WM. TODD WARDZINSKI

Senior Architect · Kubernetes & AI Specialist · Entrepreneur

Summary

Senior Architect on Red Hat's Services Platform Team focused on software development, Kubernetes containerization, and AI-powered solutions. Deep expertise in transitioning monolithic architectures to microservices, infrastructure tuning, and extending modernization into intelligent, AI-enhanced applications. Recently diving deep into AI/ML — developing innovative solutions with RAG (Retrieval-Augmented Generation) architectures and leveraging OpenShift AI, bringing two applications close to startup phase that combine cloud-native architectures with intelligent automation.

Diverse skill set spanning mobile/platform development, infrastructure management, and AI/ML implementation across languages including Java, C++, C#, Python, JavaScript, Node.js, Angular, Swift, and PHP. Proficient in relational, NoSQL, and vector databases; well-versed in virtualization (Proxmox, Xen, KVM, OpenStack) and container orchestration (Kubernetes, OpenShift 3/4). Maintains a highly available 3-node homelab running Proxmox with k3s/k8s clusters interconnected via 10gb networking as an R&D environment for enterprise-grade solutions and AI workloads.

Professional Experience

Senior Architect — AI Services Platform Team

Red Hat, Inc. | Jun 2026 – Present
  • Senior AI and platform architect on Red Hat's 12-person Services Platform Team (SPT), turning customer vision into delivered outcomes for enterprise AI adoption and OpenShift/Kubernetes modernization.
  • Source and shape strategic “big bet” and First-of-a-Kind (FOAK) services engagements with field sellers — from multi-billion-dollar agentic AI pipeline in the public sector to AI-as-a-Service POCs scaling to GPU superpod clusters (KServe, vLLM, 120B+ models on NVIDIA DGX B200s).
  • Author and drive Red Hat's technical approach to disconnected AI — white papers that set the direction for Red Hat OpenShift AI (RHOAI) in air-gapped and restricted-network environments and now shape how Sales, Services, and Product Engineering scope and deliver it.
  • Built and open-sourced the Red Hat AI Sizing Skill — an agent skill that maps an AI use case (chatbot, RAG, AI-assisted development, agentic/MCP workflows, fine-tuning) to the GPUs, node shapes, CPU/RAM/storage/network, concurrency envelope, and licence-vetted open-weight models required on OpenShift AI / vLLM / llm-d — giving customers and sellers a traceable, calculator-backed answer to “how many GPUs do we need for 400 developers?” before procurement.
  • Built the Red Hat Engagement Kit (RHEK) — a skills-based delivery framework that leads customer engagements from the agent harness first instead of bolting one on later: each phase (setup, infrastructure discovery, app-portfolio assessment, executive deliverable) is a Claude Code / OpenCode skill that reads from and writes back to a living engagement context, so every finding compounds into the next step — a repeatable “compounding delivery” engine adopted across the delivery organization to scale impact over Sales, Services, and Product Engineering.
  • Deliver billable architecture engagements well above target utilization — designing Zero Trust architectures, Keycloak/RBAC identity, Confidential Containers (CoCo), RHACM, and KEDA-driven autoscaling for regulated enterprise customers.
  • Recognized AI/Claude subject-matter expert — teaching AI Skills, MCP (Model Context Protocol), and Agentic Development Lifecycle (ADLC) workshops globally, driving the shift from traditional SDLC to AI-assisted ADLC.
  • Co-deliver Red Hat AI (RHOAI) 501 train-the-trainer enablement and Models-as-a-Service (MaaS) strategy, advancing frontier-to-local model migration with per-user token metering and governance.

Architect

Red Hat, Inc. | Jan 2022 – Jun 2026
  • Specialized in OpenShift/Kubernetes infrastructure and application modernization, pioneering enterprise AI integration with Anthropic Claude.
  • Architected multi-region OpenShift clusters with advanced networking, storage, and security, ensuring high availability and zero-downtime deployments across hybrid cloud.
  • Recognized Claude Code expert — developed Claude Skills and MCP (Model Context Protocol) implementations for enterprise environments.
  • Co-led AI strategy initiatives, built AI-powered automation tools, and taught teams Claude-assisted development practices.
  • Implemented DevSecOps pipelines with Syft, Grype, and Sigstore Cosign for supply chain security.
  • Led containerization of legacy systems, implementing microservices architectures and CI/CD pipelines that accelerated delivery from weeks to hours.

