Guides

Everything about getting open-weight models as verified torrents — written to stand alone, no account or token required.

• How to verify a model download — check any model file against real hashes and the signed manifest, step by step
• Magnet links and infohashes, explained — what the magnet link actually carries, and how a 40-character hash names a swarm
• AI model torrents: what is legal, what is verified — the legitimate route to torrenting open-weight models, and how to avoid unverified repacks
• Hugging Face download slow? Every fix, ranked — why the old hf_transfer advice is outdated, which fix matches your symptom, and the numbers to expect
• How to download AI models without Hugging Face — every channel compared: vendor sites, torrent mirrors, ModelScope, and what each one costs you
• Hugging Face 429 and 403 errors, decoded — what each error code means, how to read your own rate limit from the response headers, and what actually fixes it
• Ollama pull slow? Real causes and fixes — what the pull command actually does, why the env-var advice you will find online is stale, and what helps
• Can model files be malicious? — which weight formats can carry code, how the real attacks worked, and what to check before you load anything
• Are Hugging Face models safe? — the platform's own answer, the incident record with dates and outcomes, and a checklist that does not trust anyone
• Open-weight licenses, explained — what the Llama, Gemma, Mistral and Qwen licenses actually say, quoted verbatim with as-of dates
• Llama models: every size, compared — the whole family ladder from 1B to 405B and Llama 4: download sizes, VRAM classes, licenses