50% without slowing the team down
Most teams overpay 30–50% for the same workloads — and a big share is recoverable in weeks, with no rewrite. Where cloud waste hides, the quick wins, and the structural fixes that make savings stick.
A zero-downtime migration playbook
Migrations are feared because most teams do them rarely, under pressure, and all at once. Zero-downtime migration isn't luck — it's a method. The principles, the phases, and how to keep a way back at every step.
API vs self-hosted AI: the real total cost of ownership
Is self-hosting actually cheaper than a hosted API? It depends on utilization, volume, and the costs people forget. A practical model for running the numbers honestly.
What production AI agents actually need
A chatbot endpoint is not an agent platform. Agents act — so they need sandboxes, tool gateways, state, observability, and hard permission boundaries. What it really takes to run agents in production.
Your data warehouse isn't the problem — your pipelines are
When the numbers don't add up, teams blame the warehouse. The trust problem is almost always upstream — in brittle pipelines, untested models, and missing governance. How to fix the real cause.
Multi-cloud without the lock-in: a pragmatic strategy
Multi-cloud is sold as freedom and often delivers double the complexity. The pragmatic middle: a portable core, deliberate use of managed services, and abstracting only what's worth abstracting.
Security-first cloud delivery: passing your first SOC 2 without slowing down
Your first enterprise deal asks for SOC 2 and the team panics. It doesn't have to derail engineering. How to build the controls into your platform and automate the evidence — without turning security into a gate.