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From large language models to AI agents in energy materials research: enabling discovery, design, and automation

Figure 10. Blueprint for the next paradigm of autonomous science, integrating human scientists, AI core engines, agent teams, and community platforms to address grand challenges in energy materials. AI: Artificial intelligence; KGs: knowledge graphs.