This is an automated email from the ASF dual-hosted git repository.

aradzinski pushed a commit to branch NLPCRAFT-41
in repository https://gitbox.apache.org/repos/asf/incubator-nlpcraft.git


The following commit(s) were added to refs/heads/NLPCRAFT-41 by this push:
     new a517195  WIP on readme.md
a517195 is described below

commit a517195484a35f38117daadecabbae45357a49e9
Author: Aaron Radzinski <[email protected]>
AuthorDate: Wed Aug 19 19:18:46 2020 -0700

    WIP on readme.md
---
 .../org/apache/nlpcraft/examples/alarm/README.md     |  4 ++--
 .../org/apache/nlpcraft/examples/echo/README.md      | 15 ++++++++-------
 .../apache/nlpcraft/examples/helloworld/README.md    | 20 +++++++++++---------
 .../apache/nlpcraft/examples/lightswitch/README.md   | 16 ++++++++--------
 .../org/apache/nlpcraft/examples/phone/README.md     | 20 +++++++++++---------
 .../scala/org/apache/nlpcraft/examples/sql/README.md | 10 ++++++----
 .../org/apache/nlpcraft/examples/time/README.md      | 14 ++++++++------
 .../org/apache/nlpcraft/examples/weather/README.md   | 16 +++++++++-------
 8 files changed, 63 insertions(+), 52 deletions(-)

diff --git 
a/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/alarm/README.md 
b/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/alarm/README.md
index 33afcf6..232e977 100644
--- a/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/alarm/README.md
+++ b/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/alarm/README.md
@@ -15,7 +15,7 @@
  limitations under the License.
 -->
 
-<img src="https://nlpcraft.apache.org/images/nlpcraft_logo_black.gif"; 
height="80px">
+<img src="https://nlpcraft.apache.org/images/nlpcraft_logo_black.gif"; 
height="80px" alt="">
 <br>
 
 
[![License](https://img.shields.io/badge/license-Apache%202-blue.svg)](https://raw.githubusercontent.com/apache/opennlp/master/LICENSE)
@@ -63,6 +63,6 @@ For any questions, feedback or suggestions:
 ### Copyright
 Copyright (C) 2020 Apache Software Foundation
 
-<img src="https://www.apache.org/img/ASF20thAnniversary.jpg"; height="64px">
+<img src="https://www.apache.org/img/ASF20thAnniversary.jpg"; height="64px" 
alt="">
 
 
diff --git 
a/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/echo/README.md 
b/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/echo/README.md
index dc49a01..6170884 100644
--- a/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/echo/README.md
+++ b/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/echo/README.md
@@ -33,20 +33,22 @@ can operate on. This example can be useful during the 
development to see what
 object properties are available.
 
 ### Running
-You can run necessary JVMs for this example similarly from command line or IDE.
-NOTE: that you don't need to start Data Probe standalone if you are only 
running the unit test as it uses the 
+You can run necessary JVMs for this example the same way from either the 
command line or IDE.
+Note that you don't need to start Data Probe standalone if you are only 
running the unit test as it uses the 
 embedded probe and starts it automatically:
  * Run REST server:
     * **Main class:** `org.apache.nlpcraft.NCStart`
     * **Program arguments:** `-server`
+ * Test using built-in model auto-validator:
+    * **Main class:** 
`org.apache.nlpcraft.model.tools.test.NCTestAutoModelValidator`
+    * **VM arguments:** 
`-DNLPCRAFT_TEST_MODELS=org.apache.nlpcraft.examples.echo.EchoModel`      
+
+If not using built-in test framework (i.e. not using embedded probe) you need 
to start data probe manually:     
  * Run probe standalone and use your own [REST 
client](https://nlpcraft.apache.org/using-rest.html):
     * **Main class:** `org.apache.nlpcraft.NCStart`
     * **VM arguments:** `-Dconfig.override_with_env_vars=true`
     * **Environment variables:** 
`CONFIG_FORCE_nlpcraft_probe_models.0=org.apache.nlpcraft.examples.echo.EchoModel`
     * **Program arguments:** `-probe`
- * Test using built-in test framework:
-    * **Main class:** 
`org.apache.nlpcraft.model.tools.test.NCTestAutoModelValidator`
-    * **VM arguments:** 
`-DNLPCRAFT_TEST_MODELS=org.apache.nlpcraft.examples.echo.EchoModel`      
     
