In this study, we precisely evaluated the feasibility of the chaotic inflation model within a non-canonical kinetic framework. By applying the slow-roll approximation and imposing constraints on the equilateral non-Gaussianity , we imposed constraints on the feasible range of the potential index . We established physical bounds for the non-canonical parameter . To obtain precise parameter constraints, we solved the primordial perturbation equations numerically and conducted a rigorous MCMC analysis by using a comprehensive joint P-ACT-LB-BK18 dataset. For these potentials , , and , our results respectively tightly limit to the levels of , , and , within the corresponding confidence intervals. Meanwhile, the required number of -foldings naturally converges to , without the need for fine-tuning. These findings confirm that non-standard mechanisms can resurrect excluded chaotic inflation models within the allowed regions of high-precision cosmological data.

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