// AI Architecture & Consulting
I help teams move from AI prototypes to production systems: agentic workflows, cloud deployment paths, evaluation loops, and the operating discipline to keep them useful.
// What I do
From architecture to production. I design and build the software, systems, and agents that work reliably, stay maintainable, and keep running after handoff.
01 —
Production-minded agents built with LangGraph, LangChain, Microsoft Agent Framework, Google ADK, MCP, Claude Code, and OpenCode. Designed around real tools, state, memory, and recovery.
Outcome: turn promising prototypes into inspectable agent workflows teams can run, improve, and trust.
02 —
Azure AI Foundry, Vertex AI, Firebase, Docker, Kubernetes, and Terraform deployments with the operational scaffolding needed to ship AI systems reliably.
Outcome: give teams a deployment path with repeatable releases, clear ownership, and observable production behavior.
03 —
Workflow automation and data pipelines across n8n, Microsoft Graph API, Meta Graph API, Apify, Firecrawl, ServiceNow, Jira, SAP, and custom Node.js or Python services.
Outcome: connect fragmented tools into reliable workflows that gather data, trigger actions, and reduce manual operational drag.
04 —
Website builds and overhauls, domain registration, hosting setup on modern infrastructure, content management and CRM configuration, and the integrations that connect the tools a business already uses into something that actually works together.
Outcome: a site you own, on hosting you control, with a system that does not require a middleman to keep it running.
// Applied across all work
Small business tech has a dependency problem. A vendor builds your site on their platform, registers your domain in their account, and holds every login. When the relationship sours or they get complacent, you are a tenant in your own digital property, and you have no leverage.
That is not how I work. The domain lives in an account you control. The hosting is yours. The login to edit your own site belongs to you. If the relationship ends, nothing critical goes with me, because nothing critical was mine to begin with.
The job is to build something that runs well, belongs to you, and keeps running after I am done. Anything past that is a choice you make, not a necessity I manufacture.
This site is built and hosted by Hans on Cloudflare. If you want to know how, that is a conversation we can have.
// Knowledge & Community
Free access to the knowledge that matters. The goal is never gatekeeping: it's building a community of people who actually understand the tools they're working with.
Give someone a solution and you help them once. Teach them to build solutions and you change what they are capable of.
Deeper content, structured courses, and a community for those who want to go further, for a fair price.
YouTube
Zen Solutions
Tutorials, breakdowns, and real builds. AI architecture explained without the fluff.
Substack
Zen Solutions
Long-form writing on AI systems, architecture decisions, and lessons from the field.
Patreon
Zen Solutions Community
Courses, webinars, and a community of builders. Structured learning for those going deep.
GitHub
Zen Solutions
Open source tools, agent frameworks, and production code from the field.
// Free Resource
The reference I wish someone had handed me three years ago. A grounded, honest walkthrough of the AI landscape in 2026 — what is actually possible, what is overhyped, what is dangerous to skip, and a 90-day path to becoming a real practitioner.
Not a prompt dump. No ten ChatGPT hacks. Written from years of production work at the intersection of enterprise AI and the discipline of building well.
What's inside
From the closing
"Methods are many. Principles are few. The one who grasps the principles selects their own methods."
The currency at Level 4 is judgment. The market is flooded with operators. Strategists are rare. This manual shows you the path from one to the other.
// Selected Work & Experiments
A selection of public platforms, private tools, and field experiments across AI, DevOps, learning, and community systems.
AI Platform · Co-founder
An AI-powered coaching and learning platform built on LangGraph orchestration. Features a personalized coach agent, onboarding flows, and a structured knowledge architecture designed for scale.
Personal Tool · Knowledge Architecture
A personal knowledge management system built as a living second brain. Combines Obsidian, semantic retrieval via Supabase and pgvector, a custom MCP server, and automated capture pipelines into a unified intelligence layer.
Community Tool · Simulation & Tactics
A ballistic calculator and fire mission management system built for the ARMA Reforger community. Handles call-for-fire workflows, range and deflection computation, and mission coordination for realism server operations.
Community · Archery Dojo
A training program and tracker built for the archery dojo, serving kids and adults in the local community. Includes a session logging app with an integrated AI sensei agent grounded in Bhagavad-gītā As It Is as its source of guidance.
AI Platform · Transformation Advisory
An AI-powered production readiness and transformation advisory platform. Three assessment paths — Builder, Business, and PM — run parallel 8-domain analysis grounded in your session Knowledge Base. A single-click Web Search Report via Gemini 2.5 Pro synthesises cited, live-researched roadmaps with 90-day action plans.
// Enterprise Delivery
Enterprise · AI Infrastructure Automation
Agentic platform converting natural-language infrastructure requests into validated, deployable Bicep and Terraform. Multi-stage pipeline: NL understanding → code generation → security review → GitHub PR workflow → human approval gate, with WebSocket-driven real-time status streaming throughout.
Enterprise · AIOps & ITSM Automation
Microsoft Agent Framework-based enterprise operations platform for SAP alert processing, ServiceNow automation, AI-assisted incident triage, and RAG-powered recommendation workflows. Deployed across global operations with OpenTelemetry observability.
Enterprise · GenAI ITSM Assistant
LangChain-based AI work assistant for incident management, ServiceNow workflows, SLA tracking, and autonomous notification handling. The GenAI foundation that seeded the Azure-native ADM-Agentic platform now serving global enterprise operations.
// Who I am
Hans
Developer / AI/ML Systems Architect / AIOps / DevOps
Developer and AI/ML Systems Architect with a decade of combined experience building systems that operate at scale. I have led enterprise AI delivery teams through full development cycles, designing, architecting, developing, and deploying AI/ML systems in enterprise delivery across aerospace, global logistics, healthcare, financial services and beyond.
My work sits at the intersection of enterprise AI architecture, years of clinical practice, and a Gaudiya Vaishnava framework I have lived from the inside rather than studied at a distance. I served as a Medic in the US Army, worked through the pandemic years in the Malcom Randall VA Medical Center, and built a technical career as a software developer and consultant from scratch. The most important thing in this moment is not the AI systems. It is the people who use and direct them: their understanding, their judgment, and the human connection that no system can replace. Zen Solutions is built on that principle.
The tooling landscape evolves constantly. What follows is the stack I work in now, built through hands-on delivery across automations, application integrations, and deployed agentic workflows — in production.
// Let's Build
Whether you're building enterprise AI, exploring what's possible, or looking to learn: the conversation starts here.
// Join the community