A Recipe for a Better AI-based Code Generator

Blending built-in knowledge with domain-specific information is essential for effective AI code generation, especially for Infrastructure as Code (IaC). Pulumi uses Retrieval Augmented Generation (RAG) and semantic search to generate accurate and up-to-date code. This process involves evaluating prompt coverage, balancing precision and recall, and employing self-debugging techniques to improve code quality. Continuous testing and real-world monitoring are crucial for maintaining high performance and reliability in AI-powered code generation systems.