A new framework uses the JSBSim flight dynamics engine to synthesize 23-channel engine health data. Researchers integrated FMEA-driven fault injection with a large language model to generate interpretable diagnostic reports. This multi-fidelity digital twin solves the problem of scarce real-world fault data. Practitioners gain a scalable method for simulating rare aviation failures without risking physical aircraft.