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Cloud

Build an Everyday AI Assistant with DigitalOcean Inference

Build Daylight, a personal assistant that turns a brain dump into a realistic plan, adapts when your day changes, and saves the changes you accept.

|15 min read
Linux

cgroup v2 memory.high Throttles, memory.max Kills: Measured on a Host Without Swap

We ran one allocating workload under memory.max, memory.high and both on a Linux 6.8 host with no swap. memory.max killed it in under half a second. memory.high did not kill it: new allocations waited, once per 64-page batch at best and once per page next to a busy neighbour on the same CPU. Here are the numbers, the kernel formula behind them, and what systemd, Docker and Kubernetes write.

|24 min read
Security

Alpine OpenSSH Password Bypass (CVE-2026-123158): Check and Fix

Alpine sshd without PAM could let an attacker into accounts that have no password. Check one host or all your containers, then upgrade and restart sshd.

|6 min read
DevOps

OpenTelemetry Collector Custom Builds: 6.5x Smaller, and What Resource Detectors Cost at Startup

We built a small Collector with ocb and started it next to the contrib release on a droplet, in two network namespaces and on a Raspberry Pi, 5 times per case. The custom build is 6.5x smaller and holds under a quarter of the memory. Cloud detectors for clouds the host is not on held startup for the full 5 s timeout, even on another cloud, and one detector stopped the Collector from starting at all.

|16 min read
Kubernetes

An Empty resources: {} Makes Kubernetes 1.34 to 1.36 Pods BestEffort

An empty pod-level block makes a pod with requests and limits BestEffort on Kubernetes 1.34 to 1.36. We measured what changes on the node, and what does not.

|15 min read
DevOps

Can a Vision Model Read Your Grafana Panel? 100 Panels on DigitalOcean Inference

We drew 100 Grafana-style panels with known answers and asked NVIDIA Nemotron 3.5 Super VL and three other models on DigitalOcean Serverless Inference to read four facts from each. The best model read 65 of 100 fully right, and log axes broke all of them. Here is what a screenshot costs, where the reads go wrong, and a small bot that checks the model against the alert before it posts.

|14 min read

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