The strongest version of this narrative presents AI as a transformative but double-edged tool: it democratizes coding, accelerates innovation, and even aids conservation efforts, yet it also disrupts careers, complicates evaluation, and risks flooding systems with low-quality outputs. Willison’s perspective is grounded in firsthand experience, offering a nuanced view of AI’s capabilities and limitations—acknowledging its potential while cautioning against over-reliance. Pattern scan: The discuss...