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18+ min ago   (370+ words) LLM inference performance is often limited by GPU memory rather than raw compute. One of the problems I worked on in vLLM involved KV-cache offloading for models using mixed KV-cache groups. The failure was subtle: the existing logic assumed a…...

31+ min ago   (605+ words) A coding agent that can only suggest a patch is one kind of risk. An agent with a shell, package manager, Docker daemon, credentials, and network access is another. The useful security question is not “Is the agent inside a…...

1+ hour, 39+ min ago   (792+ words) I wanted to share a project I started in 2025 to solve something that kept getting on my nerves in my own homelab. Every time I deployed another container, I found myself back in the Cloudflare dashboard. Add a hostname, point…...

3+ hour, 4+ min ago   (16+ words) Docker Pull the details from docker register. docker pull nginx Enter... Tagged with devops, docker, linux....

4+ hour, 59+ min ago   (1248+ words) Reading about a SQL injection isn't the same as triggering one yourself and watching the database dump on screen. That's why I built my own home lab, and why I wrote this guide to help you build yours. A cybersecurity…...

9+ hour, 20+ min ago   (80+ words) What happens if all the coordinator software like Sparrow are not available? Can you still recover a multi sig? [2 comments] What happens if all the coordinator software like Sparrow are not available? Can you still recover a multi sig? This…...

7+ hour, 8+ min ago   (488+ words) Clone the public tree and start compose from the repo root: Two services: the app image and postgres:16-alpine. No Redis. No separate worker fleet on this laptop path. If port 8080 is taken: From the dashboard: Settings → SDK connection (or…...

7+ hour, 40+ min ago   (794+ words) Deploys started failing on a Thursday morning. All of them, in every namespace, with the same message from our rollout tool: timed out waiting for pods. The pods were healthy and running. The cluster simply could not answer a question…...

8+ hour, 28+ min ago   (523+ words) Most AI image workflows start with a prompt and end with a downloaded file. That is fine for a one-off experiment, but it breaks down as soon as a team needs to reproduce the result, revise one detail, generate another…...

3+ day, 1+ hour ago   (468+ words) Apple’s macOS 27 release notes list Encrypted HFS+ (CoreStorage) as deprecated. The entry reads: “Encrypted HFS+ (CoreStorage) is deprecated and will not be supported in a future version of macOS. If you use Encrypted HFS+ backups on external drives, begin backing…...