My approach combines deep technical expertise with strategic business thinking. I specialize in architecting intelligent systems that eliminate dependencies, reduce operational overhead, and create sustainable competitive advantages. For me, solving complex business challenges through automation isn’t just technical work—it’s about fundamentally transforming how organizations operate and scale.
Curious about how I can help transform your operations? See my Strategic Services.
Getting to Know Me

Hey there! I'm Edwin, and I've been architecting business systems for over 15 years. What started as curiosity in 2005 has evolved into deep expertise in organizational transformation through AI automation and intelligent system design.
I work with modern tech stacks—Django, Python, AI/ML frameworks—but my real passion lies in understanding how businesses operate and designing systems that eliminate inefficiencies, reduce manual dependencies, and create scalable operational frameworks.
Since diving deep into AI development in 2022, I approach each engagement as a strategic mission to fundamentally transform how organizations work, not just what technology they use.
Experienced Integrator
- 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.
Career Journey
See real-world results in Projects or Contact me to start the conversation.