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


The following commit(s) were added to refs/heads/master by this push:
     new b5079f8  WIP.
b5079f8 is described below

commit b5079f82201bebf5f9046ad2d8dad800ec352266
Author: Aaron Radzinski <[email protected]>
AuthorDate: Sat Jan 30 18:37:01 2021 -0800

    WIP.
---
 _scss/misc.scss                        |   8 +++
 blogs/quick_intro_apache_nlpcraft.html |   4 +-
 blogs/short_term_memory.html           |   2 +-
 cheat-sheet.html                       |  93 +++++---------------------
 download.html                          |  18 +++---
 examples/alarm_clock.html              |   6 +-
 examples/light_switch.html             |  10 +--
 examples/sql_model.html                |   8 +--
 examples/weather_bot.html              |   6 +-
 first-example.html                     | 115 ++++++++++++---------------------
 integrations.html                      |  26 ++++----
 metrics-and-tracing.html               |   2 +-
 server-and-probe.html                  |   6 +-
 tools/embedded_probe.html              |   2 +-
 tools/script.html                      |   2 +-
 tools/sql_model_gen.html               |   2 +-
 tools/syn_tool.html                    |  11 ++--
 tools/test_framework.html              |   4 +-
 18 files changed, 118 insertions(+), 207 deletions(-)

diff --git a/_scss/misc.scss b/_scss/misc.scss
index 4f8ccd9..9bede67 100644
--- a/_scss/misc.scss
+++ b/_scss/misc.scss
@@ -458,3 +458,11 @@ i.fa.output {
         border-color: #fff #fff $color-blue3 !important;
     }
 }
+
+code.script {
+    border: 1px solid $color-blue3;
+    padding: 1px 6px 2px 6px;
+    border-radius: 4px;
+    color: #fb51b1;
+    background-color: #f3f9ff;
+}
diff --git a/blogs/quick_intro_apache_nlpcraft.html 
b/blogs/quick_intro_apache_nlpcraft.html
index 92f2449..14ddfbd 100644
--- a/blogs/quick_intro_apache_nlpcraft.html
+++ b/blogs/quick_intro_apache_nlpcraft.html
@@ -263,7 +263,7 @@ publish_date: November 16, 2020
     </p>
     <ul>
         <li>
-            Synonyms can be easily developed, extended and tested using many 
tools that NLPCraft provides like
+            Synonyms can be developed, extended and tested using many tools 
that NLPCraft provides like
             macros, Synonym DSL and synonym suggester (that uses Google’ BERT 
and Facebook fastText models).
         </li>
         <li>
@@ -387,7 +387,7 @@ publish_date: November 16, 2020
         <li><code>"No lights in the bedroom, please."</code></li>
     </ul>
     <p>
-        You can also easily extend this model and support different locations 
or actions like dimming or brightening
+        You can also extend this model and support different locations or 
actions like dimming or brightening
         the lights, etc. Model-as-a-code approach enables you to iterate on 
this in the matter of minutes without
         heavy re-training cycles.
     </p>
diff --git a/blogs/short_term_memory.html b/blogs/short_term_memory.html
index 62ab0e5..6deee19 100644
--- a/blogs/short_term_memory.html
+++ b/blogs/short_term_memory.html
@@ -64,7 +64,7 @@ publish_date: July 26, 2019
     </ul>
     <p>
         Sometimes we can use default values like the current user's location 
and the current time (if they are missing).
-        However, this can easily lead to the wrong interpretation if the 
conversation has an existing context.
+        However, this can lead to the wrong interpretation if the conversation 
has an existing context.
     </p>
     <p>
         In real life, as well as in NLP-based systems, we always try to start 
a conversation with a fully defined
diff --git a/cheat-sheet.html b/cheat-sheet.html
index f6c58a2..06c493d 100644
--- a/cheat-sheet.html
+++ b/cheat-sheet.html
@@ -37,6 +37,21 @@ id: cheat_sheet
                 <a href="#cs7">Testing with REST</a><br/>
             </div>
         </div>
+        <div class="bq success">
+            <p>
+                <b>NOTES:</b>
+            </p>
+            <ul>
+                <li>
+                    <a href="/tools/script.html">NLPCraft CLI</a> is available 
as <code>nlpcraft.sh</code> for
+                    <i class="fab fa-fw fa-linux"></i> and 
<code>nlpcraft.cmd</code>
+                    for <i class="fab fa-fw fa-windows"></i>.
+                </li>
+                <li>
+                    Run <code class="script">bin/nlpcraft.sh help 
--cmd=xxx</code> to get a full help on <code>xxx</code> command.
+                </li>
+            </ul>
+        </div>
     </section>
     <section id="cs1">
         <h2 class="section-title">Quick Install</h2>
@@ -143,19 +158,6 @@ id: cheat_sheet
                     $ bin/nlpcraft.sh stop-server # Stop server.
                     $ bin/nlpcraft.sh stop # Stop both server and probe.
                 </pre>
-                <p>
-                    <b>NOTES:</b>
-                </p>
-                <ul>
-                    <li>
-                        <a href="/tools/script.html">NLPCraft CLI</a> is 
available as <code>nlpcraft.sh</code> for
-                        <i class="fab fa-fw fa-linux"></i> and 
<code>nlpcraft.cmd</code>
-                        for <i class="fab fa-fw fa-windows"></i>.
-                    </li>
-                    <li>
-                        Run <code>bin/nlpcraft.sh help --cmd=xxx</code> to get 
a full help on <code>xxx</code> command.
-                    </li>
-                </ul>
             </div>
             <div class="tab-pane fade show" id="nav-srv-class" role="tabpanel">
                 <p></p>
@@ -245,19 +247,6 @@ id: cheat_sheet
                     $ bin/nlpcraft.sh stop-probe # Stop probe.
                     $ bin/nlpcraft.sh stop # Stop server and probe.
