Talk Python To Me #456: Building GPT Actions with FastAPI and Pydantic
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Apr 16, 2024 Ian Maurer, an expert in building custom GPTs with Python, shares his experience creating customizable chat experiences. Topics include building custom API actions, integrating with OpenAI tools, token price comparisons, managing compute resources, challenges in language models, graph databases, and balancing speed, accuracy, and memory in vector algorithms. Insights on AI in healthcare decision-making and sponsor mentions are also discussed.
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LLMs in Software Development
- LLMs are now used widely in software development, impacting how developers approach problem-solving and coding.
- They are helpful for specific tasks like parsing strings, generating regular expressions, and understanding edge cases.
Effective Chatbot Use
- When using chatbots, ask them to criticize your code and request multiple examples for better, more creative results.
- Remember, chatbots aim to please, so active prompting is crucial for optimal output.
LLM APIs and Providers
- APIs are crucial for integrating LLMs into applications, with various providers like OpenAI, Azure, Google, and Anthropic offering different models.
- Consider factors like cost, security, and HIPAA compliance when choosing, especially with options like Google's free Gemini Pro access.