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Snapshots

4 posts tagged snapshots.

AllAI agents 35Security 18Economics 16Infrastructure 16AI infrastructure 14Operations 14Firecracker 13microVM 12DevOps 11Hardware 11Machine learning 11Comparison 7Isolation 6MCP 6All topics →
Sep 2, 2026

What Scale to Zero Cost Me to Build: 50s Sleeps, 14s Wakes

Hibernate took 50 seconds. Wake took 14, not the 1.3 I had reported. The measured price of building scale to zero on a Firecracker fleet, and every fix.

9 min
Sep 2, 2026

I Measured Every Stage of My 179ms Firecracker Boot Path

Where every millisecond of a Firecracker create goes, measured on my own production fleet, plus why I refuse to stop the clock before the guest answers.

9 min
Sep 2, 2026

My Fork Docs Were Wrong: What VM Forking Really Preserves

I shipped a doc claiming forks keep processes and open files. A smoke test proved otherwise. Three fork paths measured, and the five places each breaks.

10 min
Sep 2, 2026

Checkpoint Restore Implementation: What It Cost Me to Build

Analysts call checkpoint/restore table stakes by 2027. Here is the real bill: snapshot storage, userfaultfd lazy restore, and a 50s hibernate vs 1.2s wake.

9 min
Ajay Kumar

Infrastructure engineer, 14 years. I build systems that run other people's code safely — and I'm available for consulting.

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