AI Architect · Hands-On Architect · AI Engineer · Senior Software Engineer
I architect and ship production AI and machine-learning systems — LLM agents, distributed ML on Kubernetes, and AI-first .NET / Python — for enterprise teams. 20+ years of architecture and code, no hand-offs.

AI & Machine Learning — My Focus Today
Where the demand is right now, and where I spend most of my time. All shipped to production.
AI Agents & Agentic Migration
AI agents that do real work — including porting large FHIR/HL7 codebases between clouds with Claude on AWS Bedrock and custom MCP servers, architect-reviewed every pass.
Distributed ML & Deep Learning
LSTM and DeepAR in PyTorch and feature-ranking engines over 200K+ features — distributed across Kubernetes with Ray and KEDA so billions of calculations actually finish.
AI-First Product Engineering
LLM features on Claude — multi-model routing, RAG, MCP, and ML.NET projections — shipped in production SaaS like Grade My Investments.
Why Companies Hire Allan
AI-first architect and engineer, hands-on coder, 20+ years of reliable enterprise delivery.
AI Architect & AI Engineer
Applied LLMs in production — Claude agents, RAG, MCP — plus distributed ML (LSTM/DeepAR on Ray & KEDA). AI-first and hands-on.
Kubernetes Expert
Production K8s on every major cloud — Helm, ArgoCD, GitOps, autoscaling, and zero-downtime rollouts.
15 Years of Hyperscaler Cloud
Deep, hands-on Azure, AWS, and Google Cloud — architected for scale, security, and cost discipline.
Where I Go Deepest
Three disciplines I promote hardest — and have shipped to production for enterprise clients.
Clusters that run live systems
Production Kubernetes with Flux GitOps, Talos, EKS / AKS / OpenShift, and full observability — promoted across environments and engineered to stay up when it matters.
Explore Kubernetes AI & Machine LearningAI and ML that ship, not demo
LLM products and AI agents on Claude — RAG, MCP, agentic migration — plus distributed deep learning with LSTM / DeepAR, parallelized across Kubernetes with Ray and KEDA.
Explore AI & ML Cloud ArchitectureHyperscaler modernization
Azure, AWS, and Google Cloud — event-driven architecture, infrastructure-as-code with Pulumi and Terraform, and cost-disciplined, multi-region resilience.
See Cloud ExperienceThe Stack I Ship With
Cut to what matters: every tool here appears in a case study or shipped project on this site.
AI & Machine Learning
AI in the Cloud — only the managed AI services used in production
Hyperscaler Cloud
Big Data & Data Engineering
Languages — 30+ across a 20+ year career; these are the daily drivers
App Frameworks
DevOps & CI/CD
Have a hard problem? Let's build it.
AI-first architecture, hands-on engineering, corp-to-corp engagements out of Dallas / Ft. Worth.