On this page

Your first local model

Install Hugging Bay Desktop or use the native hbay CLI to download, verify and run a small model on your computer.

Your prompt stays on this computer; this guide does not send it to hosted inference.

Guide updated 26 October 2026. Current availability is checked on the linked exact-file page; this guide’s date is not an availability check.

Use the same exact file for both paths: qwen2.5-0.5b-instruct-q4_k_m.gguf, 491,400,032 bytes, license Apache-2.0. SHA-256: 74a4da8c9fdbcd15bd1f6d01d621410d31c6fc00986f5eb687824e7b93d7a9db.

Desktop app on Apple silicon Mac

  1. Download the desktop app, install it, and open it on an Apple silicon Mac with at least 8 GB memory.
  2. Open this model’s files. Download exactly qwen2.5-0.5b-instruct-q4_k_m.gguf (491,400,032 bytes). If availability is being checked, wait for the displayed retry time and reload that page. Do not substitute a different file.
  3. In Terminal, run shasum -a 256 "$HOME/Downloads/qwen2.5-0.5b-instruct-q4_k_m.gguf". Compare the full 64-character hash at the start of the output with 74a4da8c9fdbcd15bd1f6d01d621410d31c6fc00986f5eb687824e7b93d7a9db. Stop if it differs. If your browser saved the file elsewhere, use that actual path.
  4. Open Library in the app. Drag the downloaded GGUF from Finder into Library. The add-file control may show a drop area rather than a file chooser. Select Chat on its row.
  5. After it loads, turn off Wi-Fi and unplug Ethernet. Ask: In one sentence, explain why the sky looks blue. A short reply while disconnected is the first offline-use check. Reconnect when you are finished.

Terminal on macOS or Linux

This uses the published native hbay CLI and the same exact file (about 469 MiB). Read the source license terms before using it. Check that hbay info still lists this file and SHA-256 before downloading. The explicit data folder below keeps the saved path the same on macOS and Linux. The installer needs curl and OpenSSL 3 or newer. On macOS, if openssl version reports LibreSSL or an older version, install OpenSSL 3 with brew install openssl@3 first.

1. Install and find the model

if command -v brew >/dev/null 2>&1 && [ -x "$(brew --prefix openssl@3 2>/dev/null)/bin/openssl" ]; then export PATH="$(brew --prefix openssl@3)/bin:$PATH"; fi
export PATH="$HOME/.local/bin:$PATH"
curl -fsSL 'https://huggingbay.xyz/cli/install.sh' | sh
hbay --version
hbay catalog 'Qwen2.5-0.5B-Instruct-GGUF'

2. Download and verify the exact file

hbay info hf-model-qwen-qwen2-5-0-5b-instruct-gguf
hbay --data-dir "$HOME/HuggingBay-first-model" download hf-model-qwen-qwen2-5-0-5b-instruct-gguf qwen2.5-0.5b-instruct-q4_k_m.gguf
MODEL="$HOME/HuggingBay-first-model/models/qwen2.5-0.5b-instruct-q4_k_m.gguf"
hbay verify "$MODEL" --sha256 "74a4da8c9fdbcd15bd1f6d01d621410d31c6fc00986f5eb687824e7b93d7a9db"

If the download gets HTTP 429 or 503, wait for the service's retry window and run the same download command again; hbay can resume saved bytes.

3. Run it on this computer

hbay --data-dir "$HOME/HuggingBay-first-model" prompt "$MODEL" --sha256 "74a4da8c9fdbcd15bd1f6d01d621410d31c6fc00986f5eb687824e7b93d7a9db" --prompt 'In one sentence, explain why the sky looks blue.' --max-tokens 96

Disconnect the network after the download and fingerprint check, before running the prompt above. The download prints the saved path and SHA-256; verify must report a match. The prompt hashes the file again and refuses inference if it differs. A short answer while disconnected establishes first offline use. Open the catalog record · Check the live download plan. If hbay info shows a different file or SHA-256, stop: this guide’s exact file is not confirmed.

Keep a local receipt: exact filename, SHA-256, date, app or CLI version, and the first offline reply. Sharing it is optional; completing a download alone does not establish first use.

CLI details · Desktop app · Markdown guide