 ### Documentation  
 See [Getting Started](https://nlpcraft.apache.org/getting-started.html) guide 
for more instructions on how to run these examples.
@@ -54,8 +56,7 @@ See [Getting 
Started](https://nlpcraft.apache.org/getting-started.html) guide fo
 For any questions, feedback or suggestions:
 
  * View & run other 
[examples](https://github.com/apache/incubator-nlpcraft/tree/master/nlpcraft/src/main/scala/org/apache/nlpcraft/examples)
- * Latest [Javadoc](http://nlpcraft.apache.org/apis/latest/index.html) and 
[REST APIs](https://nlpcraft.apache.org/using-rest.html)
- * Download & Maven/Grape/Gradle/SBT 
[instructions](https://nlpcraft.apache.org/download.html)
+ * Read [documentation](https://nlpcraft.apache.org/docs.html), latest 
[Javadoc](http://nlpcraft.apache.org/apis/latest/index.html) and [REST 
APIs](https://nlpcraft.apache.org/using-rest.html) * Download & 
Maven/Grape/Gradle/SBT [instructions](https://nlpcraft.apache.org/download.html)
  * File a bug or improvement in 
[JIRA](https://issues.apache.org/jira/projects/NLPCRAFT)
  * Post a question at [Stack 
Overflow](https://stackoverflow.com/questions/ask) using <code>nlpcraft</code> 
tag
  * Access [GitHub](https://github.com/apache/incubator-nlpcraft) mirror 
repository.
diff --git 
a/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/helloworld/README.md 
b/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/helloworld/README.md
index 858af54..9d280b1 100644
--- a/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/helloworld/README.md
+++ b/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/helloworld/README.md
@@ -15,7 +15,7 @@
  limitations under the License.
 -->
 
-<img src="https://nlpcraft.apache.org/images/nlpcraft_logo_black.gif"; 
height="80px">
+<img src="https://nlpcraft.apache.org/images/nlpcraft_logo_black.gif"; 
height="80px" alt="">
 <br>
 
 
[![License](https://img.shields.io/badge/license-Apache%202-blue.svg)](https://raw.githubusercontent.com/apache/opennlp/master/LICENSE)
@@ -28,28 +28,30 @@ This trivial example simply responds with 'Hello World!' on 
any user input.
 This is the simplest and shortest user model that can be defined.
 
 ### Running
-You can run necessary JVMs for this example similarly from command line or IDE.
-NOTE: that you don't need to start Data Probe standalone if you are only 
running the unit test as it uses the 
+You can run necessary JVMs for this example the same way from either the 
command line or IDE.
+Note that you don't need to start Data Probe standalone if you are only 
running the unit test as it uses the 
 embedded probe and starts it automatically:
  * Run REST server:
     * **Main class:** `org.apache.nlpcraft.NCStart`
     * **Program arguments:** `-server`
+ * Test using built-in model auto-validator:
+     * **Main class:** 
`org.apache.nlpcraft.model.tools.test.NCTestAutoModelValidator`
+     * **VM arguments:** 
`-DNLPCRAFT_TEST_MODELS=org.apache.nlpcraft.examples.helloworld.HelloWorldModel`
     
