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NewHow NetEase Games Cut LLM Cold Starts From 42 Minutes to 30 Seconds Using Fluid

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Kubernetes

How NetEase Games Cut LLM Cold Starts From 42 Minutes to 30 Seconds Using Fluid

NetEase Games published a Kubernetes case study walking through how they took their serverless GPU inference cold-start time from 42 minutes down to under 30 seconds. The bottleneck isn't the GPU. It's the 60GB model weights crossing a region. Here is what they did with the CNCF Fluid project and how to apply the same pattern even if you are not on Kubernetes.

|11 min read
DevOps

OpenTelemetry Just Graduated: What to Retire from Your Stack This Quarter

On May 21, 2026, CNCF graduated OpenTelemetry. All three core signals (traces, metrics, logs) are now production-ready, the project is the second-most-active in CNCF after Kubernetes itself, and Anthropic, Bloomberg, Capital One, eBay, and Heroku run it at scale. Here is the decision framework for what proprietary agents you can stop running, what is still risky, and the 90-day adoption checklist.

|12 min read
DevOps

How to Build an Effective On-Call Rotation and Escalation Policy

Your phone buzzed at 3:14 AM for a disk warning that auto-resolved by 3:16. Nobody fixes the alert. The next person on rotation hates their life. Here is how to build on-call schedules, escalation policies, and alert rules that respect your engineers.

|11 min read
DevOps

When the Malicious Hook Is in the Other Manifest: 700+ Repos, 8 Packagist Packages, One package.json Trick

On May 22, 2026, Socket disclosed a Composer supply chain attack that hid an npm-style postinstall command inside package.json on PHP projects. composer.json was clean, the PHP review missed it, and 700+ GitHub repos pulled it in. Here is the exact payload, why ecosystem-boundary blindness keeps catching teams, and how to wire your CI to look at both manifests.

|10 min read
DevOps

node-ipc DNS-Tunneling Supply Chain Attack: Your Egress Firewall Probably Missed This

On May 14, 2026, three malicious versions of the node-ipc npm package shipped a payload that hunts AWS, SSH, kubeconfig, and GitHub CLI credentials, then smuggles them out through DNS TXT queries. Most orgs filter HTTPS egress. Almost nobody filters DNS. Here is what the payload does and how to close the gap.

|11 min read
DevOps

AI Is Reshaping DevOps. The Engineers Are Faster Than the Vendors.

GitHub, Datadog, HashiCorp and friends are moving carefully. The engineers running their stacks are wiring AI into kubectl and pull-request review on a Tuesday afternoon. Here is what is actually changing in 2026, what is not, and where the gap between vendors and the engineers using their tools is widest.

|12 min read

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