My approach is pretty simple: understand what’s actually broken, build something that fixes it properly, and make sure it keeps working without constant babysitting. I’ve been doing this for over 15 years, and I still get that same rush when a system I built quietly handles thousands of tasks while everyone sleeps. For me, solving complex technical challenges isn’t just work—it’s the kind of puzzle I’d do for fun anyway.
Want to see what I can build for you? Check out my services.
Getting to Know Me


Hey there! I'm Edwin, and I've been building things on the web since 2005. What started as teenage curiosity about how websites work has turned into a career I genuinely love.
I work with modern tech stacks—Django, Python, AI/ML frameworks—and I've been lucky enough to work on everything from small startup MVPs to enterprise systems that handle millions of requests. My real passion? Building systems that are so well-designed, they become invisible. The best automation is the kind you forget exists because it just works.
Since diving into AI development in 2022, every project feels like I'm living in the future. I treat each one as a chance to push the boundaries of what's possible when you combine good engineering with really smart AI.
What Drives Me
According to Principles You, I’m most like The Growth Seeker—defined by endless curiosity and a passion for learning. We’re open to feedback, adaptable to change, and balanced in being both determined and humble. This explains my draw to AI: it’s the perfect field for someone who thrives on continuous learning and turning new knowledge into practical solutions.
Tools I Love Working With
- Google: Vertex, Workspace, Cloud, Agent Development Kit
- Microsoft: Teams App Store, Azure, Model Garden, Azure AI Foundry
- Slack: App Store (single & multi-tenant apps)
- SalesForce: AgentForce integrations
- Custom: Python, LangChain, Pydantic, Google-ADK, N8N, Make and more.
My Resume
Here’s my full CV with all the technical details, project highlights, and professional experience:
See the Pen Edwin's CV by agentic-ops (@agentic-ops) on CodePen.
How I Got Here
Want to see what all this experience looks like in practice? Check out my projects or drop me a line to chat about what I can build for you.