Insights

We benchmarked modern open-source LLMs across several popular GPUs to measure real-world context limits, throughput, latency, and cost efficiency under varying levels of concurrency — as close as possible to real production conditions. Here we share the results.

A clear guide to generative AI and LLM terminology. Learn how model weights, quantization, inference, context length, batching, sampling and many more — including how to evaluate vendor APIs and self-host models like GPT-OSS-20B.

GitHub Actions pricing and policy changes have pushed teams to rethink CI ownership. This article explores Woodpecker CI as a self-hosted, open-source alternative that enables unlimited build minutes, predictable costs, and full infrastructure control.

Open-Source, simple, lightweight tiny web viewer for logs generated by Docker container. Use it for debugging your applications with simple logs access

ToBeDo is an open-source checklist bot created by Devforth. It transforms messages into a list with checkboxes. You can create checklists in direct messages with a bot or invite the bot into a group or channel as an admin.

Learn how to setup open-source GPT-J model on custom cheapest servers with GPU. Try to run the text generation AI model of the future and talk to it right now!

You don’t need a complex stack to monitor availability. A lightweight, self-hosted approach to website uptime monitoring that scales with your needs

Comprehensive review for popular HTTP routing proxy servers. Learn about weak and strong points of both and understand how to select one based on your project goals.

A step-by-step guide to deploying a self-hosted VPN for development, testing, and internal infrastructure access.