Understand the system
We agree on the question, scope, access boundaries, and what a useful outcome looks like. Existing diagrams, configuration, and team context come first.
Independent engineering. Clear direction.
Hands-on DevOps and cloud engineering, with security built into the conversation. Practical help for your AWS infrastructure, Kubernetes, and delivery workflows.
01 / How I can help
From an independent review to hands-on implementation, get advice that connects infrastructure decisions to how your team actually works.
02 / The platform
No infrastructure and no lifecycle yet? Get a production-grade, secure AWS and Kubernetes platform built from a tested baseline, in your accounts, as your own code. Add agents that watch it and propose the fixes.
03 / Selected work
Case studies from the platform behind Soft Guide: cells, a single controlled exit to the internet, declared network access, guardrails, and an AI SRE agent that never acts alone.
A platform that grows by adding identical, isolated cells: one VPC and one cluster each, built from one module and handed to GitOps through a single ConfigMap.
Every outbound connection from a cluster leaves through a single gateway that allowlists hostnames, behind three independent fences: routing, CNI policy and an L7 proxy.
An AI SRE agent inside the cluster: it investigates every alert with read-only tools, reports cause and evidence in chat, and changes nothing without a human approval checked in code.
04 / Security is part of the work
Good infrastructure advice goes beyond a list of findings. It explains what matters, why it matters, and how to move forward.
Explore security advisory05 / A practical engagement
We agree on the question, scope, access boundaries, and what a useful outcome looks like. Existing diagrams, configuration, and team context come first.
Review the relevant architecture and configuration. Document findings with context, impact, effort, and the decisions they support.
Work through agreed changes or equip your team to implement them. Leave a prioritized roadmap, clear documentation, and a practical handover.
Start a conversation
Tell me what you are building, operating, or trying to improve.