chore: initialize autoresearch baseline

registry/requirements.txt

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+huggingface-hub>=0.23
+requests>=2.31
+tqdm>=4.66

registry/service.py

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+"""
+registry/service.py – Model registry service (Phase 1 stub).
+
+Responsibilities (to be completed in Phase 11):
+  - Search Hugging Face Hub for GGUF models
+  - Download models with resume support + checksum validation
+  - Maintain a local index of available models
+  - Expose a simple JSON IPC socket for the Rust server
+
+This file intentionally minimal in Phase 1. The structure is here so the
+Rust server can already reference the IPC path in its config.
+"""
+
+import json
+import os
+import socket
+import sys
+from pathlib import Path
+
+MODELS_DIR = Path(os.environ.get("LOCALLLM_MODELS_DIR", "../models"))
+IPC_SOCKET = os.environ.get("LOCALLLM_REGISTRY_SOCK", "/tmp/localllm-registry.sock")
+
+
+def main():
+    print(f"[registry] models dir : {MODELS_DIR.resolve()}")
+    print(f"[registry] IPC socket : {IPC_SOCKET}")
+    print("[registry] Phase 1 stub – no-op. Full implementation in Phase 11.")
+
+
+if __name__ == "__main__":
+    main()