Simplify AI memory pipeline

api/app/features/memory/embedding_scheduler.py

@@ -0,0 +1,28 @@
+"""Memory embedding scheduling boundary."""
+
+from __future__ import annotations
+
+from dataclasses import dataclass
+
+
+@dataclass(frozen=True)
+class MemoryEmbeddingRequest:
+    user_id: str
+    source_id: str
+    memoir_correlation_id: str | None = None
+
+
+class MemoryEmbeddingScheduler:
+    """Adapter around the Celery embedding task name and queue policy."""
+
+    def schedule(self, request: MemoryEmbeddingRequest) -> str | None:
+        from app.tasks.memory_enrichment_tasks import schedule_memory_embedding
+
+        return schedule_memory_embedding(
+            request.user_id,
+            request.source_id,
+            memoir_correlation_id=request.memoir_correlation_id,
+        )
+
+
+__all__ = ["MemoryEmbeddingRequest", "MemoryEmbeddingScheduler"]