nodeology.ai — interactive scientific work: atlases, courses, resource boards, and simulators spanning AI and X-ray science

Explore papers, methods, materials, tools, and people through topic filters, bridge papers, candidate links, and shortest-path tracing.

Move from measured spectra to forward simulation, machine learning, and adaptive acquisition, with interactive models that expose every assumption.

Search papers, methods, datasets, tools, code, and inference workflows for PXRD-to-structure generation.

From few-shot prompting to frozen features to LoRA fine-tuning, with notebook examples, adapted from MRS Spring 26 MT01 tutorial materials.

Watch a monochromator sweep the Fe K-edge while live detectors record μ(E), then compare XANES fingerprints across Fe foil and three oxide standards.

Drive a virtual coherent-diffraction experiment and watch the object and probe emerge from intensity-only measurements as ePIE iterates.