Writing
Thinking out loud
Technical deep-dives, architecture decisions, and lessons from building production AI systems.
CrewAIAgents
Why Multi-Agent AI Systems Are the Future of Business Automation
A practical look at why CrewAI-powered agent teams consistently outperform single-model pipelines for complex, multi-step business processes — and when not to use them.
1 December 20245 min read
RAGLangChain
Building a RAG Pipeline for Insurance Document Processing in South Africa
How I built a retrieval-augmented generation system that processes complex insurance documents with high accuracy — and the specific decisions that made it work in a compliance context.
15 November 20244 min read