Hands-on Practice: End-to-End Integration

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References

subprocess - Subprocess management, Python Software Foundation, 2024 - Official Python documentation for the subprocess module, explaining how to spawn processes, connect to their input/output pipes, and manage their lifecycle, which is central to the stdio integration architecture.
os - Miscellaneous operating system interfaces, Python Software Foundation, 2024 - Official Python documentation for the os module, which covers os.environ and methods for accessing environment variables, a method described for securely managing configuration data and API keys.
Toolformer: Language Models That Can Use Tools, Timo Schick, Jane Dwivedi-Yu, Roberto Dessì, Roberta Raileanu, Maria Lomeli, Luke Zettlemoyer, Nicola Cancedda, Thomas Scialom, 2023 arXiv preprint arXiv:2302.04761 DOI: 10.48550/arXiv.2302.04761 - A foundational research paper introducing a method for training language models to use external tools via simple API calls, providing context for the LLM's tool selection and call request process.