[FEATURE]: Prompt Compression

[franroa]

Feature hasn't been suggested before.

• I have verified this feature I'm about to request hasn't been suggested before.

Describe the enhancement you want to request

Save tokens by compressing the prompts:
https://www.llmlingua.com/

[github-actions]

This issue might be a duplicate of existing issues. Please check:

• Excluding reasoning context to reduce token usage #4895: Excluding reasoning context to reduce token usage
• [suggestion] save tokens by adding an ASK MODE #1573: [suggestion] save tokens by adding an ASK MODE
• [Feature Request] Configuration to Limit Input Tokens per Request #2637: [Feature Request] Configuration to Limit Input Tokens per Request

Feel free to ignore if none of these address your specific case.