diff --git a/autofit/mapper/prior_model/abstract.py b/autofit/mapper/prior_model/abstract.py
index f36ddbb28..cf4751481 100644
--- a/autofit/mapper/prior_model/abstract.py
+++ b/autofit/mapper/prior_model/abstract.py
@@ -1780,6 +1780,26 @@ def info(self) -> str:
         """
         formatter = TextFormatter(line_length=info_whitespace())
 
+        def _excluded_by_parent(path):
+            # Honor each parent's `__exclude_identifier_fields__` here so attributes
+            # that classes have already declared "not part of the model's identity"
+            # (e.g. JAX pytree tokens) do not leak into the human-readable model.info.
+            if not path:
+                return False
+            parent = self
+            for step in path[:-1]:
+                try:
+                    if isinstance(step, int):
+                        parent = parent[step]
+                    elif isinstance(parent, dict):
+                        parent = parent[step]
+                    else:
+                        parent = parent.__dict__[step]
+                except (AttributeError, KeyError, IndexError, TypeError):
+                    return False
+            excluded = getattr(type(parent), "__exclude_identifier_fields__", ())
+            return path[-1] in excluded
+
         for t in find_groups(
             [
                 t
@@ -1788,6 +1808,7 @@ def info(self) -> str:
                     ignore_children=True,
                 )
                 if t[0][-1] not in ("id", "item_number")
+                and not _excluded_by_parent(t[0])
             ],
             limit=1,
         ):
diff --git a/test_autofit/mapper/test_constant.py b/test_autofit/mapper/test_constant.py
index 345ede14a..ac97120cc 100644
--- a/test_autofit/mapper/test_constant.py
+++ b/test_autofit/mapper/test_constant.py
@@ -185,3 +185,22 @@ def test_is_instance():
     constant = af.Constant(1.0)
 
     assert isinstance(constant, float)
+
+
+class _ClassWithExcludedField:
+    # Mirrors the LightProfileLinear pattern: an internal attribute set in
+    # __init__ that is declared not part of the model identity. The info
+    # property must respect that contract and suppress `token`.
+    __exclude_identifier_fields__ = ("token",)
+
+    def __init__(self, value: float = 0.5):
+        self.value = value
+        self.token = 7
+
+
+def test_info_honors_exclude_identifier_fields():
+    model = af.Collection(thing=_ClassWithExcludedField())
+
+    info = model.info
+    assert "token" not in info
+    assert "value" in info