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Services & Consulting

Technology should solve problems, not create them. We help organizations untangle complex infrastructure, escape vendor lock-in, and build systems that last using open-source tools, proven architecture patterns, and direct access to senior engineers who have done this before.

01

Infrastructure Architecture & Advisory

The situation

You are about to make a major infrastructure decision (cloud migration, platform choice, vendor switch) and the wrong call costs years and millions.

What we do

Architecture reviews, technology audits, migration planning, CTO-as-a-service for scaling organizations. We bring Fortune 100 experience to help you make the right call.

Modernized Croesus legacy on-prem to cloud-native AWS. Migrated NOOS from legacy to cloud with 75 percent cost reduction. 25+ years across embedded systems, security, and cloud architecture.

02

Cloud-Native Adoption & Kubernetes

The situation

Your team wants containers and Kubernetes but you are drowning in complexity, or your current setup is fragile.

What we do

Kubernetes/OpenShift/OKD deployment on bare metal or cloud, CI/CD pipeline design, cluster operations, GPU integration for AI workloads.

Nvidia GPU operator fix for OKD 4.20 (contributed back to open source). Router pod health-check watchdog in Rust. Harmony orchestrates complete clusters from bare metal.

KubernetesOpenShiftOKDCephGPU/CUDA
03

Vendor Lock-In Reduction & Migration

The situation

Your VMware bill just went up 10x. Your multi-cloud strategy is actually a multi-vendor-lock-in strategy.

What we do

Audit current dependencies, design portable architectures, migrate workloads to open-source alternatives, implement Harmony for infrastructure orchestration.

Clients migrated from Digital Ocean + AWS + Azure + GCP to single self-hosted environments. Open-source stack eliminates licensing surprises.

HarmonyOPNSenseKubernetesOpenStack
04

AI Infrastructure & Model Deployment

The situation

You have models but no reliable way to serve them in production at scale, on your own hardware, with your own data staying local.

What we do

GPU cluster setup, model serving pipelines (PyTorch, custom models, off-the-shelf LLMs), cost/throughput optimization, end-to-end bare-metal AI infrastructure.

Years of serving LLMs and custom NLP models in production. Multi-GPU training on owned hardware. From model packaging to production deployment.

PyTorchCUDAvLLMOKDCeph
05

Ongoing Operations & Support

The situation

You built it (or someone built it for you) but now who runs it?

What we do

Managed infrastructure operations, monitoring, alerting, upgrades, on-call support. We can operate your stack or hand you the keys.

Long-term client relationships. Clients deploy their stack 200 times in one night with confidence. 5+ years running production MDCs with minimal downtime.

How We Work

We are not a staffing agency. We start with understanding the problem (discovery/audit), then propose a concrete plan with clear outcomes, then execute staying as long or as short as needed.

We can embed with your team or operate independently. Either way, you get direct access to senior engineers who have built and run infrastructure at scale.

Our engagement model: understand first, plan second, execute third. No guesswork, no black boxes, no vendor lock-in.

Let us Talk About Your Situation

Whether you are facing a complex migration, building from scratch, or just want to understand your options we are here to help.

Book a Free Consultation