diff --git a/pages/aos.md b/pages/aos.md
index 55feea6..6e4f7b5 100644
--- a/pages/aos.md
+++ b/pages/aos.md
@@ -21,4 +21,5 @@ alias:: age of superintelligence, the game, self fulfilling prophecy game, much
 - ## [[join]]
 - ## [[game theory]]
 - ## [[cyber/techtree]]
-- technically aos is a public good [[service layer]] between [[vimputers]] and [[cyb]]
\ No newline at end of file
+- technically aos is a public good [[service layer]] between [[vimputers]] and [[cyb]]
+	- [[avatar]] with [[features]]
\ No newline at end of file
diff --git a/pages/basic argument of knowledge.md b/pages/basic argument of knowledge.md
new file mode 100644
index 0000000..531556d
--- /dev/null
+++ b/pages/basic argument of knowledge.md	
@@ -0,0 +1 @@
+- is [[cyberlink]]
\ No newline at end of file
diff --git a/pages/concepts.md b/pages/concepts.md
index 7cc3f54..48471f7 100644
--- a/pages/concepts.md
+++ b/pages/concepts.md
@@ -1,18 +1,14 @@
 icon:: ☯️
 tags:: cyber
 
-- [[neuron]] as universal model for the [[observer]]
-- [[consensus]] on the state of [[vimputer]]
-- [[particle]] as fundamental unit of [[information]]
-- [[token]] as fundamental unit of [[value]]
-- [[cyberlink]] as fundamental unit of [[knowledge]] and [[learning]]
+- [[neuron]]: universal model for the [[observer]]
+- [[particle]]: fundamental unit of [[information]]
+- [[cyberlink]]: fundamental unit of [[knowledge]] and [[learning]]
 - [[cybergraph]]: essential data structure for [[collective memory]]
 - [[relevance machine]]: virtual machine for [[collective intelligence]]
-- [[cyber/energy]]: [[soft3]] usage package
-- [[avatar]] with [[features]]
-- [[learning incentives]] based on [[yuma]]
-- [[bootloader]] as research and development ground
-- [[knowledge graphs and llms]]
-- [[cyb]] robot for interactions
--
-- [[distributed neural network]] as foundation for [[superintelligence]]
\ No newline at end of file
+- [[distributed neural network]] as foundation for [[superintelligence]]
+- [[soft3]]: stack for building [[superintelligence]]
+- [[cyber/energy]]: [[soft3]] usage package in [[bootloader]]
+- [[cyb]]: robot for interactions
+- [[aos]]: the game
+- [[cybernomics]]: theoretical background
\ No newline at end of file
diff --git a/pages/cybernomics.md b/pages/cybernomics.md
new file mode 100644
index 0000000..a5c2c32
--- /dev/null
+++ b/pages/cybernomics.md
@@ -0,0 +1,3 @@
+- TODO: cybernomics is not ready from primetime
+- [[token]]: fundamental unit of [[value]]
+- [[consensus]] on the state of [[vimputer]]
\ No newline at end of file
diff --git a/pages/distributed neural network.md b/pages/distributed neural network.md
index 6482781..af175f7 100644
--- a/pages/distributed neural network.md	
+++ b/pages/distributed neural network.md	
@@ -1 +1,4 @@
+- TODO make visualization of [[soft3]] architecture
+- related reading
+	- [[knowledge graphs and llms]]
 - discover all [[concepts]]
\ No newline at end of file
diff --git a/pages/knowledge graphs and llms.md b/pages/knowledge graphs and llms.md
index 4d20a76..0c0e5e7 100644
--- a/pages/knowledge graphs and llms.md	
+++ b/pages/knowledge graphs and llms.md	
@@ -1,4 +1,3 @@
--
 - good explanation on fundamental difference between [[knowledge graphs]] and [[llms]]
 - [unifying large language models and knowledge graphs: a roadmap](https://cyb.ai/oracle/ask/QmdGEYVKo1sRURzbj83UMtr77EL6GHUB2taJbnpTynEQKT)
 - TODO [[create visualization]]
@@ -10,7 +9,7 @@
   | interpretability          | high                     | low                      |
   | generalizability          | low                      | high                     |
   | factual accuracy          | high                     | low                 |
-  | reasoning         | symbolic                 | probabilistic            |
+  | reasoning         | symbolic and probabilistic                 | probabilistic            |
   | knowledge update          | easy              | hard                     |
   | decisiveness              | high                     | low                      |
   | unseen facts              | no                  | yes          |
diff --git a/pages/knowledge graphs.md b/pages/knowledge graphs.md
new file mode 100644
index 0000000..3cf20d5
--- /dev/null
+++ b/pages/knowledge graphs.md	
@@ -0,0 +1 @@
+-
\ No newline at end of file
diff --git a/pages/soft3.md b/pages/soft3.md
index 9865bc7..1345a5f 100644
--- a/pages/soft3.md
+++ b/pages/soft3.md
@@ -6,7 +6,8 @@ alias:: soft3 stack
 - components
 	- [[cybergraph]]
 	- [[relevance machine]]
-	- [[neural language]]
+	- [[neural language]]:
 	- [[bootloader]]
-	- [[learning incentives]]
-	- [[cyb]] the interface
\ No newline at end of file
+	- [[learning incentives]] based on [[yuma]]
+	- [[cyb]] the interface
+	- [[cyber/energy]]
\ No newline at end of file