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In A research lab for automating incident triage, I introduced the idea that service topology constrains incident behavior.

For latency optimization efforts — where every 5–10 ms improvement matters — it’s important not to give those gains back to regressions.

For some time now, I’ve been wanting to set up a research lab for automating incident triage.

Something has been bugging me for a while now: why does my laptop sound like a jet engine whenever I start Kubernetes, even if nothing is running on the cluster?

Note Jupyter notebook for this post: stats-demos/single-queue-sim.ipynb Most engineers know that high utilization is bad.