Use well-maintained libraries with TypeScript definitions for AI projects.Implement thorough data validation and preprocessing pipelines.Optimize code and use asynchronous programming for efficient computations.Define strict interfaces or types for AI model inputs and outputs and write unit tests.Embrace TypeScript for robust AI development and prioritize clean code, optimization, and testing.