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An adaptive federated deep learning approach for efficient DDoS detection in IoT edge networks

Scientific Reports, Published online: 11 October 2026; doi:10.1038/s41598-026-70741-w An adaptive federated deep learning approach for efficient DDoS detection in IoT edge networks

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

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Plinth! My first arcade-style game.

I just shipped Plinth , a small one-tap arcade game for Android. You stand on a column, a new column rises next to you, and you tap to stop it, ideally at your height.

  • Plinth is an arcade-style game for Android, released recently.
  • Built with Flutter and Flame frameworks, using 2D canvas drawing.
  • Free on Google Play, encourages player feedback and technical questions.

The Tools the Enterprise Actually Lets Me Run: My SRE Stack

People ask what tools I use as an SRE. The better question is which tools survive enterprise security review. Most of the shiny stuff never makes it past procurement.

  • GitHub Copilot used for crafting Grafana queries, alerts, and PromQL statements
  • k9s provides terminal UI for quickly checking pods, logs, and events
  • Opsgenie handles alert notification system with on-call rotations

Merging Two Messy CSVs: The Key Problems Excel Formulas Hide From You

Merging Two Messy CSVs: The Key Problems Excel Formulas Hide From You You have two spreadsheets. One is your export, one is the client's.

  • ID column may have different names or formatting in each file
  • Invisible keys like trailing spaces or different number formats can cause issues
  • Uniqueness is not guaranteed; run df[ id ].isunique to check for duplicates

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