A Python startup optimization guide for an agentic runtime reduced cold start time from 4 seconds to 2 seconds. Key techniques include short-circuiting utility functions to avoid main program initialization, using TYPE_CHECKING guards for type-annotation-only imports, and deferring heavy module imports to function scope. Specific optimizations like replacing imported constants with literals saved over a second of startup time.