                 </pre>
-                <p>
-                    <b>NOTES:</b>
-                </p>
-                <ul>
-                    <li>
-                        <a href="/tools/script.html">NLPCraft CLI</a> is 
available as <code>nlpcraft.sh</code> for
-                        <i class="fab fa-fw fa-linux"></i> and 
<code>nlpcraft.cmd</code>
-                        for <i class="fab fa-fw fa-windows"></i>.
-                    </li>
-                    <li>
-                        Run <code>bin/nlpcraft.sh help --cmd=xxx</code> to get 
a full help on <code>xxx</code> command.
-                    </li>
-                </ul>
             </div>
             <div class="tab-pane fade show" id="nav-probe-class" 
role="tabpanel">
                 <p></p>
@@ -330,19 +319,6 @@ id: cheat_sheet
                     $ bin/nlpcraft.sh test-model # All default parameters.
                     $ bin/nlpcraft.sh test-model --mdls=my.package.Model 
--cp=~/myapp/target/classes --jmvOpts="-ea -Xms2048m"
                 </pre>
-                <p>
-                    <b>NOTES:</b>
-                </p>
-                <ul>
-                    <li>
-                        <a href="/tools/script.html">NLPCraft CLI</a> is 
available as <code>nlpcraft.sh</code> for
-                        <i class="fab fa-fw fa-linux"></i> and 
<code>nlpcraft.cmd</code>
-                        for <i class="fab fa-fw fa-windows"></i>.
-                    </li>
-                    <li>
-                        Run <code>bin/nlpcraft.sh help --cmd=test-model</code> 
to get a full help on this command.
-                    </li>
-                </ul>
             </div>
             <div class="tab-pane fade show" id="nav-class" role="tabpanel">
                 <pre class="brush: bash">
@@ -379,19 +355,6 @@ id: cheat_sheet
                     $ bin/nlpcraft.sh gen-project -n=MyProject -l=scala -b=sbt 
# Scala/SBT project stub.
                     $ bin/nlpcraft.sh gen-project -n=MyProject -l=kotlin 
-p=com.mycompany.nlp -o # Kotlin/Maven project stub.
                 </pre>
-                <p>
-                    <b>NOTES:</b>
-                </p>
-                <ul>
-                    <li>
-                        <a href="/tools/script.html">NLPCraft CLI</a> is 
available as <code>nlpcraft.sh</code> for
-                        <i class="fab fa-fw fa-linux"></i> and 
<code>nlpcraft.cmd</code>
-                        for <i class="fab fa-fw fa-windows"></i>.
-                    </li>
-                    <li>
-                        Run <code>bin/nlpcraft.sh help 
--cmd=gen-project</code> to get a full help on this command.
-                    </li>
-                </ul>
             </div>
         </div>
     </section>
@@ -408,19 +371,6 @@ id: cheat_sheet
                     $ bin/nlpcraft.sh gen-model 
--filePath=~/myapp/myModel.json --mdlId=my.model.id # JSON model stub.
                     $ bin/nlpcraft.sh gen-model -f=c:/tmp/myModel.yaml 
-m=my.model.id -o # YAML model stub.
                 </pre>
-                <p>
-                    <b>NOTES:</b>
-                </p>
-                <ul>
-                    <li>
-                        <a href="/tools/script.html">NLPCraft CLI</a> is 
available as <code>nlpcraft.sh</code> for
-                        <i class="fab fa-fw fa-linux"></i> and 
<code>nlpcraft.cmd</code>
-                        for <i class="fab fa-fw fa-windows"></i>.
-                    </li>
-                    <li>
-                        Run <code>bin/nlpcraft.sh help --cmd=gen-model</code> 
to get a full help on this command.
-                    </li>
-                </ul>
             </div>
         </div>
     </section>
@@ -442,19 +392,6 @@ id: cheat_sheet
                     $ bin/nlpcraft.sh rest -p=signin -j='{"email": 
"[email protected]", "passwd": "admin"}' # Linux/Unix/MacOS REST call.
                     $ bin/nlpcraft.cmd rest --path=signin --json='{\"email\": 
\"[email protected]\", \"passwd\": \"admin\"}' # Window REST call.
                 </pre>
-                <p>
-                    <b>NOTES:</b>
-                </p>
-                <ul>
-                    <li>
-                        <a href="/tools/script.html">NLPCraft CLI</a> is 
available as <code>nlpcraft.sh</code> for
-                        <i class="fab fa-fw fa-linux"></i> and 
<code>nlpcraft.cmd</code>
-                        for <i class="fab fa-fw fa-windows"></i>.
-                    </li>
-                    <li>
-                        Run <code>bin/nlpcraft.sh help --cmd=xxx</code> to get 
a full help on <code>xxx</code> command.
