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EKS Pod Identity vs IRSA: A Practical Migration Guide and the Gotchas Nobody Mentions

If you're running workloads on EKS, your IAM strategy was probably built around IRSA. At re:Invent 2023, AWS introduced EKS Pod Identity as a simpler alternative to it. This post walks through the practical migration path, and, more importantly, five gotchas I hit that aren't covered in the official docs. Quick context (skip if you already know this) IRSA relies on OIDC federation. You create a…

We haven't written up this one. Dev.to has the full story — the link below goes straight to it.

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The Code Didn't Change. The Credit Did.

This is a submission for the Kaggle Benchmarking Challenge TL;DR rai-attribution-bench gives nine models a coding session and the attribution rules, then asks who wrote the code.

  • Challenge tested models' authorship identification ability
  • Only incentive structure changed among all variables
  • Synthetic coding sessions with consistent user identity

Your architecture diagram is lying: I tested both ways of writing it as code

Most architecture diagrams in production are out of date — not through carelessness, but because they live in a PNG someone drew once while the code kept changing.

  • Most architecture diagrams are static PNGs, not code-based
  • Structurizr CLI generates C4 levels quickly from a .dsl file
  • C4-PlantUML maintains larger model size but no installation needed

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