Rails 8 Multiple Databases on Heroku

Rails 8 introduced support for multiple databases, and by default, it wants to create separate database instances for your primary data, cache, queue, and ActionCable connections. If you’re deploying to Heroku and you just follow the defaults, you’ll end up with four separate Postgres databases, which means four separate billable databases instances. I’m using a … Read more

From ML Pipelines to Production: 6 Lessons from Senior AI Engineers

ML pipelines to production

Every machine learning engineer eventually encounters this challenge: a model that performs perfectly in a notebook often fails in production. The problem isn’t the algorithm itself; it’s everything surrounding it. In a lab environment, data is clean, schemas are consistent, and dependencies remain stable. However, in a production environment, data changes daily, infrastructure evolves, and … Read more

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