Scarlett/add keywords

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Important

Enhances README.md with detailed descriptions of Graphiti's capabilities, technical clarifications, and minor wording changes for clarity.

• Enhancements to Graphiti Description:
  • Clarifies Graphiti's role as a memory layer for AI applications.
  • Expands on the capabilities of assistants and agents using Graphiti.
  • Emphasizes Graphiti's support for varied applications and long-term recall.
• Technical Clarifications:
  • Specifies Neo4j as the embeddings storage backend.
  • Details on initializing Graphiti as a memory layer and managing chat state.
• Miscellaneous:
  • Minor wording changes for clarity and emphasis on AI applications.

^{This description was created by for fba696e. It will automatically update as commits are pushed.}

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1. README.md:23

• Draft comment:
  Enhanced description in the introductory paragraph is clear, but consider emphasizing 'keywords' if this PR is about adding them.
• Reason this comment was not posted:
  Confidence changes required: 33% <= threshold 80%
  None

2. README.md:42

• Draft comment:
  Clarification on assistants using dynamic data is great; 'robust conversation history management' improves context. Ensure consistent terminology throughout.
• Reason this comment was not posted:
  Confidence changes required: 33% <= threshold 80%
  None

3. README.md:56

• Draft comment:
  Updated phrase to 'beyond AI memory applications' is clearer. Check if additional documentation on memory keywords is needed elsewhere.
• Reason this comment was not posted:
  Confidence changes required: 33% <= threshold 80%
  None

4. README.md:73

• Draft comment:
  The modification to explain semantic search using a central node (e.g., 'Kendra') is good; ensure consistency in quote usage.
• Reason this comment was not posted:
  Confidence changes required: 33% <= threshold 80%
  None

5. README.md:126

• Draft comment:
  Sample initialization code is clear. Consider noting that credentials are placeholders and should be secured in production.
• Reason this comment was not posted:
  Confidence changes required: 33% <= threshold 80%
  None

6. README.md:178

• Draft comment:
  Closing connection note now emphasizes 'chat state management'. Ensure this aligns with the intended usage in your docs.
• Reason this comment was not posted:
  Confidence changes required: 33% <= threshold 80%
  None

7. README.md:24

• Draft comment:
  Nice enhancement: adding 'effectively serving as a powerful memory layer for AI applications' clarifies Graphiti’s purpose. Ensure consistent AI memory terminology throughout the docs.
• Reason this comment was not posted:
  Confidence changes required: 33% <= threshold 80%
  None

8. README.md:43

• Draft comment:
  Updated bullet points now mention 'robust conversation history management' and 'persistent memory'. Confirm these new phrases match the product’s terminology in all docs.
• Reason this comment was not posted:
  Confidence changes required: 33% <= threshold 80%
  None

9. README.md:57

• Draft comment:
  Switching to 'beyond AI memory applications' improves specificity. Consider aligning similar phrasing elsewhere for increased clarity.
• Reason this comment was not posted:
  Confidence changes required: 33% <= threshold 80%
  None

10. README.md:66

• Draft comment:
  Good addition: expanding 'GraphRAG' to include '(Retrieval-Augmented Generation)'. Check for consistent punctuation and capitalization.
• Reason this comment was not posted:
  Confidence changes required: 33% <= threshold 80%
  None

11. README.md:125

• Draft comment:
  Updated code comment '# Initialize Graphiti as Your Memory Layer' sets context nicely. Ensure similar language consistency across all sample code comments.
• Reason this comment was not posted:
  Confidence changes required: 33% <= threshold 80%
  None

12. README.md:146

• Draft comment:
  Enhanced comment '# Search the graph for semantic memory retrieval' improves clarity. Verify that this phrasing aligns with terminology used in discussion of assistants and agents.
• Reason this comment was not posted:
  Confidence changes required: 33% <= threshold 80%
  None

13. README.md:178

• Draft comment:
  The comment '# Close the connection when chat state management is complete' is more descriptive. Ensure 'chat state management' is consistently defined relative to assistant and agent functionalities.
• Reason this comment was not posted:
  Confidence changes required: 33% <= threshold 80%
  None

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