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[Roadmap] Logging and Observability #7

@sonichi

Description

@sonichi

We want the internal events in agents and conversation patterns to be logged. We also want to support integration with external loggers.
 

### Tasks
- [x] Track each llm request and response [PR #1146]
- [ ] Add telemetry ID to agent chat message
- [ ] Logging for streaming mode
- [ ] Logging for AgentEval
- [ ] Add verbose level for the logging
- [ ] Extra logging for teachable agent
- [ ] Extra logging for group chat
- [ ] Test logging with local models
- [ ] https://github.com/microsoft/autogen/issues/770
- [ ] Profile cost and latency of test executio
- [ ] https://github.com/microsoft/autogen/issues/2423
- [ ] https://github.com/microsoft/autogen/pull/2478
- [ ] https://github.com/microsoft/autogen/issues/2581
- [ ] https://github.com/microsoft/autogen/issues/2670

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0.2Issues which are related to the pre 0.4 codebaseepicIssues related to roadmap of AutoGen

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