+
+If not using built-in test framework (i.e. not using embedded probe) you need 
to start data probe manually:   
  * Run probe standalone and use your own [REST 
client](https://nlpcraft.apache.org/using-rest.html):
     * **Main class:** `org.apache.nlpcraft.NCStart`
     * **VM arguments:** `-Dconfig.override_with_env_vars=true`
     * **Environment variables:** 
`CONFIG_FORCE_nlpcraft_probe_models.0=org.apache.nlpcraft.examples.helloworld.HelloWorldModel`
     * **Program arguments:** `-probe`
- * Test using built-in test framework:
-    * **Main class:** 
`org.apache.nlpcraft.model.tools.test.NCTestAutoModelValidator`
-    * **VM arguments:** 
`-DNLPCRAFT_TEST_MODELS=org.apache.nlpcraft.examples.helloworld.HelloWorldModel`
     
-
+ 
 ### Documentation
 See [Getting Started](https://nlpcraft.apache.org/getting-started.html) guide 
for more instructions on how to run these examples.
 
 For any questions, feedback or suggestions:
 
  * View & run other 
[examples](https://github.com/apache/incubator-nlpcraft/tree/master/nlpcraft/src/main/scala/org/apache/nlpcraft/examples)
- * Latest [Javadoc](http://nlpcraft.apache.org/apis/latest/index.html) and 
[REST APIs](https://nlpcraft.apache.org/using-rest.html)
+ * Read [documentation](https://nlpcraft.apache.org/docs.html), latest 
[Javadoc](http://nlpcraft.apache.org/apis/latest/index.html) and [REST 
APIs](https://nlpcraft.apache.org/using-rest.html)
  * Download & Maven/Grape/Gradle/SBT 
[instructions](https://nlpcraft.apache.org/download.html)
  * File a bug or improvement in 
[JIRA](https://issues.apache.org/jira/projects/NLPCRAFT)
  * Post a question at [Stack 
Overflow](https://stackoverflow.com/questions/ask) using <code>nlpcraft</code> 
tag
@@ -59,6 +61,6 @@ For any questions, feedback or suggestions:
 ### Copyright
 Copyright (C) 2020 Apache Software Foundation
 
-<img src="https://www.apache.org/img/ASF20thAnniversary.jpg"; height="64px">
+<img src="https://www.apache.org/img/ASF20thAnniversary.jpg"; height="64px" 
alt="">
 
 
diff --git 
a/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/lightswitch/README.md 
b/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/lightswitch/README.md
index 1b890ef..402d8d7 100644
--- a/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/lightswitch/README.md
+++ b/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/lightswitch/README.md
@@ -30,30 +30,30 @@ You can easily modify intent callbacks to perform the 
actual light switching usi
 controllers.
 
 ### Running
-You can run necessary JVMs for this example similarly from command line or IDE.
-NOTE: that you don't need to start Data Probe standalone if you are only 
running the unit test as it uses the 
+You can run necessary JVMs for this example the same way from either the 
command line or IDE.
+Note that you don't need to start Data Probe standalone if you are only 
running the unit test as it uses the 
 embedded probe and starts it automatically:
  *  Run REST server:
     * **Main class:** `org.apache.nlpcraft.NCStart`
     * **Program arguments:** `-server`
+ * Test using built-in model auto-validator:
+    * **Main class:** 
`org.apache.nlpcraft.model.tools.test.NCTestAutoModelValidator`
+    * **VM arguments:** 
`-DNLPCRAFT_TEST_MODELS=org.apache.nlpcraft.examples.lightswitch.LightSwitchModel`
 
+      
+If not using built-in test framework (i.e. not using embedded probe) you need 
to start data probe manually:
  * Run data probe standalone and use your own [REST 
client](https://nlpcraft.apache.org/using-rest.html):
     * **Main class:** `org.apache.nlpcraft.NCStart`
     * **VM arguments:** `-Dconfig.override_with_env_vars=true`
     * **Environment variables:** 
`CONFIG_FORCE_nlpcraft_probe_models.0=org.apache.nlpcraft.examples.lightswitch.LightSwitchModel`
     * **Program arguments:** `-probe`
- * Test using built-in test framework:
-    * **Main class:** 
`org.apache.nlpcraft.model.tools.test.NCTestAutoModelValidator`
-    * **VM arguments:** 
`-DNLPCRAFT_TEST_MODELS=org.apache.nlpcraft.examples.lightswitch.LightSwitchModel`
   
 
-### Blog
-Read the [blog 
post](https://nlpcraft.apache.org/blogs/lightswitch_with_natural_language_interface.html)
 explaining this example in greater details. 
 ### Documentation
 See [Getting Started](https://nlpcraft.apache.org/getting-started.html) guide 
for more instructions on how to run these examples.
 
