fig7

Knowledge-extractor: a self-evolving scientific framework for hydrogen energy research driven by AI agents

Figure 7. Versatile Task Processing Pipeline of the Hydrogen-Agent Framework. The system accepts diverse user tasks in technical analysis, market evaluation, and supply-chain risk assessment. The Cognitive Core interprets each task and integrates multi-source information to produce targeted analytical reports.