fig8

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

Figure 8. Technologies enhancing agent cognition. (A) Perovskite-R1 instruction-tuning pipeline for domain specialization. Adapted with permission from Wang et al.^[40]. This figure is distributed under the Creative Commons Attribution 4.0 (CC BY 4.0) license; no changes made; (B) SciAgents framework anchoring reasoning to an ontological knowledge graph. Adapted from Ghafarollahi et al.^[3] (CC-BY-NC 4.0); change made: cropped. CoT: Chain-of-Thought.