Agnostiq is building a next-generation, cloud-agnostic accelerated computing platform that enables startups and enterprises to develop AI and HPC applications in a scalable and cost-effective manner. The company focuses on innovative solutions beyond standard parameter updates to transform large language models (LLMs) into adaptive reasoners. Agnostiq is actively engaged in research areas such as machine learning and quantum computing, developing parallel hybrid quantum-classical machine learning for specialized tasks like kernelized time-series classification.