As outlined in the European Strategy for Particle Physics, the field is entering a pivotal era with major initiatives such as the completion of the LHC, the proposal for a "Higgs factory," and the development of next-generation hadron collider. This project funded by Marie Skłodowska-Curie Post-doctoral Fellowship Actions responds to these advancements by focusing on the design and development of state-of-the-art readout electronics, specifically innovative Analog-to-Digital Converters (ADCs). These ADCs are critical for enhancing data acquisition systems in high-energy physics (HEP) experiments, impacting the precision and reliability of experimental data. By tackling the challenges of achieving high resolution, speed, compactness, and low power consumption, this project aims to advance detector technology and support the exploration of fundamental physics. Additionally, the proposed advancements will have broad applicability in nuclear physics, medical imaging, and other fields that utilize advanced particle detection technologies.