Senior Linux Consultant

Red Hat, Inc. | Aug 2017 – Jan 2022
  • Led consulting engagements across government and private sectors with deep OpenShift and Kubernetes integration for application development and infrastructure.
  • Crafted and executed cloud-first strategies with extensive Linux-centric technologies and DevOps methodologies.
  • Delivered full-stack mobile applications (iOS) using Swift, Node.js, Angular, Ionic, and MongoDB.
  • Built CI/CD pipelines with Jenkins, Ansible, and OpenShift for automated deployments.
  • Provided Agile-based training and developer enablement across client teams.

Middleware Consultant

Red Hat, Inc. | Dec 2013 – Aug 2017
  • Delivered mobile and middleware consultation using Node.js, Angular, Cordova, and native iOS (Swift).
  • Led POC initiative for JBoss Data Grid / Infinispan caching infrastructure.
  • Designed and maintained large Hadoop clusters of physical and virtual Linux machines.
  • Developed microservice architectures and full SDLC mobile application support.
  • Assessed technology health of acquisition targets through deep code and architecture analysis.

Co-Founder

Ohtari Labs, LLC (www.ohtarilabs.com) | Jun 2025 – Present
  • Co-founded a Virginia technology consultancy delivering AI automation, cloud-native infrastructure, and custom software to small and medium businesses — hands-on implementation in fixed-scope engagements, with enterprise-grade practices sized for SMB budgets.
  • Lead the flagship AI Services line — custom MCP (Model Context Protocol) servers that expose internal systems to Claude, multi-agent systems with tool use and human-in-the-loop guardrails, and n8n workflow automation.
  • Architect multi-cloud hosting on Azure, AWS, and hybrid environments — Linux, Docker, and Kubernetes infrastructure delivered security-first, with penetration testing and security assessments for compliance-driven customers.
  • Deliver full-lifecycle application and SaaS development — MVP builds, multi-tenant architecture, and recurring-revenue product models carried from ideation through production and ongoing maintenance.

Founder

Grayson Digital, LLC (www.grayson.digital) | Jan 2005 – Present
  • Boutique consultancy delivering full-stack development, AI-powered acceleration, and DevOps/platform engineering.
  • Successfully enabled and scaled three startups entirely through AI automation, turning concepts into market-ready products.
  • Developing sophisticated AI agent systems using multi-agent approaches with LlamaStack and production RAG solutions.
  • AI implementations reduce development time by up to 70% while maintaining enterprise-grade quality.

Software & Systems Engineer

Progeny Systems Corporation | Nov 2006 – Nov 2013
  • Led research in open-source virtualization (Xen, KVM, Citrix) and cloud-based stacks (OpenStack).
  • Developed Java/C++ applications in support of U.S. Naval technical initiatives.
  • Co-developed C++ biometric facial recognition interfaces (SPOTR).
  • Engineered and implemented custom Linux server farms; integrated network-gating hardware from 8U to 2U.

Tier 2 Product Support / App Developer

ServiceLink, LP | May 2006 – Nov 2006
  • Provided escalated technical product support; developed C# automation tools for complex internal processes.

Web App / DB Developer

University of Pittsburgh School of Nursing | Nov 2004 – May 2006
  • Designed and implemented the e-QLTP electronic survey system for lung transplant patient research.
  • Developed web applications in PHP, MySQL, and JavaScript for clinical data collection.

QA / Web Developer

invivodata | Nov 2003 – Nov 2005
  • Led major revisions of company training database from MS Access to dynamic PHP/MySQL web application.
  • Developed web applications under HIPAA and Part 11 regulatory compliance.

Technical Proficiencies

AI & Machine Learning

Anthropic Claude, Claude Skills, MCP, Agentic Development (ADLC), RAG Architectures, LlamaStack, OpenShift AI (RHOAI), KServe, vLLM / llm-d, Models-as-a-Service (MaaS), Vector Databases

Languages & Frameworks

Python, Node.js, JavaScript, TypeScript, Angular, React, Ionic, Cordova, Java, C#, C++, PHP, Laravel, Express, Swift, Bash

Testing

Jest, Enzyme, Detox, Cypress, Chai, Mocha, Cucumber, JUnit, Molecule

Cloud & Infrastructure

Kubernetes, OpenShift 3/4, Docker, AWS, Ansible, Jenkins, Nginx, Proxmox, Xen, KVM, OpenStack

DevSecOps

Syft, Grype, Sigstore Cosign, GitOps, Infrastructure as Code, CI/CD Pipelines

Tools & Platforms

Git, GitLab, VSCode, Vim, Swagger, Linux (RHEL/Debian), Windows Server, MongoDB, MySQL, MSSQL, Sqlite, NoSQL