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Run integration tests to validate that your API keys are set up correctly.
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```bash
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PYTHONPATH="."uv run --env-file .env pytest -sv tests/tool_tests/test_integration.py
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uv run --env-file .env pytest -sv tests/tool_tests/test_integration.py
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```
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## Reference Implementations
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Interactive knowledge base demo. Access the gradio interface in your browser to see if your knowledge base meets your expectations.
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```bash
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PYTHONPATH="."uv run --env-file .env gradio src/1_basics/0_search_demo/app.py
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uv run --env-file .env gradio src/1_basics/0_search_demo/app.py
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```
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Basic Reason-and-Act Agent- for demo purposes only.
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As noted above, these are unnecessarily verbose for real applications.
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```bash
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#PYTHONPATH="." uv run --env-file .env src/1_basics/1_react_rag/cli.py
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#PYTHONPATH="." uv run --env-file .env gradio src/1_basics/1_react_rag/app.py
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# uv run --env-file .env src/1_basics/1_react_rag/cli.py
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# uv run --env-file .env gradio src/1_basics/1_react_rag/app.py
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```
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Reason-and-Act Agent without the boilerplate- using the OpenAI Agent SDK.
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```bash
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PYTHONPATH="."uv run --env-file .env src/2_frameworks/1_react_rag/cli.py
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PYTHONPATH="."uv run --env-file .env gradio src/2_frameworks/1_react_rag/langfuse_gradio.py
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uv run --env-file .env src/2_frameworks/1_react_rag/cli.py
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uv run --env-file .env gradio src/2_frameworks/1_react_rag/langfuse_gradio.py
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```
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Multi-agent examples, also via the OpenAI Agent SDK.
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```bash
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PYTHONPATH="."uv run --env-file .env gradio src/2_frameworks/2_multi_agent/efficient.py
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uv run --env-file .env gradio src/2_frameworks/2_multi_agent/efficient.py
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# Verbose option- greater control over the agent flow, but less flexible.
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#PYTHONPATH="." uv run --env-file .env gradio src/2_frameworks/2_multi_agent/verbose.py
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# uv run --env-file .env gradio src/2_frameworks/2_multi_agent/verbose.py
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```
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Python Code Interpreter demo- using the OpenAI Agent SDK, E2B for secure code sandbox, and LangFuse for observability. Refer to [src/2_frameworks/3_code_interpreter/README.md](src/2_frameworks/3_code_interpreter/README.md) for details.
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