 For any questions, feedback or suggestions:
 
  * View & run other 
[examples](https://github.com/apache/incubator-nlpcraft/tree/master/nlpcraft/src/main/scala/org/apache/nlpcraft/examples)
- * Latest [Javadoc](http://nlpcraft.apache.org/apis/latest/index.html) and 
[REST APIs](https://nlpcraft.apache.org/using-rest.html)
+ * Read [documentation](https://nlpcraft.apache.org/docs.html), latest 
[Javadoc](http://nlpcraft.apache.org/apis/latest/index.html) and [REST 
APIs](https://nlpcraft.apache.org/using-rest.html)
  * Download & Maven/Grape/Gradle/SBT 
[instructions](https://nlpcraft.apache.org/download.html)
  * File a bug or improvement in 
[JIRA](https://issues.apache.org/jira/projects/NLPCRAFT)
  * Post a question at [Stack 
Overflow](https://stackoverflow.com/questions/ask) using <code>nlpcraft</code> 
tag
diff --git 
a/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/phone/README.md 
b/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/phone/README.md
index 9746e27..cc6c948 100644
--- a/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/phone/README.md
+++ b/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/phone/README.md
@@ -15,7 +15,7 @@
  limitations under the License.
 -->
 
-<img src="https://nlpcraft.apache.org/images/nlpcraft_logo_black.gif"; 
height="80px">
+<img src="https://nlpcraft.apache.org/images/nlpcraft_logo_black.gif"; 
height="80px" alt="">
 <br>
 
 
[![License](https://img.shields.io/badge/license-Apache%202-blue.svg)](https://raw.githubusercontent.com/apache/opennlp/master/LICENSE)
@@ -29,8 +29,8 @@ It doesn't actually do a phone dialing, but it recognizes the 
recipient and retu
 can easily add access to the contact database and issue the call via many 
existing REST services.
 
 ### Running
-You can run necessary JVMs for this example similarly from command line or IDE.
-NOTE: that you don't need to start Data Probe standalone if you are only 
running the unit test as it uses the 
+You can run necessary JVMs for this example the same way from either the 
command line or IDE.
+Note that you don't need to start Data Probe standalone if you are only 
running the unit test as it uses the 
 embedded probe and starts it automatically:
  * Run REST server:
     * **Main class:** `org.apache.nlpcraft.NCStart`
@@ -39,23 +39,25 @@ embedded probe and starts it automatically:
       * `CONFIG_FORCE_nlpcraft_server_tokenProviders.0=nlpcraft`
       * `CONFIG_FORCE_nlpcraft_server_tokenProviders.1=google`
     * **Program arguments:** `-server`
+ * Test using built-in model auto-validator:
+    * **Main class:** 
`org.apache.nlpcraft.model.tools.test.NCTestAutoModelValidator`
+    * **VM arguments:** 
`-DNLPCRAFT_TEST_MODELS=org.apache.nlpcraft.examples.phone.PhoneModel`       
+
+If not using built-in test framework (i.e. not using embedded probe) you need 
to start data probe manually:     
  * Run probe standalone and use your own [REST 
client](https://nlpcraft.apache.org/using-rest.html):
     * **Main class:** `org.apache.nlpcraft.NCStart`
     * **VM arguments:** `-Dconfig.override_with_env_vars=true`
     * **Environment variables:** 
`CONFIG_FORCE_nlpcraft_probe_models.0=org.apache.nlpcraft.examples.phone.PhoneModel`
     * **Program arguments:** `-probe`
- * Test using built-in test framework:
-    * **Main class:** 
`org.apache.nlpcraft.model.tools.test.NCTestAutoModelValidator`
-    * **VM arguments:** 
`-DNLPCRAFT_TEST_MODELS=org.apache.nlpcraft.examples.phone.PhoneModel`       
 
