// 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 systems that move organizations from AI curiosity to operational AI.
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.
// 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're 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 drawing on the Bhagavad Gita 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
Senior Developer and AI Solutions Architect with a decade of experience building systems that operate at scale. I've led Agile AIOps teams through full enterprise development cycles, designing, architecting, developing, and deploying AI/ML systems across dozens of client accounts in healthcare, telecom, aerospace, and beyond.
My work lives at the intersection of multi-agent orchestration, cloud infrastructure, and practical AI implementation. I believe the most important thing in this moment is not just building powerful AI systems, but building people who understand them.
Zen Solutions is the platform I built to do both.
These are some of the services, tools, and software stacks I've spent hands-on time using to build automations, application integrations, and deployed agentic workflows.
// Let's Build
Whether you're building enterprise AI, exploring what's possible, or looking to learn: the conversation starts here.
// Join the community