The ambitious vision for the Intelligent Discovery Environment for Science (IDES) hinges on technologies still emerging at the horizon. This chapter explores these nascent breakthroughs that might power the next scientific epoch. We look beyond today’s mainstream hardware to new classes of silicon like TPUs and LPUs, and to the paradigm-shifting promise of quantum computing. We then examine how the experimental data bottleneck may be broken by biological digital twins and by self-driving labs that automate the entire discovery cycle. The chapter also explores the evolution of AI itself, from an analytical tool into an autonomous partner in discovery. We investigate AI that can generate novel hypotheses, design its own algorithms, and even self-evolve. This trajectory points toward a deeply symbiotic future: a biology-computing-AI nexus where AI becomes the architect of programmable life, and biology, in turn, provides the living substrate for entirely new forms of computation.

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Emerging Computing and AI Technologies at the Horizon

  • Zhong Wang,
  • Adrish Sannyasi,
  • Jonathan Jiang

摘要

The ambitious vision for the Intelligent Discovery Environment for Science (IDES) hinges on technologies still emerging at the horizon. This chapter explores these nascent breakthroughs that might power the next scientific epoch. We look beyond today’s mainstream hardware to new classes of silicon like TPUs and LPUs, and to the paradigm-shifting promise of quantum computing. We then examine how the experimental data bottleneck may be broken by biological digital twins and by self-driving labs that automate the entire discovery cycle. The chapter also explores the evolution of AI itself, from an analytical tool into an autonomous partner in discovery. We investigate AI that can generate novel hypotheses, design its own algorithms, and even self-evolve. This trajectory points toward a deeply symbiotic future: a biology-computing-AI nexus where AI becomes the architect of programmable life, and biology, in turn, provides the living substrate for entirely new forms of computation.