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colibri

Run GLM-5.2 (744B MoE) on a 25GB-RAM consumer machine — pure C, zero deps, experts streamed from disk. Tiny engine, immense model. 🐦

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✦ Our pick AI tools GitHub Launched Jul 01, 2026 by JustVugg View original post ↗

Runs a 744B-parameter MoE model on a 25GB-RAM consumer machine in pure C, streaming experts from disk.

Potential upside

  • Genuine systems engineering — expert streaming makes an 'impossible' model size run locally
  • Zero dependencies and pure C means it will build anywhere

Worth watching

  • Disk-streamed inference is slow by nature; this is a feat, not a daily driver

A first look, not a review — this product just launched and has no user history yet. We flag what looks promising and what to check before you rely on it.

Who it's for

Local-LLM tinkerers who enjoy the frontier of what consumer hardware can host.

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