I am Xingwei Liang, a researcher and engineer specializing in artificial intelligence, with a focus on speech processing and natural language processing. I have led technical contributions at IBM and currently guide AI research and development at Lily Software, delivering solutions for Wake Word Detection, Speaker Recognition, Speech Enhancement, and human-machine dialogue systems for clients such as Konka and Huawei Technologies. My work spans publishing in ICASSP, IEEE, and JAIR; I have contributed to numerous patent applications and possess hands-on experience with PyTorch, TensorFlow, Whisper, ECAPA-TDNN, and cloud platforms like GCP Vertex AI. I have built large-scale data platforms, real-time ASR systems, and multimodal AI capabilities across global teams.…I am Xingwei Liang, a researcher and engineer specializing in artificial intelligence, with a focus on speech processing and natural language processing. I have led technical contributions at IBM and currently guide AI research and development at Lily Software, delivering solutions for Wake Word Detection, Speaker Recognition, Speech Enhancement, and human-machine dialogue systems for clients such as Konka and Huawei Technologies. My work spans publishing in ICASSP, IEEE, and JAIR; I have contributed to numerous patent applications and possess hands-on experience with PyTorch, TensorFlow, Whisper, ECAPA-TDNN, and cloud platforms like GCP Vertex AI. I have built large-scale data platforms, real-time ASR systems, and multimodal AI capabilities across global teams.WWWW…