engram / kvcos /mar /__init__.py
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feat: upload core kvcos library
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"""ENGRAM Protocol — MAR (Manifold Attention Retrieval)
Backward compatibility re-exports. All classes have moved to kvcos.core.
Import from kvcos.core directly for new code.
"""
from kvcos.core.manifold_index import IndexEntry, ManifoldIndex
from kvcos.core.retriever import EGRRetriever, RetrievalResponse, RetrievalResult
from kvcos.core.state_extractor import ExtractionResult, MARStateExtractor, SVDProjection
__all__ = [
"IndexEntry",
"ManifoldIndex",
"EGRRetriever",
"RetrievalResponse",
"RetrievalResult",
"ExtractionResult",
"MARStateExtractor",
"SVDProjection",
]