Physics as an experimental science has two facets. It plays an essential and indisputable role in the
development of modern technologies, providing quantitative bases in the form of operational definitions of
interactions and interactants. Physics also attempts to provide a coherent and concise description of the
dynamics of physical universe at macroscopic and microscopic scales. While its accomplishments for
technological enterprises is a source of envy for other disciplines, physics has much less to celebrate in
conceptual clarity as it attempts to describe the physical universe. As physicists intensely engage in their
pursuits of fundamental discoveries in experiment and to propound all-encompassing theories/models, the
boundaries between experiment and theory become blurred. In modern times, theoretical assumptions are
very much part of the preparation of experiments and interpretation of results of measurements. One must
question the very meaning of test of an experiment against theoretical predictions. In this paper, we reason
this with illustrative examples from foundations of physics, cosmology and particle physics.
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