What AI Context Limitations Teach About Software Development

AI coding assistants often struggle with context limitations, leading them to patch symptoms rather than root causes, invent new conventions, or duplicate existing helper functions. This occurs because critical codebase logic remains outside the prompt window. Simultaneously, professional contracting typically involves completing scoped work for a set rate without further investment. While most contractors respond rationally to this structural positioning, some adopt an audition mindset, behaving differently within the organizational environment to potentially secure permanent roles.