Hi, I'm Tumelo. I design and deploy production-grade AI systems.
I build reliable AI products that move from prototype to production, with strong backend engineering, cloud infrastructure, and measurable business impact.
Chat below to evaluate my technical depth, deployment decisions, and real-world system design approach.
Welcome Message from Tumelo
A conversational way to explore my background, projects, and engineering approach.
Recruiter Snapshot
A quick, scannable overview before you chat.
Who I Am
Data Scientist and AI/ML Engineer with 6+ years building production-ready systems. I combine mathematical rigor with practical software engineering.
What I Build
- Production-grade RAG and agentic AI systems
- Modular API platforms with clean backend architecture
- End-to-end ML pipelines from training to deployment
Cloud & Infrastructure
- AWS-native AI deployment and infrastructure-as-code
- Terraform, Docker, and CI/CD-driven workflows
- Scalable, cost-aware system design for real usage
Certifications
AWS certified across GenAI, ML engineering, architecture, and AI fundamentals.
Outside Work
I stay sharp through hiking, fitness, football, and building side AI projects.