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Retrieval & RAG

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Trend Feed: Retrieval & RAG

Daily items the curator mapped to this module.

Wed, Sep 23, 2026

01

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Wed, Sep 23, 2026

02
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Tue, Sep 22, 2026

03
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Tue, Sep 22, 2026

Tue, Sep 22, 2026

05

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Mon, Sep 21, 2026

06
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Mon, Sep 21, 2026

07

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Sun, Sep 20, 2026

08

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Sun, Sep 20, 2026

09
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Sat, Sep 19, 2026

10

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Sat, Sep 19, 2026

11
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Fri, Sep 18, 2026

12

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Thu, Sep 17, 2026

13

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Thu, Sep 17, 2026

14
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Wed, Sep 16, 2026

15
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Wed, Sep 16, 2026

16

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Tue, Sep 15, 2026

17

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Tue, Sep 15, 2026

18
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Mon, Sep 14, 2026

19

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Mon, Sep 14, 2026

20
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Sun, Sep 13, 2026

21

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Sat, Sep 12, 2026

22

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Fri, Sep 11, 2026

23

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Thu, Sep 10, 2026

24

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Tue, Sep 8, 2026

25

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Tue, Sep 8, 2026

26
D3 · Retrieval & RAGintermediate · 2 min

Show HN: DeepMem·hybrid-retrieval memory for AI Agents – Vector+BM25+Time-Decay

  • Surfaced from Hacker News (agents).
  • Open the source to read the details.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: retrieval, bm25. Read it through that lens.

Mon, Sep 7, 2026

27

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Mon, Sep 7, 2026

28
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Sun, Sep 6, 2026

29

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Sat, Sep 5, 2026

30

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Fri, Sep 4, 2026

31

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Thu, Sep 3, 2026

32

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Wed, Sep 2, 2026

33

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Wed, Sep 2, 2026

34
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Tue, Sep 1, 2026

35

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Tue, Sep 1, 2026

36
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Mon, Aug 31, 2026

37

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Mon, Aug 31, 2026

38
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Sun, Aug 30, 2026

39

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Sat, Aug 29, 2026

40

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Fri, Aug 28, 2026

41

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Thu, Aug 27, 2026

42

AI Engineer Notebooks – free, framework-free RAG/agents/evals on Colab

  • Surfaced from Hacker News (agents).
  • Open the source to read the details.

Why it matters. Relevant to Evaluation & Observability. Matched Evaluation & Observability on: eval, evals. Read it through that lens.

Thu, Aug 27, 2026

43

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Wed, Aug 26, 2026

44

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Tue, Aug 25, 2026

45

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Tue, Aug 25, 2026

46
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Mon, Aug 24, 2026

47

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Mon, Aug 24, 2026

48
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Sun, Aug 23, 2026

49

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Sun, Aug 23, 2026

50
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Sat, Aug 22, 2026

51

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Sat, Aug 22, 2026

52
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Fri, Aug 21, 2026

53

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Fri, Aug 21, 2026

54
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Thu, Aug 20, 2026

55

volcengine/OpenViking

  • Repository description: Self-evolving Context Database for AI Agents.
  • Repository description: Unify Agent Memory, Knowledge RAG and Skills.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: agent memory. Read it through that lens.

Thu, Aug 20, 2026

56
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Wed, Aug 19, 2026

57
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Wed, Aug 19, 2026

58

topoteretes/cognee

  • Repository description: Cognee is the open-source AI memory platform for agents.
  • Repository description: Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: long-term memory. Read it through that lens.

Tue, Aug 18, 2026

59

topoteretes/cognee

  • Repository description: Cognee is the open-source AI memory platform for agents.
  • Repository description: Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: long-term memory. Read it through that lens.

Tue, Aug 18, 2026

60
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Mon, Aug 17, 2026

61

topoteretes/cognee

  • Repository description: Cognee is the open-source AI memory platform for agents.
  • Repository description: Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: long-term memory. Read it through that lens.

Mon, Aug 17, 2026

62
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Sun, Aug 16, 2026

63

topoteretes/cognee

  • Repository description: Cognee is the open-source AI memory platform for agents.
  • Repository description: Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: long-term memory. Read it through that lens.

Sun, Aug 16, 2026

64
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Sat, Aug 15, 2026

65

topoteretes/cognee

  • Repository description: Cognee is the open-source AI memory platform for agents.
  • Repository description: Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: long-term memory. Read it through that lens.

Sat, Aug 15, 2026

66
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Sat, Aug 15, 2026

67
D3 · Retrieval & RAGintermediate · 2 min

Don't classify. Hallucinate!

  • <p><strong><a href="https://softwaredoug.com/blog/2026/08/10/hypothetical-classifications">Don&#x27;t classify.
  • Hallucinate!</a></strong></p> I still have quite a bit of older content on my blog that I never got round to tagging.
  • My blog has <a href="https://simonwillison.net/">1,856 tags</a> - likely too many to feed to an LLM in one go and say "which of these tags match the following content".</p> <p>Doug Turnbull has a neat solution.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: embeddings. Read it through that lens.

Fri, Aug 14, 2026

68
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Fri, Aug 14, 2026

69

topoteretes/cognee

  • Repository description: Cognee is the open-source AI memory platform for agents.
  • Repository description: Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: long-term memory. Read it through that lens.

Fri, Aug 14, 2026

Thu, Aug 13, 2026

71

topoteretes/cognee

  • Repository description: Cognee is the open-source AI memory platform for agents.
  • Repository description: Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: long-term memory. Read it through that lens.

Wed, Aug 12, 2026

72

topoteretes/cognee

  • Repository description: Cognee is the open-source AI memory platform for agents.
  • Repository description: Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: long-term memory. Read it through that lens.

Wed, Aug 12, 2026

Wed, Aug 12, 2026

Tue, Aug 11, 2026

75

topoteretes/cognee

  • Repository description: Cognee is the open-source AI memory platform for agents.
  • Repository description: Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.

Why it matters. Relevant to State, Memory & Durability. Matched State, Memory & Durability on: long-term memory. Read it through that lens.

Tue, Aug 11, 2026

76
D3 · Retrieval & RAGintermediate · 2 min

microsoft/graphrag

  • Repository description: A modular graph-based Retrieval-Augmented Generation (RAG) system
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Retrieval & RAG. Matched Retrieval & RAG on: rag, retrieval, graphrag. Read it through that lens.

Fri, Aug 7, 2026

Sun, Aug 2, 2026

Mon, Jul 20, 2026

Sat, Jul 11, 2026

Wed, Jun 24, 2026

81
D3 · Retrieval & RAGintermediate · 3 min

Study: long context does not replace retrieval for large corpora

  • Stuffing more documents into a long window still suffers lost-in-the-middle degradation.
  • Selective retrieval with reranking beat naive long-context stuffing on grounded QA.
  • Cost scaled roughly with context length, eroding the convenience argument.

Why it matters. Reinforces a core RAG lesson: a bigger window is a budget, not a dumping ground. Curate and rerank rather than paste everything.

Quick check: What is the most likely cause of mid-document accuracy loss when stuffing a long window?
  1. Correct: Lost-in-the-middle: models attend most to the start and end
  2. The tokenizer corrupts the middle tokens
  3. A hard context limit truncates the middle
  4. Reranking always removes the middle

Position bias means key facts buried mid-context are under-attended; rerank to place them at the edges.