Insights
Product, design, AI, and engineering perspectives from our team.
AI in production27 Apr 2026
Automated Model Retraining: When and How to Keep Your AI Current
Machine learning models decay over time as data shifts and conditions change. Learn when to implement triggered vs scheduled retraining, detect data drift, safely test new models, and build automated systems that maintain AI performance in production.
5 min readChris Kerr
AI in production16 Apr 2026
Model Retraining: Keeping Production AI Current in Australian Business
Machine learning models degrade over time as customer behaviour shifts and market conditions evolve. This guide explores when to retrain models, how to detect performance drift, and strategies for deploying updated models safely in Australian business environments.
8 min readChris Kerr