GenAI for Systems: Recurring Challenges and Design Principles from Software to Silicon

Researchers from Harvard, Google, and other institutions published a landmark paper analyzing GenAI's role in systems design. After reviewing 275+ papers across 11 application areas, they identified five recurring challenges—like the feedback loop crisis and tacit knowledge problem—and five effective design principles that apply from code generation to RTL synthesis. The work provides a unified diagnostic map to help engineers apply solutions across the computing stack.