-                    </li>
-                </ul>
             </div>
         </div>
     </section>
diff --git a/download.html b/download.html
index 742a99b..6c6bd1e 100644
--- a/download.html
+++ b/download.html
@@ -252,10 +252,10 @@ layout: interior
             </p>
             <nav>
                 <div class="nav nav-tabs" role="tablist">
-                    <a class="nav-item nav-link active" data-toggle="tab" 
href="#nav-maven" role="tab" aria-controls="nav-home" 
aria-selected="true">Maven <img src="/images/java2.png" height="20px" 
alt=""></a>
-                    <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-grape" role="tab" aria-controls="nav-profile" 
aria-selected="false">Grape <img src="/images/groovy.png" height="18px" 
alt=""></a>
-                    <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-gradle" role="tab" aria-controls="nav-profile" 
aria-selected="false">Gradle <img src="/images/kotlin.png" height="18px" 
alt=""></a>
-                    <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-sbt" role="tab" aria-controls="nav-contact" 
aria-selected="false">SBT <img src="/images/scala-logo.png" height="16px" 
alt=""></a>
+                    <a class="nav-item nav-link active" data-toggle="tab" 
href="#nav-maven" role="tab">Maven <img src="/images/java2.png" height="20px" 
alt=""></a>
+                    <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-grape" role="tab">Grape <img src="/images/groovy.png" height="18px" 
alt=""></a>
+                    <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-gradle" role="tab">Gradle <img src="/images/kotlin.png" 
height="18px" alt=""></a>
+                    <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-sbt" role="tab">SBT <img src="/images/scala-logo.png" height="16px" 
alt=""></a>
                 </div>
             </nav>
             <div class="tab-content">
@@ -286,7 +286,7 @@ layout: interior
                     </pre>
                 </div>
             </div>
-            <div class="bq success">
+            <div class="bq info">
                 <p>
                     <b>Latest Version</b>
                 </p>
@@ -330,10 +330,10 @@ layout: interior
             </p>
             <nav>
                 <div class="nav nav-tabs" role="tablist">
-                    <a class="nav-item nav-link active" data-toggle="tab" 
href="#nav-java-client-maven" role="tab" aria-controls="nav-home" 
aria-selected="true">Maven <img src="/images/java2.png" height="20px" 
alt=""></a>
-                    <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-java-client-grape" role="tab" aria-controls="nav-profile" 
aria-selected="false">Grape <img src="/images/groovy.png" height="18px" 
alt=""></a>
-                    <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-java-client-gradle" role="tab" aria-controls="nav-profile" 
aria-selected="false">Gradle <img src="/images/kotlin.png" height="18px" 
alt=""></a>
-                    <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-java-client-sbt" role="tab" aria-controls="nav-contact" 
aria-selected="false">SBT <img src="/images/scala-logo.png" height="16px" 
alt=""></a>
+                    <a class="nav-item nav-link active" data-toggle="tab" 
href="#nav-java-client-maven" role="tab">Maven <img src="/images/java2.png" 
height="20px" alt=""></a>
+                    <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-java-client-grape" role="tab">Grape <img src="/images/groovy.png" 
height="18px" alt=""></a>
+                    <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-java-client-gradle" role="tab">Gradle <img src="/images/kotlin.png" 
height="18px" alt=""></a>
+                    <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-java-client-sbt" role="tab">SBT <img src="/images/scala-logo.png" 
height="16px" alt=""></a>
                 </div>
             </nav>
             <div class="tab-content">
diff --git a/examples/alarm_clock.html b/examples/alarm_clock.html
index bf666d2..633ea07 100644
--- a/examples/alarm_clock.html
+++ b/examples/alarm_clock.html
@@ -63,7 +63,7 @@ id: alarm_clock
                         <code>gen-project</code> command defaults to Java and  
Maven as its built tool.
                     </li>
                     <li>
-                        Run <code>bin/nlpcraft.sh help 
--cmd=gen-project</code> to get a full help on <code>gen-project</code> command.
+                        Run <code class="script">bin/nlpcraft.sh help 
--cmd=gen-project</code> to get a full help on <code>gen-project</code> command.
                     </li>
                     <li>
                         <a href="/tools/script.html">NLPCraft CLI</a> is 
available as <code>nlpcraft.sh</code> for
@@ -304,7 +304,7 @@ public class AlarmClock extends NCModelFileAdapter {
                 <i style="color: #F39C12" class="fa 
fa-exclamation-triangle"></i> REST server is a "fire-and-forget" component that 
you generally needs to start only once.
             </li>
             <li>
-                Run <code>bin/nlpcraft.sh help --cmd=start-server</code> to 
get a full help on this command.
+                Run <code class="script">bin/nlpcraft.sh help 
--cmd=start-server</code> to get a full help on this command.
             </li>
             <li>
                 <a href="/tools/script.html">NLPCraft CLI</a> is available as 
<code>nlpcraft.sh</code> for
@@ -343,7 +343,7 @@ public class AlarmClock extends NCModelFileAdapter {
         </p>
         <ul>
             <li>
-                Run <code>bin/nlpcraft.sh help --cmd=test-model</code> to get 
a full help on this command.
+                Run <code class="script">bin/nlpcraft.sh help 
--cmd=test-model</code> to get a full help on this command.
             </li>
             <li>
                 <a href="/tools/script.html">NLPCraft CLI</a> is available as 
<code>nlpcraft.sh</code> for
diff --git a/examples/light_switch.html b/examples/light_switch.html
index 260c88b..8f63838 100644
--- a/examples/light_switch.html
+++ b/examples/light_switch.html
@@ -27,7 +27,7 @@ id: light_switch
         <p>
             This example provides very simple implementation for NLI-powered 
light switch. You can say something like
             "Turn the lights off in the entire house" or "Switch on the 
illumination in the master bedroom closet".
-            You can easily modify intent callbacks to perform the actual light 
switching using HomeKit or Arduino-based
+            You can modify intent callbacks to perform the actual light 
switching using HomeKit or Arduino-based
             controllers.
         </p>
         <p>
@@ -63,7 +63,7 @@ id: light_switch
                         <code>gen-project</code> command defaults to Java and  
Maven as its built tool.
                     </li>
                     <li>
-                        Run <code>bin/nlpcraft.sh help 
--cmd=gen-project</code> to get a full help on <code>gen-project</code> command.
+                        Run <code class="script">bin/nlpcraft.sh help 
--cmd=gen-project</code> to get a full help on <code>gen-project</code> command.
                     </li>
                     <li>
                         <a href="/tools/script.html">NLPCraft CLI</a> is 
available as <code>nlpcraft.sh</code> for
@@ -193,7 +193,7 @@ class LightSwitch extends 
NCModelFileAdapter("light_switch.yaml") {
         </pre>
         <p>
             The intent callback logic is very simple - we simply return a 
descriptive confirmation message
-            back (explaining what lights were changed). With action and 
location detected - you can easily add
+            back (explaining what lights were changed). With action and 
location detected - you can add
             the actual light switching using HomeKit or Arduino devices. Let's 
review this implementation step by step:
         </p>
         <ul>
@@ -265,7 +265,7 @@ class LightSwitch extends 
NCModelFileAdapter("light_switch.yaml") {
                 <i style="color: #F39C12" class="fa 
fa-exclamation-triangle"></i> REST server is a "fore-and-forget" component that 
you generally need to start only once.
