Practical AI The new AI app stack
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Aug 23, 2023 Dive into the fascinating world of AI as experts discuss the evolving architecture of AI applications. Discover the significance of model middleware, orchestration, and caching for optimizing performance. Explore the challenges posed by advanced bots to traditional CAPTCHA systems and how vector databases are revolutionizing data retrieval. Learn about interactive 'playgrounds' that make experimenting with AI accessible to everyone, and uncover the essential layers that make up the generative AI stack for seamless integration.
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Model vs. Application
- The model itself isn't the application, it's a tool.
- An ecosystem of tools is developing to build applications with generative AI.
Playgrounds for Experimentation
- Playgrounds are interactive UI's for prompting models and experimenting, like ChatGPT or Hugging Face Spaces.
- They are useful for testing and initial exploration, but not for building full applications.
App Hosting
- Traditional app hosting platforms are still relevant for AI apps.
- New platforms like Vercel cater to front-end developers integrating AI.