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LaterMate: Let AI Handle the Digital Mess You've Been Ignoring

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady The Problem: I'll Organize It Later We all have that folder. The Downloads folder with hundreds of files.

  • LaterMate is an open-source AI assistant for digital organization.
  • AI handles repetitive tasks like file identification and folder creation.
  • Users review proposed changes before modifications are made.

Why the KV cache, not the weights, decides how many users an LLM server can hold

A 7B model in fp16 takes 13.5 GB of GPU memory for its weights. On an 80 GB card that leaves about 66 GB free, which sounds like plenty.

  • KV cache limits LLM server capacity despite available GPU memory
  • KV cache memory usage exceeds 66 GB, the free memory on 80 GB GPU
  • Techniques like int8 precision and sliding window reduce KV cache size

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