Kubernetes for ML: A Developer’s Practical Guide

Kubernetes for ML: A Developer’s Practical Guide

Modern ML engineers and platform developers know that scaling machine learning workloads isn’t a matter of just adding GPUs. Optimizing ML system performance requires orchestrating compute, storage, and data pipelines to maximal efficiency under production constraints. As models grow more complex, what once was processed within a single rack now requires distributed GPU clusters, shared … Read more

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

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