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Deployment and MLOps
Shipping models to production and keeping them healthy.
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One global threshold is how you delete valid data
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The Logging Dilemma
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My FDCServers VPS Was Online. Disk Reads Were Taking 18.7 Seconds
9+ hour, 9+ min ago (1599+ words) I actually liked FDCServers. That is probably the strangest way to start an article about a VPS that eventually became unusable enough for me to cancel it. For quite a while, the server worked normally. It handled real production traffic....
First Rollback: Revert the Agent PR You Cannot Explain
9+ hour, 10+ min ago (783+ words) Your first AI pull request will often need rollback. Plan that rollback before you merge anything. You lack repo history on day one. Agents still produce large and confident diffs today. A rollback plan keeps that blast radius tiny. First…...
🔥 Stop using 500KB heavy telemetry packages for basic logs or canvas tracking. Rebuilding BeeLadybug 🐞: a zero-dep universal visual debugger with a blind Core & Shadow DOM overlay. No lag, no style conflicts 🚀 Check out the full breakdown 👇
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When Autoscaling Makes an Outage Worse
6+ hour, 30+ min ago (30+ words) The traffic suddenly spikes. CPU reaches 85%. The autoscaler notices. More instances appear. Then more. Then more. Your dashboard looks like the system is …...
What Is Uptime Monitoring? A Practical Look at Synthetic Checks
7+ hour, 8+ min ago (350+ words) Originally published at https://serverinspector.com/blog/what-is-uptime-monitoring-synthetic-checks Imagine your website going dark at …...
The Meter Is Running on Every Request
12+ hour, 11+ min ago (338+ words) The demo cost four pence. You ran it thirty times while building it, glanced at the total, and stopped thinking about it, because four pence is not a number anybody worries about. Then it shipped, and the cost stopped being…...
Five Failure Modes Evals Won't Catch And What To Do About Them
14+ hour, 25+ min ago (1076+ words) Evals are a critical part of every data and AI team’s agent development process. An engineer builds an eval, defines what a bad answer looks like, runs a judge against a test set, and ships when the score looks good....
Chip Huyen explains how to cut inference costs without new hardware
14+ hour, 48+ min ago (775+ words) Ahead of her return to P99 CONF on October 21–22, Chip Huyen’s advice on cutting AI inference costs gets a fresh look in the age of agents....