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Downloading, verifying, and picking the right file — everything in one place. No account, no token, no throttle.

Download a model

Start from the .torrent file on each model page — hand it to your client and the swarm does the rest. Each model page also carries a magnet link that opens the swarm directly. The full three-command walkthrough (download → fetch the signed manifest set → verify the minisign signature) lives on /verify.

Pick a client

Which file do I need?

safetensors vs GGUF: the archive mirrors the upstream .safetensors files verbatim — those are the canonical weights of record. GGUF files are third-party quantized repacks for local inference tools (llama.cpp family); unless a GGUF is listed in the signed manifest, it did not come from this archive.

Picking a quant: if you run a GGUF locally, a Q4 quant needs roughly 0.6 GB of RAM per billion parameters plus overhead; Q8 needs about 1 GB per billion. When in doubt, start one size smaller than you think fits.

Client RAM: the 0.6B model in the current catalog runs comfortably in 1–2 GB at Q4; 7B-class models want ~5 GB at Q4.

Guides

Longer walkthroughs live in the guides section: