The "AI sandwich" model redefines human-AI collaboration by positioning humans as the essential "bread" at the beginning and end of a workflow, while AI serves as the "filling" for execution. In this framework, humans define the problem frame, set goals, and perform final quality checks, while AI handles the rote, time-intensive middle steps. This approach, pioneered through the Compound Engineering plugin, shifts the role of knowledge workers toward management and product-focused decision-making. Because AI lacks the contextual nuance and personal taste required for high-level creative output, human involvement remains critical for ensuring the final product resonates and meets evolving quality standards. While AI excels at following structured plans, it cannot yet autonomously navigate shifting frames or perform the artistic polishing that distinguishes exceptional work from generic output.
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