Insights

Notes from the workshop

Practical writing on architecture, machine learning, and data engineering. The thinking behind how we build.

Architecture

Architecture

Jun 12, 2026

Why most AI pilots die before production

The demo worked. Everyone clapped. Six months later, nothing is deployed. The failure usually isn't the model. It's everything around it.

6 min read

Data Engineering

Data Engineering

Jun 12, 2026

Medallion architecture, in plain language

Bronze, silver, gold: the three-layer pattern that keeps data platforms sane, explained without the vendor jargon.

5 min read

Machine Learning

Machine Learning

Jun 12, 2026

RAG systems fail quietly. Evaluate them like they will.

A retrieval-augmented system rarely crashes. It just starts answering confidently from the wrong page. Honest evaluation is the only defence.

6 min read