Senior Infrastructure & AI Cloud Services
Eliminate cloud GPU waste, stabilize RAG retrieval, and operate high-availability Kubernetes infrastructure with senior-level SLA discipline across AWS, GCP, Azure, and Bare Metal.
Free 20-Min Infra Scan
A live, engineer-to-engineer teardown of your cloud architecture, GPU bills, and bottlenecks. No sales deck, only technical analysis.
Deep Infra Audit & Remediation
A comprehensive, line-item architectural teardown and hands-on remediation roadmap for teams spending $5K–$50K/mo on cloud infrastructure.
Identifies at least $10,000 in annualized cloud/AI waste within 14 days, or 100% refunded.
Implementation Sprint
Hands-on execution sprint to build, deploy, or migrate a specific infrastructure system, GPU inference pipeline, or GitOps cluster.
100% codified in Terraform/Kubernetes with interactive runbooks and zero vendor lock-in.
Fractional Staff SRE & MLOps
Dedicated senior infrastructure ownership for post-PMF startups needing high uptime, ongoing cost governance, and SLA discipline without a $180K+ US FTE.
Service targets, response windows, and escalation coverage agreed in the engagement scope.
Build Your Custom SRE, FinOps & MLOps Scope
Pick your engagement tier, cloud platforms, and exact technical capabilities. When you click Book Me, your custom brief is generated instantly so you can review or send it in one click.
Identifies at least $10,000 in annualized cloud/AI waste within 14 days, or 100% refunded.
Core Technical Specializations
Deep engineering execution across model serving, cloud architecture, reliability, and security:
1. SRE & Platform Engineering
Kubernetes platforms, service targets, monitoring, and incident response. I help the team understand capacity limits and maintain the system after delivery.
2. FinOps & Cloud Cost Optimization
A review of your cloud bill and workload, followed by prioritized changes to compute, storage, and networking. Savings estimates include the cost of implementation.
3. MLOps & LLM Infrastructure
Model serving with vLLM or llama.cpp and retrieval pipelines with explicit evaluation. We compare quality, latency, and operating costs before choosing the deployment.
4. Security, Compliance & Governance
SOC 2, HIPAA, and PCI-DSS infrastructure hardening, zero-trust IAM policies, HashiCorp Vault secrets management, and automated vulnerability scanning for mission-critical production workloads.
Collaborating with engineering teams across the US, Canada, and Australia. Remote-first, async-disciplined, with dedicated daily timezone overlap (PST, EST, and AEDT).
Frequently Asked Questions
How do you structure engagements with remote startups in the US, Canada, and Australia?
We agree overlap hours and response expectations before starting. Written updates and scheduled calls keep the team informed across timezones.
How quickly do FinOps optimizations deliver a return on investment?
Timing depends on the change, existing commitments, and traffic. We estimate implementation cost and compare the next relevant billing period after rollout.
Do clients retain full ownership of the code and infrastructure?
Yes, 100%. All infrastructure is codified in standard Terraform and Kubernetes manifests pushed directly to your private GitHub/GitLab repositories with zero vendor lock-in.
Can we customize our service scope across multiple cloud providers or hybrid bare-metal?
Yes. Whether you operate entirely on AWS, GCP, Azure, or maintain hybrid bare-metal GPU colocation, the service scope is tailored to your exact stack, compliance requirements, and business goals.
Have a custom cloud infrastructure challenge?
Start with a free 20-minute scan. I evaluate your current compute bottlenecks and provide an actionable technical roadmap with zero obligation.
Book Free 20-Min Infra Scan