             </li>
             <li>
-                Run <code>bin/nlpcraft.sh help --cmd=start-server</code> to 
get a full help on this command.
+                Run <code class="script">bin/nlpcraft.sh help 
--cmd=start-server</code> to get a full help on this command.
             </li>
             <li>
                 <a href="/tools/script.html">NLPCraft CLI</a> is available as 
<code>nlpcraft.sh</code> for
@@ -304,7 +304,7 @@ class LightSwitch extends 
NCModelFileAdapter("light_switch.yaml") {
         </p>
         <ul>
             <li>
-                Run <code>bin/nlpcraft.sh help --cmd=test-model</code> to get 
a full help on this command.
+                Run <code class="script">bin/nlpcraft.sh help 
--cmd=test-model</code> to get a full help on this command.
             </li>
             <li>
                 <a href="/tools/script.html">NLPCraft CLI</a> is available as 
<code>nlpcraft.sh</code> for
diff --git a/examples/sql_model.html b/examples/sql_model.html
index a6c3618..df2c228 100644
--- a/examples/sql_model.html
+++ b/examples/sql_model.html
@@ -65,8 +65,8 @@ id: sql_model
             match the user input against a defined set of intents. If it finds 
the matching intent - it guarantees that
             match for a given intent. If no matching intent can be found - it 
returns the negative
             result without any ambiguity. In other words, if the answer is 
given, it is deterministically guaranteed to be correct.
-            Another positive side-effect of this approach is the fact that 
such matching logic is easily traceable, i.e.
-            the user can easily see why given user input was matched against a 
certain intent (and not any other). Such
+            Another positive side-effect of this approach is the fact that 
such matching logic is traceable, i.e.
+            the user can see why given user input was matched against a 
certain intent (and not any other). Such
             traceability of the comprehension logic (or explainability vs 
"black box" approach resulting from deep
             learning techniques) is often critical for many real-life business 
applications.
         </p>
@@ -200,7 +200,7 @@ id: sql_model
                 <i style="color: #F39C12" class="fa 
fa-exclamation-triangle"></i> REST server is a "fore-and-forget" component that 
you generally need to start only once.
             </li>
             <li>
-                Run <code>bin/nlpcraft.sh help --cmd=start-server</code> to 
get a full help on this command.
+                Run <code class="script">bin/nlpcraft.sh help 
--cmd=start-server</code> to get a full help on this command.
             </li>
             <li>
                 <a href="/tools/script.html">NLPCraft CLI</a> is available as 
<code>nlpcraft.sh</code> for
@@ -235,7 +235,7 @@ id: sql_model
         </p>
         <ul>
             <li>
-                Run <code>bin/nlpcraft.sh help --cmd=test-model</code> to get 
a full help on this command.
+                Run <code class="script">bin/nlpcraft.sh help 
--cmd=test-model</code> to get a full help on this command.
             </li>
             <li>
                 <a href="/tools/script.html">NLPCraft CLI</a> is available as 
<code>nlpcraft.sh</code> for
diff --git a/examples/weather_bot.html b/examples/weather_bot.html
index 2c02ac3..8ab0292 100644
--- a/examples/weather_bot.html
+++ b/examples/weather_bot.html
@@ -62,7 +62,7 @@ id: weather_bot
                         <code>gen-project</code> command defaults to Java and  
Maven as its built tool.
                     </li>
                     <li>
-                        Run <code>bin/nlpcraft.sh help 
--cmd=gen-project</code> to get a full help on <code>gen-project</code> command.
+                        Run <code class="script">bin/nlpcraft.sh help 
--cmd=gen-project</code> to get a full help on <code>gen-project</code> command.
                     </li>
                     <li>
                         <a href="/tools/script.html">NLPCraft CLI</a> is 
available as <code>nlpcraft.sh</code> for
@@ -413,7 +413,7 @@ public class Weather extends NCModelFileAdapter {
                 <i style="color: #F39C12" class="fa 
fa-exclamation-triangle"></i> REST server is a "fore-and-forget" component that 
you generally need to start only once.
             </li>
             <li>
-                Run <code>bin/nlpcraft.sh help --cmd=start-server</code> to 
get a full help on this command.
+                Run <code class="script">bin/nlpcraft.sh help 
--cmd=start-server</code> to get a full help on this command.
             </li>
             <li>
                 <a href="/tools/script.html">NLPCraft CLI</a> is available as 
<code>nlpcraft.sh</code> for
@@ -452,7 +452,7 @@ public class Weather extends NCModelFileAdapter {
         </p>
         <ul>
             <li>
-                Run <code>bin/nlpcraft.sh help --cmd=test-model</code> to get 
a full help on this command.
+                Run <code class="script">bin/nlpcraft.sh help 
--cmd=test-model</code> to get a full help on this command.
             </li>
             <li>
                 <a href="/tools/script.html">NLPCraft CLI</a> is available as 
<code>nlpcraft.sh</code> for
diff --git a/first-example.html b/first-example.html
index 751528d..229658e 100644
--- a/first-example.html
+++ b/first-example.html
@@ -25,23 +25,18 @@ id: first_example
     <section id="setup">
         <h2 class="section-title">Overview</h2>
         <p>
-            Let's develop a prototypical light switch that can be controlled 
through the natural language.
+            Let's develop a light switch prototype that can be controlled 
through the natural language.
             We'll keep <a target=_ 
href="https://cloud.google.com/speech-to-text/";>speech-to-text conversion</a> 
and integration
             with <a target=_    
href="https://developer.apple.com/homekit/";>HomeKit</a> or
-            <a href="https://www.arduino.cc/"; target=_>Ardunio</a> outside of 
this example - and concentrate only on understanding the natural
-            language commands. At the end, we should be able to say 
<code>"Turn the lights off in the guest bedroom"</code>
-            or <code>"Could you please switch off all the lights?"</code>.
