JustVugg/colibri: README-based editorial guide

JustVugg/colibri describes itself in the README as "Run frontier MoE models on hardware you already own , pure C, zero deps, experts streamed from disk. Tiny engine, immense model. 🐦". 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: Tiny engine, immense model. Run frontier MoE models , 744B to 2.8T parameters , on consumer and heterogeneous hardware, in pure C with zero engine dependencies, by treating storage, RAM, and VRAM as one inference hierarchy.. That establishes the project's stated boundary, not a production test.

The README's "Core techniques and measured findings" section gives a useful starting point for deciding whether the project fits: A JIT for weights. Measured routing heat drives a per-layer LRU, a learned. 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: One hierarchy, not one memory threshold. VRAM, RAM, and NVMe are placement. 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 "README". The source evidence includes: > Colibrì is an inference engine you can run today, and an open research > platform. Its primary goal is to pursue inference-side performance across > the entire software/hardware boundary , model formats, memory hierarchy, > storage I/O,. 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: $ ./coli chat When the README contains no runnable command, this article does not invent one. Open its "The research mission" section and confirm system dependencies, default ports, and first-run initialization before using a public server.