Java Companion
Aug 8, 2026 · Artificial Intelligence
How a 23k‑Star Project Runs the 744‑Billion‑Parameter GLM‑5.2 on a Single Laptop
The colibri engine, a zero‑dependency C inference engine for the 744‑billion‑parameter GLM‑5.2 MoE model, demonstrates that a 25 GB laptop can run the model without a GPU by paging experts to disk, using prefetching, caching, and int4 quantization, though at modest token speed.
GLM-5.2MoEcolibri
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