-        </p>
-        <p>
-            NOTE: for this example we'll use Scala and Linux, however, the 
example works exactly the same
-            way with any other JVM language or operating system.
+            <a href="https://www.arduino.cc/"; target=_>Ardunio</a> outside of 
this example - and concentrate on understanding the natural
+            language commands.
         </p>
     </section>
     <section id="new_project">
         <h3 class="section-title">New Project</h3>
         <p>
             We'll use <a href="/tools/script.html">NLPCraft CLI</a> to perform 
all management operations.
-            Run <code>bin/nlpcraft.sh</code> script from NLPCraft installation 
directory to create a new project stub (the script is located in 
<code>bin</code> sub-directory):
+            Run <code>bin/nlpcraft.sh</code> script to create a new project 
stub:
         </p>
         <nav>
             <div class="nav nav-tabs" role="tablist">
@@ -73,7 +68,7 @@ id: first_example
                 <code>gen-project</code> command defaults to Maven as its 
built tool.
             </li>
             <li>
-                Run <code>bin/nlpcraft.sh help --cmd=gen-project</code> to get 
a full help on <code>gen-project</code> command.
+                Run <code class="script">bin/nlpcraft.sh help 
--cmd=gen-project</code> to get a full help on <code>gen-project</code> command.
             </li>
             <li>
                 <a href="/tools/script.html">NLPCraft CLI</a> is available as 
<code>nlpcraft.sh</code> for
@@ -85,17 +80,16 @@ id: first_example
     <section id="data_model">
         <h2 class="section-title">Data Model</h2>
         <p>
-            In NLPCraft a data model is simply an implementation of <a 
target="javadoc" 
href="/apis/latest/org/apache/nlpcraft/model/NCModel.html">NCModel</a>
+            In NLPCraft a data model is an implementation of <a 
target="javadoc" 
href="/apis/latest/org/apache/nlpcraft/model/NCModel.html">NCModel</a>
             interface. You can move most of the model configuration out to an 
external JSON or YAML file and use
             <a target="javadoc" 
href="/apis/latest/org/apache/nlpcraft/model/NCModelFileAdapter.html">NCModelFileAdapter</a>
 to
-            load this external configuration when creating a new model. Note 
that this is a canonical pattern to build
-            models in NLPCraft and it allows you cleanly separate the logic of 
the model from its declarative configuration.
+            load this external configuration when creating a new model.
         </p>
         <p>
-            Open <code>src/main/resources/<b>light_switch.yaml</b></code> file 
and replace its default content with
+            Open <code>src/main/resources/<b>light_switch.yaml</b></code> file 
and replace its content with
             the following model declaration:
         </p>
-        <pre class="brush: js, highlight: [16, 23, 31]">
+        <pre class="brush: js, highlight: [16, 23, 31, 42]">
             id: "nlpcraft.lightswitch.ex"
             name: "Light Switch Example Model"
             version: "1.0"
@@ -140,7 +134,7 @@ id: first_example
               - "intent=ls term(act)={groups @@ 'act'} term(loc)={id == 
'ls:loc'}*"
         </pre>
         <p>
-            Notice three model elements that we'll use later in our intent 
definition (lines 16, 23, and 31):
+            Notice three model elements at lines 16, 23, and 31:
         </p>
         <ul>
             <li><code>ls:loc</code></li>
@@ -150,10 +144,10 @@ id: first_example
         <p>
             Model element <code>ls:loc</code> defines a location where we want 
to control the lights. Model
             elements <code>ls:on</code> and <code>ls:off</code> define 
corresponding "on" and "off" lights
-            actions. We'll use these elements in our model's intent-based 
matching logic.
+            actions. We use these elements in our model's intent definition at 
line 42 as well as in intent callback below.
         </p>
         <p>
-            Next, let's go ahead and add model's logic which we'll write in 
Scala (with Java and Kotlin versions attached for reference).
+            Next, let's go ahead and add model's logic which we'll write in 
Scala wtih Java and Kotlin versions provided for reference.
             Open <code>src/main/scala/demo/<b>LightSwitch.scala</b></code> 
file and replace its content with the following
             code:
         </p>
@@ -313,15 +307,14 @@ class LightSwitchKotlinModel : 
NCModelFileAdapter("lightswitch_model.yaml") {
                 <ul>
                     <li>
                         Line 6 uses <a target="javadoc" 
href="/apis/latest/org/apache/nlpcraft/model/NCIntentRef.html">@NCIntentRef</a>
-                        annotation to reference the intent defined in our 
model (it can also be defined in place).
+                        annotation to reference the intent defined in our 
model (<code>light_switch.yaml</code>, line 42).
                         The intent matches
                         two parts: first should be any token belonging to 
<code>act</code> group (i.e. "on" or "off" action),
                         and the second should be a zero or more tokens with ID 
equal to <code>ls:loc</code> (i.e. optional list of locations).
                     </li>
                     <li>
                         Line 7 uses <a target="javadoc" 
href="/apis/latest/org/apache/nlpcraft/model/NCIntentSample.html">@NCIntentSample</a>
-                        annotation that is  used for auto-testing of the 
model. See below the <a href="#test">testing</a>
-                        section for details.
+                        annotation that is  used for <a 
href="#test">auto-testing</a> of the model.
                     </li>
                 </ul>
             </li>
@@ -330,11 +323,10 @@ class LightSwitchKotlinModel : 
NCModelFileAdapter("lightswitch_model.yaml") {
                 annotations to connect the matched result with a callback 
method formal parameters.
