Update README.md

README.md

@@ -1,4 +1,4 @@
-# `KrylovPreconditioners.jl`, the best sidekick of [Krylov.jl](https://github.com/JuliaSmoothOptimizers/Krylov.jl) └(^o^ )Ｘ( ^o^)┘
+# KrylovPreconditioners.jl
 
 | **Documentation** | **CI** | **Coverage** | **Downloads** |
 |:-----------------:|:------:|:------------:|:-------------:|
@@ -41,3 +41,6 @@ using Krylov, KrylovPreconditioners
 To enhance the performance of [Krylov.jl](https://github.com/JuliaSmoothOptimizers/Krylov.jl), especially on GPUs, we recommend `KrylovPreconditioners.jl`.
 This package provides a variety of preconditioning strategies that significantly improve convergence rates for Krylov solvers, making them more efficient for large-scale problems.
 It also contains operators that improve the efficiency of sparse matrix-dense vector products and sparse triangular solves on different GPUs, ensuring better performance on modern hardware.
+
+KrylovPreconditioners.jl is the best sidekick of Krylov.jl. └(^o^ )Ｘ( ^o^)┘
+