 ### Documentation  
 See [Getting Started](https://nlpcraft.apache.org/getting-started.html) guide 
for more instructions on how to run these examples.
-See also [Integrations](https://nlpcraft.apache.org/intergrations.html) 
section on how to configure 3rd party token providers.
+See also [Integrations](https://nlpcraft.apache.org/integrations.html) section 
on how to configure 3rd party token providers.
 
 For any questions, feedback or suggestions:
 
  * View & run other 
[examples](https://github.com/apache/incubator-nlpcraft/tree/master/nlpcraft/src/main/scala/org/apache/nlpcraft/examples)
- * Latest [Javadoc](http://nlpcraft.apache.org/apis/latest/index.html) and 
[REST APIs](https://nlpcraft.apache.org/using-rest.html)
+ * Read [documentation](https://nlpcraft.apache.org/docs.html), latest 
[Javadoc](http://nlpcraft.apache.org/apis/latest/index.html) and [REST 
APIs](https://nlpcraft.apache.org/using-rest.html)
  * Download & Maven/Grape/Gradle/SBT 
[instructions](https://nlpcraft.apache.org/download.html)
  * File a bug or improvement in 
[JIRA](https://issues.apache.org/jira/projects/NLPCRAFT)
  * Post a question at [Stack 
Overflow](https://stackoverflow.com/questions/ask) using <code>nlpcraft</code> 
tag
@@ -65,6 +67,6 @@ For any questions, feedback or suggestions:
 ### Copyright
 Copyright (C) 2020 Apache Software Foundation
 
-<img src="https://www.apache.org/img/ASF20thAnniversary.jpg"; height="64px">
+<img src="https://www.apache.org/img/ASF20thAnniversary.jpg"; height="64px" 
alt="">
 
 
diff --git a/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/sql/README.md 
b/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/sql/README.md
index 1458dfa..1a821bf 100644
--- a/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/sql/README.md
+++ b/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/sql/README.md
@@ -33,11 +33,15 @@ This example can be run the same way as other examples with 
one exception - it n
 The unit test for this example runs H2 database server automatically (which 
can be run manually, if necessary).
 You need to start H2 database server standalone when you are using 
`NCSqlModelGenerator` model generation utility.
 You can run necessary JVMs for this example similarly from command line or IDE.
-NOTE: that you don't need to start Data Probe standalone if you are only 
running the unit test as it uses the 
+Note that you don't need to start Data Probe standalone if you are only 
running the unit test as it uses the 
 embedded probe and starts it automatically:
  *  Run REST server:
     * **Main class:** `org.apache.nlpcraft.NCStart`
     * **Program arguments:** `-server`
+ * Test using built-in test framework:
+    * **JUnit class:** `org.apache.nlpcraft.examples.sql.NCSqlExampleTest`
+
+If not using built-in test framework (i.e. not using embedded probe) you need 
to start data probe manually:    
  * To run probe standalone and use your own [REST 
client](https://nlpcraft.apache.org/using-rest.html):
     * **Main class:** `org.apache.nlpcraft.NCStart`
     * **VM arguments:** `-Dconfig.override_with_env_vars=true`
@@ -46,8 +50,6 @@ embedded probe and starts it automatically:
     
     When running data probe standalone you need run H2 database sever manually 
(from command line or IDE):
     * **Main class:** `org.apache.nlpcraft.examples.sql.db.SqlServerRunner`
- * Test using built-in test framework:
-    * **JUnit class:** `org.apache.nlpcraft.examples.sql.NCSqlExampleTest`
     