             </li>
             <li>
-                When our intent is selected as a matching winner the method 
<code>onMatch(...)</code> on line 20 is invoked. It simply
+                When our intent is selected as a matching winner the method 
<code>onMatch(...)</code> on line 20 is invoked. It
                 returns a text response that indicates the light status at a 
requested location. That's where you can
                 also add <a target=_ 
href="https://developer.apple.com/homekit/";>HomeKit</a>,
-                <a href="https://www.arduino.cc/"; target=_>Ardunio</a> or 
other integrations to make a real
-                lightswitch in your home.
+                <a href="https://www.arduino.cc/"; target=_>Ardunio</a> or 
other integrations to finish this implementation.
             </li>
             <li>
                 Chapter <a href="/data-model.html">Data Model</a> provides 
detailed explanation on how data models work.
@@ -344,20 +336,17 @@ class LightSwitchKotlinModel : 
NCModelFileAdapter("lightswitch_model.yaml") {
     <section id="build_project">
         <h3 class="section-title">Build Project</h3>
         <p>
-            Once we have our model ready let's go to 
<code>~/LightSwitch</code> directory and run the Maven build:
+            Once the  model ready, run the Maven build:
         </p>
         <pre class="brush: bash">
             $ cd ~/LightSwitch
             $ mvn clean package
         </pre>
-        <p>
-            At this stage we have our project built and we are ready to start 
testing.
-        </p>
     </section>
     <section id="server">
         <h3 class="section-title">Start Server</h3>
         <p>
-            Run the following command to start local REST server, if it hasn't 
been started already, from the NLPCraft installation directory:
+            Start local REST server, if it hasn't been started already:
         </p>
         <nav>
             <div class="nav nav-tabs" role="tablist">
@@ -378,28 +367,12 @@ class LightSwitchKotlinModel : 
NCModelFileAdapter("lightswitch_model.yaml") {
                 </p>
             </div>
         </div>
-        <p>
-            <b>NOTES:</b>
-        </p>
-        <ul>
-            <li>
-                REST server is a "fore-and-forget" component that you 
generally need to start only once.
-            </li>
-            <li>
-                Run <code>bin/nlpcraft.sh help --cmd=start-server</code> to 
get a full help on this command.
-            </li>
-            <li>
-                <a href="/tools/script.html">NLPCraft CLI</a> is available as 
<code>nlpcraft.sh</code> for
-                <i class="fab fa-fw fa-linux"></i> and 
<code>nlpcraft.cmd</code>
-                for <i class="fab fa-fw fa-windows"></i>.
-            </li>
-        </ul>
     </section>
     <section id="test">
         <h3 class="section-title">Testing</h3>
         <p>
-            Remember the <a target="javadoc" 
href="/apis/latest/org/apache/nlpcraft/model/NCIntentSample.html">@NCIntentSample</a>
-            annotation we have used in our Scala code next to intent 
definition?
+            Recall the <a target="javadoc" 
href="/apis/latest/org/apache/nlpcraft/model/NCIntentSample.html">@NCIntentSample</a>
+            annotation we have used in our code next to intent reference.
         </p>
         <p>
             Part of the <a href="/tools/test_framework.html">test 
framework</a>, the auto-validator class <a
@@ -414,35 +387,27 @@ class LightSwitchKotlinModel : 
NCModelFileAdapter("lightswitch_model.yaml") {
             itself.
         </p>
         <p>
-            As always, you can launch model auto-validator as any other Java 
class but we'll use <code>nlpcraft.sh</code>
-            script to do it more conveniently:
-        </p>
-        <pre class="brush: bash">
-            $ bin/nlpcraft.sh test-model --cp=~/LightSwitch/target/classes 
--mdls=demo.LightSwitch
-        </pre>
-        <p>
-            <b>NOTES:</b>
-        </p>
-        <ul>
-            <li>
-                Run <code>bin/nlpcraft.sh help --cmd=test-model</code> to get 
a full help on this command.
-            </li>
-            <li>
-                <a href="/tools/script.html">NLPCraft CLI</a> is available as 
<code>nlpcraft.sh</code> for
-                <i class="fab fa-fw fa-linux"></i> and 
<code>nlpcraft.cmd</code>
-                for <i class="fab fa-fw fa-windows"></i>.
-            </li>
-        </ul>
-        <p>
-            Look at the output of this command and you will see the test 
results for all our sample utterances:
-        </p>
-        <p>
-            <img style="max-width: 910px !important;" class="img-fluid" alt="" 
src="/images/first_example_fig4.png">
-        </p>
-        <p>
-            To play with this project change the model and/or the mode logic, 
<a href="#build_project">build</a> project again,
-            and run the <a href="#test">auto-test</a>.
