Technical writing
Notes on building AI and data systems that hold up in production.
Each article is labelled by type — tutorial, educational explainer, experiment or case study — so it is clear what is general guidance and what comes from a specific project.
10 November 2026
3 min read
RAG EngineeringTutorialBuilding Production-Ready RAG Applications with Python
What separates a RAG demo from a RAG system you can rely on: ingestion, retrieval quality, grounded generation, evaluation and operations.
6 November 2026
3 min read
Agentic AI ArchitectureEducationalUnderstanding Agentic AI Architecture
A plain-language guide to how AI agents are built: the loop, tools, memory, control, and how to decide whether you need an agent at all.
2 November 2026
2 min read
RAG EngineeringEducationalVector Search vs Traditional Search
How keyword search and vector search actually differ, where each one fails, and why most production systems end up using both.
28 October 2026
3 min read
Data EngineeringEducationalImplementing Medallion Architecture
Bronze, silver and gold layers explained: what belongs in each, where validation goes, and the mistakes that make a Lakehouse hard to trust.
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