clean up

Writerside/s.tree

@@ -6,29 +6,30 @@
                   name="SkellyBotNotes" start-page="Overview.md">
 
     <toc-element topic="Overview.md"/>
+    <toc-element topic="Terminology.md"/>
     <toc-element topic="ProjectNotes.md">
-        <toc-element topic="Agent.md">
-            <toc-element topic="LLMChain.md"/>
-            <toc-element topic="AgentTools.md"/>
-            <toc-element topic="LongTermMemory.md">
-                <toc-element topic="VectorStore.md"/>
-            </toc-element>
-            <toc-element topic="ConversationMemory.md"/>
-        </toc-element>
         <toc-element topic="Chatbot.md">
+            <toc-element topic="Agent.md">
+                <toc-element topic="LLMChain.md"/>
+                <toc-element topic="ConversationMemory.md"/>
+                <toc-element topic="LongTermMemory.md">
+                    <toc-element topic="VectorStore.md"/>
+                </toc-element>
+                <toc-element topic="AgentTools.md"/>
+            </toc-element>
             <toc-element topic="FileSystem.md"/>
             <toc-element topic="TimedEvents.md"/>
         </toc-element>
     </toc-element>
     <toc-element topic="Concepts.md">
+        <toc-element topic="ContextRoute.md"/>
+        <toc-element topic="LangChain.md"/>
         <toc-element topic="HumanText.md"/>
         <toc-element topic="User.md"/>
         <toc-element topic="AiResponse.md"/>
         <toc-element topic="Chat.md"/>
-        <toc-element topic="LangChain.md"/>
         <toc-element topic="SystemPrompt.md"/>
         <toc-element topic="HumanMessage.md"/>
         <toc-element topic="Couplet.md"/>
-        <toc-element topic="ContextRoute.md"/>
     </toc-element>
 </instance-profile>

Writerside/topics/Chatbot.md

@@ -8,6 +8,14 @@
 
 
 ## Chatbot Functionality:
-### AI Features via [Agent](Agent.md)
-### [FileSystem](FileSystem.md)
-### [TimedEvents](TimedEvents.md)
+
+- [~] AI Features via [Agent](Agent.md)
+  - [ ~ ] [LLMChain](LLMChain.md)
+  - [ ] [Conversation Memory](ConversationMemory.md)
+  - [ ] [Long Term Memory](VectorStore.md)
+  - [ ] [Agent Tools](AgentTools.md)
+
+- [ ]  [FileSystem](FileSystem.md) Interactions
+
+- [ ]  [TimedEvents](TimedEvents.md) aka Chron Jobs
+

Writerside/topics/ContextRoute.md

@@ -1,11 +1,11 @@
-# ContextRoute
+# ContextRoute✨
 
 ## Description
 
 A context route defines the "location" where a conversation is taking place. 
 
 The "root" of the context tree is the [User](User.md) themselves, and the leaves are the [Couplet](Couplet.md) that that User produced
-![](../images/conversation_context_tree_diagram.drawio.png)
+![Turn it all into an f-ing tree](../images/conversation_context_tree_diagram.drawio.png)
 
 This diagram shows the context route tree in the Discord interface. 
 
@@ -27,6 +27,10 @@ A given [Couplet](Couplet.md)'s route for a 'chat' that occurs in a thread would
 													- HumanMessage
 													- AiResponse
 
+
+![](https://64.media.tumblr.com/90a3ea02f921c3d2d46013474136d82f/7b36ed59d1b14c9b-ec/s540x810/d14a5468e5240834f1dbcb5531fde7a14667211d.gif
+)
+
 ```ad-note
 title: Note on Discord "channels" contexts
 
@@ -49,5 +53,6 @@ Some notes:
 
 
 ```
-```ad-tip title: This is a tip This is the content of the admonition tip. ```
+
+
 

Writerside/topics/ConversationMemory.md

@@ -1,10 +1,9 @@
 # Conversation Memory
-  - [ ] Token Buffer ([Langchain](Langchain.md#TokenBufferMemory) )
+  - [ ] Token Buffer ([Langchain](https://python.langchain.com/docs/expression_language/cookbook/memory )
   - [ ] With summary?
 	  - [ ] Summarization at different scales:
 		    - Full summary
 		    - course summary
 		    - fine summary
 	- [ ] Topic/Tag extraction
 
-[LongTermMemory](LongTermMemory.md)

Writerside/topics/LLMChain.md

@@ -1,7 +1,8 @@
 # LLMChain
 
 - [X] Prompt
-- [ ] LLM 
-  - [ ] with backups
+- [X] LLM 
   - [ ] Streaming
+  - [ ] Via User Config
+  - [ ] with backups/alternatives
   - [ ] Local model support

Writerside/topics/LangChain.md

@@ -1,3 +1,11 @@
-# LangChain
+# LangChain✨
 
-https://js.langchain.com/docs/get_started/introduction
+
+We should do most/all of our LLM interactions through LangChain 
+
+- Use the [LangChainExpressionLanguage](https://python.langchain.com/docs/expression_language/) when possible, but the old syntax is fine too, in a pinch   
+  - We use this to build tha [AiAgent](Agent.md), which powers the language side of the [Chatbot](Chatbot.md)
+
+[https://js.langchain.com/docs/get_started/introduction](https://python.langchain.com/docs/expression_language/cookbook/memory)
+
+[https://python.langchain.com/docs/modules/model_io/concepts](https://python.langchain.com/docs/expression_language/cookbook/memory)

Writerside/topics/Terminology.md

@@ -0,0 +1,34 @@
+# Terminology
+
+A reference article is information-oriented.
+It provides a structured description of a product:
+its APIs, classes, functions, configuration options, actions, and so on.
+Start with a summary of what this reference article is about, and what the items you are describing are used for.
+
+## Command
+
+Syntax:
+
+```shell
+cmd [OPTIONS]
+```
+
+## Options
+
+Describe what each option is used for:
+
+-o, --open
+: Opens a file.
+
+-c, --close
+: Closes a file.
+
+-v, --version
+: Displays version information.
+
+-h, --help
+: Displays help.
+
+<seealso>
+    <!--Provide links to related how-to guides, overviews, and tutorials.-->
+</seealso>