In this paper, we study the optimal stability threshold for the Vlasov-Poisson equation with weak Fokker-Planck collision. We prove that if the initial perturbation is of size in the critical weighted space , then the solution remains the same size in the same space. Moreover, a space-time type Landau damping holds, namely, ; and a point-wise type Landau damping holds, namely, for any for . We also prove that there exists initial perturbation in with size with any , such that the enhanced dissipation fails to hold in the following sense: there is such that \begin{align*} |\langle v\rangle^m f_{\neq}(T)|{L^2_xL^2_v}\gtrsim \frac{1}{ν^{δ_1}}|\langle v\rangle^m f{\neq}(0)|_{ H^1_xL^2_v} \end{align*} with some . The paper solves the open problem raised in [Bedrossian; arXiv: 2211.13707] about the sharp stability threshold in lower regularity spaces. The main idea is to construct a wave operator with a very precise expression to absorb the nonlocal term, namely, \begin{align*} [\partial_tg+v\cdot \nabla_x g+E\cdot\nabla_v μ]=(\partial_t +v\cdot \nabla_x)[g]. \end{align*}

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