+            Run model auto-validator:
         </p>
+        <nav>
+            <div class="nav nav-tabs" role="tablist">
+                <a class="nav-item nav-link active" data-toggle="tab" 
href="#nav-test-cmd" role="tab" aria-controls="nav-home" 
aria-selected="true">Command</a>
+                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-test-out" role="tab" aria-controls="nav-home" 
aria-selected="true">Output <i class="fa fa-desktop output"></i></a>
+            </div>
+        </nav>
+        <div class="tab-content">
+            <div class="tab-pane fade show active" id="nav-test-cmd" 
role="tabpanel">
+                <pre class="brush: bash">
+                    $ bin/nlpcraft.sh test-model 
--cp=~/LightSwitch/target/classes --mdls=demo.LightSwitch
+                </pre>
+            </div>
+            <div class="tab-pane fade show" id="nav-test-out" role="tabpanel">
+                <p></p>
+                <p>
+                    <img style="max-width: 910px !important;" 
class="img-fluid" alt="" src="/images/first_example_fig4.png">
+                </p>
+            </div>
+        </div>
     </section>
     <section>
         <h2 class="section-title">Congratulation! 👌</h2>
diff --git a/integrations.html b/integrations.html
index 0c589a5..b87dded 100644
--- a/integrations.html
+++ b/integrations.html
@@ -466,7 +466,7 @@ id: integrations
         <p>
             Default <code>pom.xml</code> shipped with NLPCraft release 
contains Stanford CoreNLP dependency in a separate
             <code>stanford-corenlp</code> profile. To use this, you need to 
enable this profile when building the project
-            from sources, i.e. <code>mvn clean package -P 
stanford-corenlp</code>, or enable this profile in maven
+            from sources, i.e. <code class="script">mvn clean package -P 
stanford-corenlp</code>, or enable this profile in maven
             configuration:
         </p>
         <nav>
@@ -705,10 +705,10 @@ if __name__ == '__main__':
         </p>
         <nav>
             <div class="nav nav-tabs" role="tablist">
-                <a class="nav-item nav-link active" data-toggle="tab" 
href="#nav-mysql-maven" role="tab" aria-controls="nav-home" 
aria-selected="true">Maven <sup>Java</sup></a>
-                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-mysql-grape" role="tab" aria-controls="nav-profile" 
aria-selected="false">Grape <sup>Groovy</sup></a>
-                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-mysql-gradle" role="tab" aria-controls="nav-profile" 
aria-selected="false">Gradle <sup>Kotlin</sup></a>
-                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-mysql-sbt" role="tab" aria-controls="nav-contact" 
aria-selected="false">SBT <sup>Scala</sup></a>
+                <a class="nav-item nav-link active" data-toggle="tab" 
href="#nav-mysql-maven" role="tab">Maven <img src="/images/java2.png" 
height="20px" alt=""></a>
+                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-mysql-grape" role="tab">Grape <img src="/images/groovy.png" 
height="18px" alt=""></a>
+                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-mysql-gradle" role="tab">Gradle <img src="/images/kotlin.png" 
height="18px" alt=""></a>
+                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-mysql-sbt" role="tab">SBT <img src="/images/scala-logo.png" 
height="16px" alt=""></a>
             </div>
         </nav>
         <div class="tab-content">
@@ -768,10 +768,10 @@ if __name__ == '__main__':
         </p>
         <nav>
             <div class="nav nav-tabs" role="tablist">
-                <a class="nav-item nav-link active" data-toggle="tab" 
href="#nav-postgres-maven" role="tab" aria-controls="nav-home" 
aria-selected="true">Maven <sup>Java</sup></a>
-                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-postgres-grape" role="tab" aria-controls="nav-profile" 
aria-selected="false">Grape <sup>Groovy</sup></a>
-                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-postgres-gradle" role="tab" aria-controls="nav-profile" 
aria-selected="false">Gradle <sup>Kotlin</sup></a>
-                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-postgres-sbt" role="tab" aria-controls="nav-contact" 
aria-selected="false">SBT <sup>Scala</sup></a>
+                <a class="nav-item nav-link active" data-toggle="tab" 
href="#nav-postgres-maven" role="tab">Maven <img src="/images/java2.png" 
height="20px" alt=""></a>
+                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-postgres-grape" role="tab">Grape <img src="/images/groovy.png" 
height="18px" alt=""></a>
+                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-postgres-gradle" role="tab">Gradle <img src="/images/kotlin.png" 
height="18px" alt=""></a>
+                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-postgres-sbt" role="tab">SBT <img src="/images/scala-logo.png" 
height="16px" alt=""></a>
             </div>
         </nav>
         <div class="tab-content">
@@ -831,10 +831,10 @@ if __name__ == '__main__':
         </p>
         <nav>
             <div class="nav nav-tabs" role="tablist">
-                <a class="nav-item nav-link active" data-toggle="tab" 
href="#nav-oracle-maven" role="tab" aria-controls="nav-home" 
aria-selected="true">Maven <sup>Java</sup></a>
-                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-oracle-grape" role="tab" aria-controls="nav-profile" 
aria-selected="false">Grape <sup>Groovy</sup></a>
-                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-oracle-gradle" role="tab" aria-controls="nav-profile" 
aria-selected="false">Gradle <sup>Kotlin</sup></a>
-                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-oracle-sbt" role="tab" aria-controls="nav-contact" 
aria-selected="false">SBT <sup>Scala</sup></a>
+                <a class="nav-item nav-link active" data-toggle="tab" 
href="#nav-oracle-maven" role="tab">Maven <img src="/images/java2.png" 
height="20px" alt=""></a>
+                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-oracle-grape" role="tab">Grape <img src="/images/groovy.png" 
height="18px" alt=""></a>
+                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-oracle-gradle" role="tab">Gradle <img src="/images/kotlin.png" 
height="18px" alt=""></a>
+                <a class="nav-item nav-link" data-toggle="tab" 
href="#nav-oracle-sbt" role="tab">SBT <img src="/images/scala-logo.png" 
height="16px" alt=""></a>
             </div>
         </nav>
         <div class="tab-content">
diff --git a/metrics-and-tracing.html b/metrics-and-tracing.html
index 3f8c537..9535f00 100644
--- a/metrics-and-tracing.html
+++ b/metrics-and-tracing.html
@@ -125,7 +125,7 @@ id: metrics
         <p>
             All built-in exporters are a simple adaptation of the standard 
OpenCensus <a target=_ 
href="https://opencensus.io/exporters/supported-exporters/java/";>exporters</a>
             to life cycle components for the
-            REST server or the data probe. Each exporter has just a few lines 
of code and you can easily create your own
+            REST server or the data probe. Each exporter has just a few lines 
of code and you can create your own
             exporters for other backends. 
         </p>
     </section>
diff --git a/server-and-probe.html b/server-and-probe.html
index 291c747..18aa084 100644
--- a/server-and-probe.html
+++ b/server-and-probe.html
@@ -58,7 +58,7 @@ id: server_and_probe
             <li><a href="/data-model.html">Model API</a></li>
         </ul>
         <p>
-            Note that if you downloaded the <a 
href="/download.html#src">source</a> ZIP you need to run <code>mvn clean 
package</code> to
+            Note that if you downloaded the <a 
href="/download.html#src">source</a> ZIP you need to run <code 
class="script">mvn clean package</code> to
             get the 
<code>apache-nlpcraft-incubating-{{site.latest_version}}-all-deps.jar</code>
             file. It will be located in <code>nlpcraft/target</code> 
sub-folder.
