from .base import IngestionMethod from models.ingestion import IngestSourceConfig, OutputData class MLIngestionStrategy(IngestionMethod): async def run(self, sources: list[IngestSourceConfig]) -> OutputData: # TODO: Add ML-based logic (e.g., deduplication, entity linking, classification) return OutputData( records=[], # Placeholder unified=True, metadata={"message": "ML strategy not implemented yet"}, )