Power-law inflation with is conceptually simple and predicts a scalar tilt compatible with CMB data, but in four-dimensional Einstein gravity it typically yields a tensor-to-scalar ratio that is too large to satisfy current bounds. We show that a minimal extension based on fractional scalar-field cosmology resolves this tension. Introducing a fractional order generates non-local (memory) corrections in the Friedmann and Klein-Gordon dynamics that suppress while keeping essentially unchanged. We derive an explicit mapping and recover the standard power-law limit as . For observationally favored values - in four dimensions we obtain and , bringing power-law inflation into agreement with data. The scalar potential follows self-consistently as an exponential, and a dynamical-systems analysis shows the fractional power-law solutions form stable inflationary attractors over the viable parameter range. These results establish fractional power-law inflation as a predictive and testable framework, with clear targets for forthcoming CMB polarization measurements.

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