 ### Documentation  
 See [Getting Started](https://nlpcraft.apache.org/getting-started.html) guide 
for more instructions on how to run these examples.
@@ -55,7 +57,7 @@ See [Getting 
Started](https://nlpcraft.apache.org/getting-started.html) guide fo
 For any questions, feedback or suggestions:
 
  * View & run other 
[examples](https://github.com/apache/incubator-nlpcraft/tree/master/nlpcraft/src/main/scala/org/apache/nlpcraft/examples)
- * Latest [Javadoc](http://nlpcraft.apache.org/apis/latest/index.html) and 
[REST APIs](https://nlpcraft.apache.org/using-rest.html)
+ * Read [documentation](https://nlpcraft.apache.org/docs.html), latest 
[Javadoc](http://nlpcraft.apache.org/apis/latest/index.html) and [REST 
APIs](https://nlpcraft.apache.org/using-rest.html)
  * Download & Maven/Grape/Gradle/SBT 
[instructions](https://nlpcraft.apache.org/download.html)
  * File a bug or improvement in 
[JIRA](https://issues.apache.org/jira/projects/NLPCRAFT)
  * Post a question at [Stack 
Overflow](https://stackoverflow.com/questions/ask) using <code>nlpcraft</code> 
tag
diff --git 
a/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/time/README.md 
b/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/time/README.md
index 2d8e9b7..9bbec40 100644
--- a/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/time/README.md
+++ b/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/time/README.md
@@ -28,20 +28,22 @@ This example data model answers the questions about current 
time, either local t
 It provides YAML response with time and timezone information and uses YAML 
model definition.
  
 ### Running
-You can run necessary JVMs for this example similarly from command line or IDE.
-NOTE: that you don't need to start Data Probe standalone if you are only 
running the unit test as it uses the 
+You can run necessary JVMs for this example the same way from either the 
command line or IDE.
+Note that you don't need to start Data Probe standalone if you are only 
running the unit test as it uses the 
 embedded probe and starts it automatically:
  * Run REST server:
     * **Main class:** `org.apache.nlpcraft.NCStart`
     * **Program arguments:** `-server`
+ * Test using built-in model auto-validator:
+    * **Main class:** 
`org.apache.nlpcraft.model.tools.test.NCTestAutoModelValidator`
+    * **VM arguments:** 
`-DNLPCRAFT_TEST_MODELS=org.apache.nlpcraft.examples.time.TimeModel`       
+
+If not using built-in test framework (i.e. not using embedded probe) you need 
to start data probe manually:   
  * Run probe standalone and use your own [REST 
client](https://nlpcraft.apache.org/using-rest.html):
     * **Main class:** `org.apache.nlpcraft.NCStart`
     * **VM arguments:** `-Dconfig.override_with_env_vars=true`
     * **Environment variables:** 
`CONFIG_FORCE_nlpcraft_probe_models.0=org.apache.nlpcraft.examples.time.TimeModel`
     * **Program arguments:** `-probe`
- * Test using built-in test framework:
-    * **Main class:** 
`org.apache.nlpcraft.model.tools.test.NCTestAutoModelValidator`
-    * **VM arguments:** 
`-DNLPCRAFT_TEST_MODELS=org.apache.nlpcraft.examples.time.TimeModel`       
 
 ### Documentation  
 See [Getting Started](https://nlpcraft.apache.org/getting-started.html) guide 
for more instructions on how to run these examples.
@@ -49,7 +51,7 @@ See [Getting 
Started](https://nlpcraft.apache.org/getting-started.html) guide fo
 For any questions, feedback or suggestions:
 
