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feat: add LLM-as-Judge agent evaluation sample#114

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Ahmed-Farouk10:feat/llm-judge-evaluation-sample
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feat: add LLM-as-Judge agent evaluation sample#114
Ahmed-Farouk10 wants to merge 2 commits into
microsoft:mainfrom
Ahmed-Farouk10:feat/llm-judge-evaluation-sample

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Summary

This PR adds a complete LLM-as-Judge evaluation pipeline sample to the \

…Framework

- Renamed directory 03.ExploerAgentFramework to 03.ExploreAgentFramework
- Renamed file 02-python-agent-framrwork-ghmodel.ipynb to 02-python-agent-framework-ghmodel.ipynb
Adds a complete evaluation pipeline demonstrating production-grade agent
quality assessment using specialized judge agents with rubric-based scoring.

## What's included

- Jupyter notebook with full evaluation pipeline
- 4 judge dimensions: Correctness, Completeness, Clarity, Safety
- Parallel judge execution via asyncio.gather
- 8 diverse test cases (general knowledge, code gen, security, safety)
- JSON dataset format for extensible test cases
- Report generation with per-judge averages and per-category breakdowns
- CI/CD-ready JSON output (eval-report.json)
- README with architecture diagram and production considerations
- .env.example for multi-provider configuration

## Why this matters

The 08.EvaluationAndTracing directory has DevUI visualization and tracing
but was missing its namesake: evaluation. This sample fills that gap with
a production pattern that is directly applicable to CI/CD pipelines.
@Ahmed-Farouk10

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@microsoft-github-policy-service agree

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