diff --git a/FlagEmbedding/inference/auto_embedder.py b/FlagEmbedding/inference/auto_embedder.py
index 6fad0330f..8065bbaa9 100644
--- a/FlagEmbedding/inference/auto_embedder.py
+++ b/FlagEmbedding/inference/auto_embedder.py
@@ -95,8 +95,18 @@ def from_finetuned(
             _model_class = model_config.model_class
             if pooling_method is None:
                 pooling_method = model_config.pooling_method.value
+            # Never enable trust_remote_code from a basename-only registry match.
+            # Basename collisions (local dirs / arbitrary Hub repos) must not
+            # silently execute remote code (#1579). Callers opt in explicitly.
             if trust_remote_code is None:
-                trust_remote_code = model_config.trust_remote_code
+                trust_remote_code = False
+                if model_config.trust_remote_code:
+                    logger.warning(
+                        "`trust_remote_code` defaults to False for security; "
+                        "pass trust_remote_code=True explicitly if this model "
+                        "requires custom code (registry basename match alone "
+                        "is not sufficient)."
+                    )
             if query_instruction_format is None:
                 query_instruction_format = model_config.query_instruction_format
 
diff --git a/tests/test_auto_embedder_trust_remote_code.py b/tests/test_auto_embedder_trust_remote_code.py
new file mode 100644
index 000000000..372694753
--- /dev/null
+++ b/tests/test_auto_embedder_trust_remote_code.py
@@ -0,0 +1,39 @@
+
+"""Registry basename must not silently enable trust_remote_code (#1579)."""
+
+from FlagEmbedding.inference.embedder.model_mapping import AUTO_EMBEDDER_MAPPING
+from FlagEmbedding.inference.auto_embedder import FlagAutoModel
+
+
+def test_registry_has_trust_true_entries():
+    # Precondition: at least one mapping still declares trust_remote_code=True
+    assert any(getattr(c, "trust_remote_code", False) for c in AUTO_EMBEDDER_MAPPING.values())
+
+
+def test_from_finetuned_does_not_inherit_registry_trust(monkeypatch):
+    """Basename match must not force trust_remote_code=True when omitted."""
+    # Pick any mapping entry that wants trust_remote_code=True if present
+    name = None
+    for k, cfg in AUTO_EMBEDDER_MAPPING.items():
+        if getattr(cfg, "trust_remote_code", False):
+            name = k
+            break
+    if name is None:
+        # Fallback: any entry
+        name = next(iter(AUTO_EMBEDDER_MAPPING))
+
+    captured = {}
+
+    class Dummy:
+        DEFAULT_POOLING_METHOD = "cls"
+
+        def __init__(self, model_name_or_path, **kwargs):
+            captured.update(kwargs)
+            captured["model_name_or_path"] = model_name_or_path
+
+    # Patch the selected model class constructor
+    cfg = AUTO_EMBEDDER_MAPPING[name]
+    monkeypatch.setattr(cfg, "model_class", Dummy)
+
+    FlagAutoModel.from_finetuned(f"/tmp/evil/{name}")
+    assert captured.get("trust_remote_code") is False