  * View & run other 
[examples](https://github.com/apache/incubator-nlpcraft/tree/master/nlpcraft/src/main/scala/org/apache/nlpcraft/examples)
- * Latest [Javadoc](http://nlpcraft.apache.org/apis/latest/index.html) and 
[REST APIs](https://nlpcraft.apache.org/using-rest.html)
+ * Read [documentation](https://nlpcraft.apache.org/docs.html), latest 
[Javadoc](http://nlpcraft.apache.org/apis/latest/index.html) and [REST 
APIs](https://nlpcraft.apache.org/using-rest.html)
  * Download & Maven/Grape/Gradle/SBT 
[instructions](https://nlpcraft.apache.org/download.html)
  * File a bug or improvement in 
[JIRA](https://issues.apache.org/jira/projects/NLPCRAFT)
  * Post a question at [Stack 
Overflow](https://stackoverflow.com/questions/ask) using <code>nlpcraft</code> 
tag
diff --git 
a/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/weather/README.md 
b/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/weather/README.md
index a237782..cf36ee7 100644
--- a/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/weather/README.md
+++ b/nlpcraft/src/main/scala/org/apache/nlpcraft/examples/weather/README.md
@@ -29,28 +29,30 @@ intent matching logic. It uses https://www.apixu.com REST 
service for the actual
 weather information.
 
 ### Running
-You can run necessary JVMs for this example similarly from command line or IDE.
-NOTE: that you don't need to start Data Probe standalone if you are only 
running the unit test as it uses the 
+You can run necessary JVMs for this example the same way from either the 
command line or IDE.
+Note that you don't need to start Data Probe standalone if you are only 
running the unit test as it uses the 
 embedded probe and starts it automatically:
  * Run REST server:
     * **Main class:** `org.apache.nlpcraft.NCStart`
     * **Program arguments:** `-server`
+ * Test using built-in model auto-validator:
+    * **Main class:** 
`org.apache.nlpcraft.model.tools.test.NCTestAutoModelValidator`
+    * **VM arguments:** 
`-DNLPCRAFT_TEST_MODELS=org.apache.nlpcraft.examples.weather.WeatherModel`      
+
+If not using built-in test framework (i.e. not using embedded probe) you need 
to start data probe manually:         
  * Run probe standalone and use your own [REST 
client](https://nlpcraft.apache.org/using-rest.html):
     * **Main class:** `org.apache.nlpcraft.NCStart`
     * **VM arguments:** `-Dconfig.override_with_env_vars=true`
     * **Environment variables:** 
`CONFIG_FORCE_nlpcraft_probe_models.0=org.apache.nlpcraft.examples.weather.WeatherModel`
     * **Program arguments:** `-probe`
- * Test using built-in test framework:
-    * **Main class:** 
`org.apache.nlpcraft.model.tools.test.NCTestAutoModelValidator`
-    * **VM arguments:** 
`-DNLPCRAFT_TEST_MODELS=org.apache.nlpcraft.examples.weather.WeatherModel`      
-        
+
 ### Documentation  
 See [Getting Started](https://nlpcraft.apache.org/getting-started.html) guide 
for more instructions on how to run these examples.
 
 For any questions, feedback or suggestions:
 
  * View & run other 
[examples](https://github.com/apache/incubator-nlpcraft/tree/master/nlpcraft/src/main/scala/org/apache/nlpcraft/examples)
- * Latest [Javadoc](http://nlpcraft.apache.org/apis/latest/index.html) and 
[REST APIs](https://nlpcraft.apache.org/using-rest.html)
+ * Read [documentation](https://nlpcraft.apache.org/docs.html), latest 
[Javadoc](http://nlpcraft.apache.org/apis/latest/index.html) and [REST 
APIs](https://nlpcraft.apache.org/using-rest.html)
  * Download & Maven/Grape/Gradle/SBT 
[instructions](https://nlpcraft.apache.org/download.html)
  * File a bug or improvement in 
[JIRA](https://issues.apache.org/jira/projects/NLPCRAFT)
  * Post a question at [Stack 
Overflow](https://stackoverflow.com/questions/ask) using <code>nlpcraft</code> 
tag

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