services
What I get hired to fix
Two halves. Keeping infrastructure alive (Kubernetes, gateways, cloud cost, security), and shipping AI that survives real users (RAG, chatbots, agents, LLM cost). From a 2am production fire to a quarter-long build. Take any of it as an emergency fix, a scoped project, or ongoing advisory.
Infrastructure Debugging & Incident Response
Production is down, a pod won't start, or nobody knows why latency tripled. I debug it to root cause and get you back up.
learn more →API Gateways & Networking
Ingress that won't route, an API gateway nobody understands, or a VPN appliance you want gone. I make traffic flow the way it should.
learn more →DevOps & Platform Engineering
Kubernetes set up properly, infrastructure in code, and CI/CD that deploys without drama. The platform your team wishes they already had.
learn more →Cloud Cost Optimization (FinOps)
Your AWS or GCP bill keeps climbing and nobody knows exactly why. I find the waste and cut it, and your system stays just as fast and reliable as before.
learn more →Security & SRE Hardening (DevSecOps)
Shrink your attack surface and stop the 3am pages. Security and reliability hardening that respects your team's time.
learn more →AI Engineering & AI Agency
You want to ship an AI feature, a RAG assistant, an agent, a self-hosted model, but the gap between a demo and production is wide. I close it.
learn more →MLOps & Model Deployment
Your model works in a notebook. Getting it served, scaled, monitored, and safe to update in production is a different job. That is the one I do.
learn more →RAG Systems & AI Chatbots
You want a chatbot over your docs that gives correct answers with citations, but the prototype makes things up and nobody trusts it. I fix that.
learn more →AI Agents & Workflow Automation
Your agent works 70% of the time, which is a great demo and a terrible product. I get it to a reliability number you'd actually put in front of users.
learn more →LLM & AI Cost Optimization
Your OpenAI or Anthropic bill is climbing and a lot of it is waste. I find where the money goes and cut it without wrecking quality.
learn more →Got a problem worth a look?
Book a free 30-minute call. We diagnose it together, and you walk away with a plan you can act on. You’ll get a straight read either way.