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Figure 9
GUI of SMAXI's LLM-driven interactive data assistant module. The local interface integrates a LLaMA-3 transformer model via the Ollama framework to parse the structured spatiotemporal datasets generated by the tracking engine. The interaction profile demonstrates the model's capacity to ingest a serialized 180-frame L-PBF keyhole morphology dataset, interpret the system metadata context, and execute immediate, human-readable natural language statistical summaries regarding transient keyhole width and depth metrics.

Journal logoJOURNAL OF
SYNCHROTRON
RADIATION
ISSN: 1600-5775
Volume 33| Part 5| September 2026|
https://doi.org/10.1107/S1600577526007745