RLinf/RLinf: README-based editorial guide

RLinf/RLinf describes itself in the README as "RLinf: Reinforcement Learning Infrastructure for Embodied and Agentic AI". This article keeps to facts that can be checked in the repository. Stars, forks, and promotional badges are signals of attention, not proof of quality. Under "README", the README says: RLinf is a flexible and scalable open-source RL infrastructure designed for Embodied and Agentic AI. The 'inf' in RLinf stands for Infrastructure, highlighting its role as a robust backbone for next-generation training.. That establishes the project's stated boundary, not a production test.

The README's "What's NEW!" section gives a useful starting point for deciding whether the project fits: [2026/07] 🔥 RLinf supports Evo-1 full-parameter SFT and GRPO fine-tuning on the LIBERO simulator. Doc: Evo-1.. If that problem is not yours, popularity is a poor reason to adopt it. Project names, commands, and component names are kept as written so a reader can return to the primary source without guessing at terminology. Another checkable README item is: [2026/07] 🔥 RLinf supports RTC in both simulation (LIBERO) and real-world (Franka). Doc: RTC.. It can shape a first test, but it does not replace testing in the intended environment.

The operating model is spread across sections such as "Key Features". The source evidence includes: The high flexibility allows RLinf to explore more efficient scheduling and execution. The hybrid execution mode for embodied RL achieves up to 2.434× throughput compared to existing frameworks.. This article does not turn missing architecture, performance, or security details into claims. A real deployment still needs a look at the repository layout, configuration files, and release history.

Start installation from the README's documented entry point. A command that can be checked in the source is: README 没有给出可直接复制的安装命令。 When the README contains no runnable command, this article does not invent one. Open its "Key Features" section and confirm system dependencies, default ports, and first-run initialization before using a public server.