diff --git a/icx/bench_demo.py b/icx/bench_demo.py
index 4663d13..de7680b 100644
--- a/icx/bench_demo.py
+++ b/icx/bench_demo.py
@@ -24,7 +24,7 @@
 # OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
 
 
-# http://software.intel.com/en-us/intel-mkl
+# https://www.intel.com/content/www/us/en/developer/tools/oneapi/onemkl.html
 # https://code.google.com/p/numexpr/wiki/NumexprVML
 
 from __future__ import print_function
diff --git a/scipy2017/bench_demo.py b/scipy2017/bench_demo.py
index 4663d13..de7680b 100644
--- a/scipy2017/bench_demo.py
+++ b/scipy2017/bench_demo.py
@@ -24,7 +24,7 @@
 # OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
 
 
-# http://software.intel.com/en-us/intel-mkl
+# https://www.intel.com/content/www/us/en/developer/tools/oneapi/onemkl.html
 # https://code.google.com/p/numexpr/wiki/NumexprVML
 
 from __future__ import print_function
diff --git a/scipy2018_demo/README.md b/scipy2018_demo/README.md
index 7de479d..8e13436 100644
--- a/scipy2018_demo/README.md
+++ b/scipy2018_demo/README.md
@@ -25,5 +25,5 @@ For running a remote session from Windows machine, copy&edit `demo_config_exampl
 then run `start_jupyter.bat`. In Jupyter, open `composability_demo.ipynb` and follow instructions.
 
 ## See also
-- Introductionary blog: https://software.intel.com/en-us/blogs/2016/04/04/unleash-parallel-performance-of-python-programs
+- Introductionary blog: https://www.intel.com/content/www/us/en/developer/tools/oneapi/distribution-for-python.html
 - Details in the whitepaper: http://conference.scipy.org/proceedings/scipy2018/pdfs/anton_malakhov.pdf
diff --git a/spr/bench_demo.py b/spr/bench_demo.py
index 4663d13..de7680b 100644
--- a/spr/bench_demo.py
+++ b/spr/bench_demo.py
@@ -24,7 +24,7 @@
 # OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
 
 
-# http://software.intel.com/en-us/intel-mkl
+# https://www.intel.com/content/www/us/en/developer/tools/oneapi/onemkl.html
 # https://code.google.com/p/numexpr/wiki/NumexprVML
 
 from __future__ import print_function