diff --git a/docs.it4i/software/karolina-compilation.md b/docs.it4i/software/karolina-compilation.md
index 40ea4b2650eaa090ef16a7ee0d6f98a3ecf9e9b5..d849c067c8f551f6691b98ee645a6912b47fd974 100644
--- a/docs.it4i/software/karolina-compilation.md
+++ b/docs.it4i/software/karolina-compilation.md
@@ -14,12 +14,12 @@ Depending on the compiler, you should use these flags:
 
 | Compiler | Module   | Command | Flags                   |
 | -------- |----------| --------|-------------------------|
-| AOCC     |          | clang   |-O3 -mavx2 -march=znver2 |
-| INTEL    |          | icc     |-O3 -xCORE-AVX2          |
-| GCC      |          | gcc     |-O3 -mavx2               |
+| AOCC     | ml AOCC  | clang   |-O3 -mavx2 -march=znver2 |
+| INTEL    | ml intel | icc     |-O3 -xCORE-AVX2          |
+| GCC      | ml GCC   | gcc     |-O3 -mavx2               |
 
 The compiler flags and the resulting compiler performance may be verified with our benchmark,
-see: [https://code.it4i.cz/jansik/lorenz/-/blob/main/README.md][a].
+see: [Lorenz Compiler performance benchmark][a].
 
 ## 2. Use BLAS Library
 
@@ -44,6 +44,6 @@ However, to get full performance, you have to execute two jobs on the two Karoli
 Other BLAS libraries may be used, however none performs as well as the MKL.
 
 The choice of BLAS library and its performance may be verified with our benchmark,
-see [https://code.it4i.cz/jansik/lorenz/-/blob/main/README.md][a].
+see [Lorenz BLAS performance benchmark][a].
 
 [a]: https://code.it4i.cz/jansik/lorenz/-/blob/main/README.md