Ely-Eye — local multimodal context operating system on Qwen3.5-9B

Real-models implementation: multimodal ingestion, Context Cartridge memory,
sparse + Qwen embedding retrieval, Cache Fabric, Qwen runtime adapters, verifier
contracts, Visual HashHop proofs, BF16 LoRA fine-tuning, and a local dashboard.
Verified by a 15-check PRD proof suite on the live model.

scripts/download_models.py

@@ -0,0 +1,17 @@
+from __future__ import annotations
+
+import argparse
+
+from huggingface_hub import snapshot_download
+
+
+def main() -> None:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--model", required=True)
+    args = parser.parse_args()
+    path = snapshot_download(repo_id=args.model, resume_download=True)
+    print(path)
+
+
+if __name__ == "__main__":
+    main()