         </p>
@@ -91,7 +91,7 @@ id: server_and_probe
                         for <i class="fab fa-fw fa-windows"></i>.
                     </li>
                     <li>
-                        Run <code>bin/nlpcraft.sh help 
--cmd=start-server</code> to get a full help on this command.
+                        Run <code class="script">bin/nlpcraft.sh help 
--cmd=start-server</code> to get a full help on this command.
                     </li>
                 </ul>
             </div>
@@ -242,7 +242,7 @@ id: server_and_probe
                         for <i class="fab fa-fw fa-windows"></i>.
                     </li>
                     <li>
-                        Run <code>bin/nlpcraft.sh help 
--cmd=start-probe</code> to get a full help on this command.
+                        Run <code class="script">bin/nlpcraft.sh help 
--cmd=start-probe</code> to get a full help on this command.
                     </li>
                 </ul>
             </div>
diff --git a/tools/embedded_probe.html b/tools/embedded_probe.html
index 21b5019..aaf653f 100644
--- a/tools/embedded_probe.html
+++ b/tools/embedded_probe.html
@@ -74,7 +74,7 @@ id: embedded_probe
             </li>
         </ul>
         <p>
-            Here's an code snippet from <a 
href="/examples/alarm_clock.html">Alarm Clock</a>
+            Here's Java code snippet from <a 
href="/examples/alarm_clock.html">Alarm Clock</a>
             example illustrating the usage of embedded probe together with 
NLPCraft test framework and JUnit 5:
         </p>
         <pre class="brush: java, highlight: [6, 18]">
diff --git a/tools/script.html b/tools/script.html
index 6dfcd84..f99cd07 100644
--- a/tools/script.html
+++ b/tools/script.html
@@ -196,7 +196,7 @@ id: script
             <img class="img-fluid" src="/images/cli9.png" alt="">
         </p>
         <p>
-            You can easily parse these JSON responses for your own needs in 
your scripts. For example, here's the
+            You can parse these JSON responses for your own needs in your 
scripts. For example, here's the
             code snippet to get the access token from the <code>signin</code> 
command (on Linux):
         </p>
         <pre class="brush: bash">
diff --git a/tools/sql_model_gen.html b/tools/sql_model_gen.html
index 526a784..50210b9 100644
--- a/tools/sql_model_gen.html
+++ b/tools/sql_model_gen.html
@@ -61,7 +61,7 @@ id: sql_model_gen
                         for <i class="fab fa-fw fa-windows"></i>.
                     </li>
                     <li>
-                        Run <code>bin/nlpcraft.sh help --cmd=gen-sql</code> to 
get a full help on this command.
+                        Run <code class="script">bin/nlpcraft.sh help 
--cmd=gen-sql</code> to get a full help on this command.
                     </li>
                 </ul>
             </div>
diff --git a/tools/syn_tool.html b/tools/syn_tool.html
index 9269319..a264776 100644
--- a/tools/syn_tool.html
+++ b/tools/syn_tool.html
@@ -60,7 +60,7 @@ id: syn_tool
                 <p>
                     Install necessary dependencies by running the following 
commands from the NLPCraft installation
                     directory:<br/>
-                    <sub><b>NOTE: This step should only be performed 
once</b></sub>
+                    <b>NOTE:</b> this step should only be performed once.
                 </p>
                 <nav>
                     <div class="nav nav-tabs" role="tablist">
@@ -76,9 +76,10 @@ id: syn_tool
                         </pre>
                     </div>
                     <div class="tab-pane fade show" id="nav-win" 
role="tabpanel">
-                        <pre class="brush: plain">
-                            Read 
'src\main\python\ctxword\bin\WINDOWS_SETUP.md' file for manual installation 
instructions.
-                        </pre>
+                        <p></p>
+                        <p>
+                            Read 
<code>src\main\python\ctxword\bin\WINDOWS_SETUP.md</code> file for manual 
installation instructions.
+                        </p>
                     </div>
                 </div>
             </li>
@@ -135,7 +136,7 @@ id: syn_tool
                         for <i class="fab fa-fw fa-windows"></i>.
                     </li>
                     <li>
-                        Run <code>bin/nlpcraft.sh help --cmd=sugsyn</code> to 
get a full help on this command.
+                        Run <code class="script">bin/nlpcraft.sh help 
--cmd=sugsyn</code> to get a full help on this command.
                     </li>
                 </ul>
             </div>
diff --git a/tools/test_framework.html b/tools/test_framework.html
index 02822f1..8b86c3a 100644
--- a/tools/test_framework.html
+++ b/tools/test_framework.html
@@ -25,7 +25,7 @@ id: test_framework
     <section id="overview">
         <h2 class="section-title">Overview</h2>
         <p>
-            NLPCraft comes built-in with a simple to use testing framework 
that can be easily used with any
+            NLPCraft comes built-in with a simple to use testing framework 
that can be used with any
             popular unit testing JVM frameworks such as <a 
href="https://testng.org";>TestNG</a> or
             <a href="https://junit.org";>JUnit</a>. Test framework is 
essentially a simplified implementation
             of the REST client tailor made for model unit testing.
@@ -203,7 +203,7 @@ public class AlarmModel extends NCModelFileAdapter {
                         for <i class="fab fa-fw fa-windows"></i>.
                     </li>
                     <li>
-                        Run <code>bin/nlpcraft.sh help --cmd=test-model</code> 
to get a full help on this command.
+                        Run <code class="script">bin/nlpcraft.sh help 
--cmd=test-model</code> to get a full help on this command.
                     </li>
                 </ul>
             </div>

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