[Roadmap] Context Handling

[gagb]

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Description

Roadmap for adding context handling to AutoGen agents.

Tasks

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1. Proxy PR for Long Context Capability 1513 #1591
   long context handling +1
2. [Feature Request]: Handle Tool Calls and Responses in Context Handling #1775
   0.2 feature long context handling tool-usage +4
   
3. Transform Messages Capability #1923
   dev feature long context handling +3
   

   
4. Document Migration to TransformMessages #2247
   +0

[jackgerrits]

Brought up in office hours - Have we considered adding support for LLMLingua? https://github.com/microsoft/LLMLingua

[gagb]

Brought up in office hours - Have we considered adding support for LLMLingua? https://github.com/microsoft/LLMLingua

@WaelKarkoub raised that in #1923