Professional Overview
AI engineer who ships production agentic systems end to end. I architected and run the platform behind a legal-AI product serving ~3,500 users across South Africa and Namibia: LangGraph StateGraph workflows, DSPy MIPROv2 pipelines with promotion gates, multi-tenant Weaviate retrieval, and 30+ Airflow DAGs in production.
Areas of Expertise
AI & Machine Learning Engineers
Design, train, and ship production ML models — from data pipelines to model inference at scale. Covers supervised learning, neural networks, LLM integration, and model optimisation.
MLOps & AI Infrastructure
Architect scalable ML infrastructure — CI/CD for ML, model versioning, experiment tracking, monitoring, and cloud deployment on AWS, GCP, or Azure.
Automation & AI Workflows
Build intelligent automation pipelines, integrate AI APIs into existing tools, and replace manual workflows with agentic AI systems.
AI Product & Strategy
Translate AI capabilities into product roadmaps, define success metrics, and drive adoption across engineering and business teams.
