Austin Griffith argued that "there's never been a worse time in history to be a junior developer," and that the value of large development teams is diminishing in favor of solo builders using AI. If AI tools allow a single builder to achieve what previously required a team, the demand for traditional, entry-level software development roles in large corporate structures will decline. The hiring dynamic shifts towards elite "scalers" and away from generalist junior programmers. AVOID traditional, broad-based "software developer" roles or services tied to that labor model. The skill set and team structures that were previously valuable are being disrupted by AI amplification. Sam Green presented a counter-argument, citing data that developer hiring has increased. If software complexity outpaces AI's ability to manage it, demand for developers could remain robust or grow.