rsb0328/an-essay-concerning-llm-understanding

[Good first issue] Add a reproducible Docker installation about 2 hours ago

enhancement help wanted good first issue

1

A model-agnostic multi-layer vector storage system with explicit mappings and learned retrieval shortcuts.

Python

#explainable-ai#graph-rag#knowledge-graph#knowledge-representation#llm#llm-memory#local-first#memory-systems#multi-layer-vector-store#procedural-memory#rag#retrieval-augmented-generation#semantic-memory#semantic-search#vector-search

[Good first issue] Include query and shortcut audit histories in canonical export about 2 hours ago

enhancement good first issue

rsb0328/an-essay-concerning-llm-understanding

1

A model-agnostic multi-layer vector storage system with explicit mappings and learned retrieval shortcuts.

Python

#explainable-ai#graph-rag#knowledge-graph#knowledge-representation#llm#llm-memory#local-first#memory-systems#multi-layer-vector-store#procedural-memory#rag#retrieval-augmented-generation#semantic-memory#semantic-search#vector-search

[Theory] Learn or estimate cross-layer transformations about 2 hours ago

help wanted research theory

rsb0328/an-essay-concerning-llm-understanding

1

A model-agnostic multi-layer vector storage system with explicit mappings and learned retrieval shortcuts.

Python

#explainable-ai#graph-rag#knowledge-graph#knowledge-representation#llm#llm-memory#local-first#memory-systems#multi-layer-vector-store#procedural-memory#rag#retrieval-augmented-generation#semantic-memory#semantic-search#vector-search

[Reliability] Add checkpointed model-assisted processing and resumable batches about 2 hours ago

enhancement help wanted reliability

rsb0328/an-essay-concerning-llm-understanding

1

A model-agnostic multi-layer vector storage system with explicit mappings and learned retrieval shortcuts.

Python

#explainable-ai#graph-rag#knowledge-graph#knowledge-representation#llm#llm-memory#local-first#memory-systems#multi-layer-vector-store#procedural-memory#rag#retrieval-augmented-generation#semantic-memory#semantic-search#vector-search

[Retrieval] Implement and evaluate a true layer-first vector index about 2 hours ago

enhancement help wanted research

rsb0328/an-essay-concerning-llm-understanding

1

A model-agnostic multi-layer vector storage system with explicit mappings and learned retrieval shortcuts.

Python

#explainable-ai#graph-rag#knowledge-graph#knowledge-representation#llm#llm-memory#local-first#memory-systems#multi-layer-vector-store#procedural-memory#rag#retrieval-augmented-generation#semantic-memory#semantic-search#vector-search

[Evaluation] Build a real-world multi-source corpus with human relevance judgments about 2 hours ago

help wanted research

rsb0328/an-essay-concerning-llm-understanding

1

A model-agnostic multi-layer vector storage system with explicit mappings and learned retrieval shortcuts.

Python

#explainable-ai#graph-rag#knowledge-graph#knowledge-representation#llm#llm-memory#local-first#memory-systems#multi-layer-vector-store#procedural-memory#rag#retrieval-augmented-generation#semantic-memory#semantic-search#vector-search

[Benchmark] Measure flat, layered, and shortcut-first retrieval from 1K to 1M nodes about 2 hours ago

help wanted research benchmark

rsb0328/an-essay-concerning-llm-understanding

1

A model-agnostic multi-layer vector storage system with explicit mappings and learned retrieval shortcuts.

Python

#explainable-ai#graph-rag#knowledge-graph#knowledge-representation#llm#llm-memory#local-first#memory-systems#multi-layer-vector-store#procedural-memory#rag#retrieval-augmented-generation#semantic-memory#semantic-search#vector-search

[Theory] Compare max-path retrieval with independent-evidence aggregation about 2 hours ago

help wanted research theory

rsb0328/an-essay-concerning-llm-understanding

1

A model-agnostic multi-layer vector storage system with explicit mappings and learned retrieval shortcuts.

Python

#explainable-ai#graph-rag#knowledge-graph#knowledge-representation#llm#llm-memory#local-first#memory-systems#multi-layer-vector-store#procedural-memory#rag#retrieval-augmented-generation#semantic-memory#semantic-search#vector-search

rsb0328/an-essay-concerning-llm-understanding

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