In the pursuit of knowledge, research philosophy serves as the uncharted compass guiding scholars through intellectual terrain. This meticulously crafted review paper embarks on an enthralling odyssey through the annals of history and the corridors of thought. We trace the origins of research philosophy in ancient civilizations, witness the dynamic interplay of faith and reason during the medieval and Renaissance periods, and explore the Enlightenment era's embrace of reason and empiricism. The ascent of positivism in the 19th and 20th centuries reshapes the landscape, followed by the seismic shifts of postmodern critiques and paradigm shifts. As we journey through time, we also embrace the contemporary and cross-disciplinary influences that enrich the philosophical fabric of modern research. This narrative underscores the profound impact of philosophy on research practices, offering readers a captivating tapestry interwoven with intellectual discoveries. Join us on this voyage through the epochs and ideologies that have shaped the pursuit of knowledge.