Alden DoRosario

Redhat/CentOS

4

Any luck with the redhat system? I tried removing the -q0 from nc and that took me a little further. However, there seem to be other problems with the ssh'ing.

Other Metrics

1

Adam suggested I open an issue to brainstorm other possible metrics .. given the upcoming focus around AI safety, here are some more I was thinking about: 1. Bias :...

@authentichamza have we created a PR for the CLI so that we merge it into the main branch?

I got an error and created the fix (with some help from Claude) -- do check to see if it makes sense. The fix seems to have worked. [ERROR.txt](https://github.com/user-attachments/files/18220465/ERROR.txt) [quickstart.py.txt](https://github.com/user-attachments/files/18220468/quickstart.py.txt)...

LightRAG: Optimize List-Type Content Detection and Processing

2

# Issue: List-Type Content Creates Toxic Chunks (100-300 entities) ## Problem Description During 10-document test, discovered that **list-type content** (bibliographies, indexes, name lists) creates toxic chunks with 100-300 entities, regardless...

Optimize for OpenAI Prompt Caching: Restructure entity extraction prompts for 50% cost reduction and faster indexing

2

## Summary OpenAI introduced automatic prompt caching in October 2024 for GPT-4o, GPT-4o-mini, o1-preview, and o1-mini models. This feature provides a **50% discount on cached prompt tokens** and **faster processing...