What I can help with

Three kinds of work. Pick the one that sounds like your problem.

An AI-built app that has to survive production

You shipped it fast. It has users. Now it has to stay up.

Vibe Scaling

You built it fast with an AI coding tool and it found users. I scale that app in place so it can take the traffic and the payments.

Vibe Code Migration

The prototype found users. When that stack can't carry it, I port it to a production language and framework and keep the features working.

An AWS setup that's expensive or fragile

The account works, until the bill, the outage, or the next migration.

Cloud Architecture

I design the AWS layout: accounts, network, and the services the app actually needs.

Multi-Cloud Architecture

A setup that uses more than one cloud, when AWS alone isn't the whole answer.

AWS Cloud

Accounts, networking, compute, and the managed services around them.

Security Consulting

I look at IAM, network boundaries, and the logs, then close the paths that are wider than the job.

Performance Optimization

I measure the slow path, fix that, and stop paying for capacity you aren't using.

Infrastructure Migration

I move the platform with a plan for downtime, the data, and the first week after cutover.

Database Migration

I move the database and check the data on both sides before anything goes live.

Database Optimization

Slow queries, missing indexes, and connection limits. I fix the ones that show up under real load.

Monitoring and Observability

Metrics, logs, and traces, so you hear about a failure before your users do.

A release process you don't trust

Deploys depend on a person remembering the steps.

DevOps

CI, infrastructure as code, and a release path the team can run without me in the room.

Infrastructure as Code

Need to change AWS infrastructure without guessing what Terraform will touch? I can help review the current stack, make the change, and check the plan before it is applied.

Serverless Infrastructure

Lambda, queues, and the rest of a serverless setup, when you want less to patch and a bill that follows the traffic.

Automated Deployment

Pipelines that build, test, and ship, without a checklist in someone's head.

MLOps

The infrastructure around training and serving models, from the notebook to production.

Questions people ask