diff --git a/python/src/.BUILD_LOCALLY.md b/python/src/.BUILD_LOCALLY.md
new file mode 100644
index 0000000..70ad23e
--- /dev/null
+++ b/python/src/.BUILD_LOCALLY.md
@@ -0,0 +1,24 @@
+# Building extension module locally
+
+This may be useful for debugging purposes.
+Assuming NVBench is installed into `NVBENCH_PREFIX`,
+and pybind11 repo is cloned to `PYBIND11_DIR`,
+Python extension can be built locally, using host compiler,
+as follows:
+
+```bash
+g++ py_nvbench.cpp                                  \
+   -shared -fPIC                                    \
+   -I ${PYBIND11_DIR}/include                       \
+   -I ${NVBENCH_PREFIX}/include                     \
+   -I /usr/local/cuda/include                       \
+   $(python3-config --includes)                     \
+   $(python3-config --libs)                         \
+   -L ${NVBENCH_PREFIX}/lib/                        \
+   -lnvbench                                        \
+   -Wl,-rpath,${NVBENCH_PREFIX}/lib                 \
+   -L /usr/local/cuda/lib64/                        \
+   -lcudart                                         \
+   -Wl,-rpath,/usr/local/cuda/lib64                 \
+   -o _nvbench$(python3-config --extension-suffix)
+```
diff --git a/python/src/README.md b/python/src/README.md
deleted file mode 100644
index af4f613..0000000
--- a/python/src/README.md
+++ /dev/null
@@ -1,17 +0,0 @@
-
-```
-g++ py_nvbench.cpp                                    \
-   -shared -fPIC                                      \
-   -I ${HOME}/repos/pybind11/include                  \
-   -I ${HOME}/repos/pynvbench/nvbench_dir/include     \
-   -I /usr/local/cuda/include                         \
-   $(python3-config --includes)                       \
-   $(python3-config --libs)                           \
-   -L ${HOME}/repos/pynvbench/nvbench_dir/lib/        \
-   -lnvbench                                          \
-   -Wl,-rpath,${HOME}/repos/pynvbench/nvbench_dir/lib \
-   -L /usr/local/cuda/lib64/                          \
-   -lcudart                                           \
-   -Wl,-rpath,/usr/local/cuda/lib64                   \
-   -o _nvbench$(python3-config --extension-suffix)
-```