diff --git a/activity/anomaly/examples/api/README.md b/activity/anomaly/examples/api/README.md
index cffd12d..56777f6 100644
--- a/activity/anomaly/examples/api/README.md
+++ b/activity/anomaly/examples/api/README.md
@@ -46,8 +46,8 @@ curl -H "Content-Type:application/json" http://localhost:9096/test --upload-file
 You should see the following response:
 ```json
 {
- "complexity": 9.124694,
+ "complexity": 13.715719,
  "error": "anomaly!"
 }
 ```
-The complexity is 9.124694 standard deviations from the mean. Because this is greater than the 3 standard deviation threshold the payload is considered an anomaly. In this scenario the standard deviation threshold was increased until only a small number of anomalies were detected.
+The complexity is 13.715719 standard deviations from the mean. Because this is greater than the 3 standard deviation threshold the payload is considered an anomaly. In this scenario the standard deviation threshold was increased until only a small number of anomalies were detected.
diff --git a/activity/anomaly/examples/json/README.md b/activity/anomaly/examples/json/README.md
index e75e92a..1c34bb7 100644
--- a/activity/anomaly/examples/json/README.md
+++ b/activity/anomaly/examples/json/README.md
@@ -54,8 +54,8 @@ curl -H "Content-Type:application/json" http://localhost:9096/test --upload-file
 You should see the following response:
 ```json
 {
- "complexity": 9.124694,
+ "complexity": 13.715719,
  "error": "anomaly!"
 }
 ```
-The complexity is 9.124694 standard deviations from the mean. Because this is greater than the 3 standard deviation threshold the payload is considered an anomaly. In this scenario the standard deviation threshold was increased until only a small number of anomalies were detected.
+The complexity is 13.715719 standard deviations from the mean. Because this is greater than the 3 standard deviation threshold the payload is considered an anomaly. In this scenario the standard deviation threshold was increased until only a small number of anomalies were detected.
diff --git a/activity/circuitbreaker/examples/api/README.md b/activity/circuitbreaker/examples/api/README.md
index d467549..c4ddd1f 100644
--- a/activity/circuitbreaker/examples/api/README.md
+++ b/activity/circuitbreaker/examples/api/README.md
@@ -54,12 +54,12 @@ You should see the following response:
 ```
 The target service is in a working state.
 
-Now simulate a service failure by stopping the target service, and then run the following command 6 times:
+Now simulate a service failure by stopping the target service, and then run the following command 3 times:
 ```
 curl http://localhost:9096/pets/1
 ```
 
-You should see the below response 5 times:
+You should see the below response 2 times:
 ```json
 {
  "error": "connection failure"
diff --git a/activity/ratelimiter/examples/api/README.md b/activity/ratelimiter/examples/api/README.md
index 7174ac2..2346558 100644
--- a/activity/ratelimiter/examples/api/README.md
+++ b/activity/ratelimiter/examples/api/README.md
@@ -71,7 +71,7 @@ You should see the following like response:
 ```
 
 ### #3 Global rate limiter
-You can set global rate limit to a service (i.e. applies accross users) by using some hard coded token value. To do that modify rate limiter `step` in the gateway descriptor `main.go` as follows:
+You can set global rate limit to a service (i.e. applies accross users) by using some hard coded token value. To do that modify rate limiter `step` in the gateway descriptor `activity_example.go` in the examples folder as follows:
 ```
 step.AddInput("token", "MY_GLOBAL_TOKEN")
 ```
diff --git a/activity/ratelimiter/examples/json/README.md b/activity/ratelimiter/examples/json/README.md
index a34e2fc..19b01ea 100644
--- a/activity/ratelimiter/examples/json/README.md
+++ b/activity/ratelimiter/examples/json/README.md
@@ -88,7 +88,7 @@ You can set global rate limit to a service (i.e. applies accross users) by using
 }
 ```
 
-Re run the gateway:
+Create and run the gateway:
 ```
 bin/MyProxy
 ```