codeant-ai-for-open-source[bot] commented on code in PR #45100:
URL: https://github.com/apache/superset/pull/45100#discussion_r4235495806


##########
superset/semantic_layers/models.py:
##########
@@ -166,6 +168,55 @@ class ColumnMetadata:
     extra: str | None = None
 
 
+_METADATA_IDENTITY_KEY: str = "semantic_layer_cache_identity"
+
+
+@dataclass
+class _MetadataCacheIdentity:
+    """Session-local identities, captured before discovery and forgotten on 
Save."""
+
+    tokens: dict[uuid.UUID, str] = field(default_factory=dict)
+
+    @classmethod
+    def for_session(cls, session: Session) -> _MetadataCacheIdentity:
+        """Keep the memo's storage convention in one place."""
+        if _METADATA_IDENTITY_KEY not in session.info:
+            session.info[_METADATA_IDENTITY_KEY] = cls()
+        return cast(_MetadataCacheIdentity, 
session.info[_METADATA_IDENTITY_KEY])
+
+    def capture(self, layer: SemanticLayer, session: Session) -> str:
+        """Web, task and MCP operations share a credential-independent 
identity."""
+        if layer.uuid not in self.tokens:
+            namespace: str | Callable[[], str] = current_app.config.get(
+                "SEMANTIC_LAYER_CACHE_NAMESPACE", ""
+            )
+            if callable(namespace):
+                namespace = namespace()
+            if not isinstance(namespace, str):
+                raise TypeError(
+                    "SEMANTIC_LAYER_CACHE_NAMESPACE must resolve to a string"
+                )
+            url: sa.engine.URL = 
session.get_bind(mapper=SemanticLayer).engine.url

Review Comment:
   ✅ **Customized review instruction saved!**
   
   **Instruction:**
   > Do not flag `.engine` access on SQLAlchemy `Engine` or `Connection` 
objects as an API mismatch; in SQLAlchemy 2.0, both expose an engine property.
   
   **Applied to:**
     - `superset/semantic_layers/**`
   
   ---
   💡 *To manage or update this instruction, visit: [CodeAnt AI 
Settings](https://app.codeant.ai/org/settings/learnings)*



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