I solve the hard
engineering problems
you can't afford to get wrong.
From AI systems and application architecture to cloud infrastructure and MCP servers — I deliver complete engineering solutions that work in production, not just on paper.
Services
Three pillars. Complete delivery.
I work end-to-end across AI, software development, and infrastructure — so you get one engineer who understands the whole system, not three who don't talk to each other.
AI Implementation
Production-grade AI systems that integrate cleanly with your existing stack. Not demos — real deployments that your users and team depend on.
- MCP Server Development
- LLM Integration & RAG Pipelines
- AI Agents & Workflow Automation
- Claude, OpenAI & open-source LLMs
App Development
Well-designed applications built to last. Solid architecture decisions upfront mean your team can move fast six months after handover, not slower.
- System & API Design
- Full-stack Development
- Architecture Consulting
- Performance & Scalability
DevOps & Cloud
Infrastructure that your team actually understands. I build for operability — not just to get it working, but so the next engineer isn't afraid of it.
- Cloud Architecture (AWS / GCP)
- Kubernetes & Docker
- CI/CD & ArgoCD GitOps
- Terraform & Infrastructure as Code
How I work
No surprises. No handwaving.
A clear process from brief to production — so you always know what's happening and why.
01
Discover
Deep dive into your system, goals, and constraints. I ask the uncomfortable questions early so problems don't surface in production.
02
Design
Architecture decisions documented and explained. You understand what's being built and why before a single line of code is written.
03
Build
Iterative delivery with visibility at every step. Tests, reviews, and staged rollouts — because "it works on my machine" is not a delivery.
04
Ship & Hand over
Production deployment with runbooks, monitoring, and a team that knows how to operate it. I don't disappear at go-live.
Capabilities
Built. Shipped. Running in production.
A track record across the tools and practices that serious engineering teams depend on.
Security
CI/CD & GitOps
Containers & Orchestration
Cloud Infrastructure
AI & MCP
Languages & Runtimes
Armand Molina
Software Architect & AI Engineer
Available for projectsI'm a software architect and AI engineer with a track record of solving the kinds of engineering problems that teams don't always have the depth — or the time — to solve themselves.
My work spans the full stack: designing AI systems that connect to real data through MCP servers, building applications with architecture that teams can maintain and extend, and standing up cloud infrastructure that runs reliably without becoming a full-time job to operate.
My approach is direct. I don't pad timelines, I don't disappear mid-project, and I don't hand over systems that only I understand. I build things to last — documented, tested, and operated by your team long after the engagement ends.
End-to-end ownership. I take a problem from architecture through production — no "throw it over the fence" handoffs.
Built to hand over. Everything I ship comes with runbooks, documentation, and a team that knows how to operate it.
AI-native, infrastructure-grounded. I apply modern AI where it actually improves outcomes — and I build the infrastructure that makes it reliable.
Get in touch
Let's solve something together.
Tell me about the problem you're trying to solve — whether it's an AI integration, a cloud migration, a new product, or an architecture that needs rethinking.