diff --git a/agora pkg chapter.md b/agora pkg chapter.md
index 8dcf20ec5..8771f38f4 100644
--- a/agora pkg chapter.md	
+++ b/agora pkg chapter.md	
@@ -21,7 +21,7 @@ This node is longer than the average [[Agora]] node :) It has multiple sections.
   - The actual **chapter text**, including an introduction, which is what should be 5k-10k words once ready to be delivered on [[2022-09-01]].
 - In the subnode below, sourced from the [[stoa]]:
   - A snapshot of the chapter outline as it was when I delivered it to editors on [[2022-07-04]] as a list of bullets. 
-    - This is now an **ndependent version**, writable by any interested party; feel free to edit it in whichever direction you want to take it and use it to show what *you* think the Agora is about, or should be.
+    - This is now an **independent version**, writable by any interested party; feel free to edit it in whichever direction you want to take it and use it to show what *you* think the Agora is about, or should be.
     - Optionally sign your contributions as per wiki protocol :)
       
 # Abstract
@@ -183,12 +183,12 @@ This [[section]] describes a [[protocol]] and sets of [[conventions]] and [[cont
 - A working Agora is a [[schelling point]] built around the [[principle of charity]].
 
 ### [[Counter anti disintermediation]] through [[adversarial interoperability]]
-- An Agora can be used to solve coordination problems like those we need to solve to enable users to leave walled gardens and protect the [[commons]] against [[enclosure]] by [[anti disintermediating]] parties.
+- An Agora can be used to solve [[coordination problems]] like those we need to solve to enable users to leave walled gardens and protect the [[commons]] against [[enclosure]] by [[anti disintermediating]] parties.
   - An Agora provides tries to provide free [[bridges]] to escape [[walled gardens]] with your friends.
   - An Agora can help people regain and maintain control of their data, including their [[social graphs]].
 
 ### Flow problems 
-- #pull [[liquid democracy]]
+- #pull [[liquid democracy]] [[network flow]]
 - We bootstrap a [[Universal Basic Income]] experiment using an Agora with a set of simple rules:
   - If you consider yourself under-privileged, you sign up to receive an income.
   - If you consider yourself over-privileged, you sign up to donate an income.