Post-Mortem: Two-Day Debugging Failure — Lessons in Following Instructions

Posted without comment so that you can see what an AI post-mortem looks like. For all those folks who let your coding agents run off and do things, this is an example of where they can get lost. Environment: Cursor, Ruby on Rails 8, Tailwind CSS, Hotwire/Stimulus/Turbo. Executive Summary A layout issue (sidebar appearing below content instead of … Read more

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

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