Nx Docs AI Assistant
Blog post from Nx
The Nx Docs AI Assistant is a tool designed to enhance user interaction with the Nx documentation by offering personalized, context-aware responses to user queries. It processes the documentation by breaking it into smaller chunks, creating embeddings for these sections, and storing them in a PostgreSQL database via Supabase. When a user poses a question, the system generates an embedding for it and performs a vector similarity search to find relevant documentation chunks. These chunks are then used by GPT to generate a coherent response, ensuring that users receive accurate and relevant information. The assistant also provides valuable insights for authors by highlighting frequently asked questions and areas where the AI struggles, enabling targeted improvements in the documentation. By utilizing OpenAI's embedding and generative AI capabilities, the assistant not only improves the user experience but also aids authors in refining documentation content. Continuous feedback and evaluation are integral to the system, ensuring ongoing improvement and fostering user trust by highlighting the AI's limitations and encouraging verification of information.