diff --git a/docs/chapter3/assets/cliffwalking_2.png b/docs/chapter3/assets/cliffwalking_2.png
new file mode 100644
index 0000000..5b5fe02
Binary files /dev/null and b/docs/chapter3/assets/cliffwalking_2.png differ