diff --git a/_quarto.yml b/_quarto.yml
index f535813..a1a3412 100644
--- a/_quarto.yml
+++ b/_quarto.yml
@@ -10,7 +10,6 @@ format:
     mermaid: 
       theme: forest
     logo: images/slides_footer.png
-    output-file: rig-cohesa.html
 
 title-slide-attributes:
   data-background-image: images/ecohealth_slide_background_16by9.png
diff --git a/rig-cohesa.qmd b/rig-cohesa.qmd
index dbbcd1f..c153083 100644
--- a/rig-cohesa.qmd
+++ b/rig-cohesa.qmd
@@ -87,19 +87,14 @@ title-slide-attributes:
 
 flowchart LR
   input1(["Research Funder\nand\nInstitution data"])
-
   input2(["Web\nscraping"])
-
   input3(["Literature\nSearch"])
-  
   input4(["Expert Surveys\n(planned)"])
 
   action[/"Curation\nCross-linking\nValidation"/]
-    
+
   output1[("On-the-ground\nactivities")]
-  
   output2[("Experts\nand\nresearchers")]
-  
   output3[("Funders")]
 
   input1 ==> action
@@ -120,20 +115,20 @@ flowchart LR
 
 flowchart TD
 
-airtable[Airtable]
-airtable_interface[/Airtable Interfaces/]
-dolt[dolt]
-dolthub[dolthub]
-khub("Knowledge\nHub")
-dashboard(Dashboard)
-research("Research\nworkflow")
-api[/API/]
-
-airtable --> dolt -->|powers|dolthub
-airtable -->|feeds|airtable_interface
-dolthub <--> api <--> khub
-dolthub <--> api <--> dashboard
-dolthub <--> api <--> research
+  airtable[Airtable]
+  airtable_interface[/Airtable Interfaces/]
+  dolt[dolt]
+  dolthub[dolthub]
+  khub("Knowledge\nHub")
+  dashboard(Dashboard)
+  research("Research\nworkflow")
+  api[/API/]
+
+  airtable --> dolt -->|powers|dolthub
+  airtable -->|feeds|airtable_interface
+  dolthub <--> api <--> khub
+  dolthub <--> api <--> dashboard
+  dolthub <--> api <--> research
 ```
 
 ## Development updates
@@ -144,7 +139,7 @@ dolthub <--> api <--> research
 
 * Updating database with new sources and funders then will add activities and researchers
 
-    * search for funders led to Pandemic PACT initiative - lots of overlap with database and has more records (9000+)
+    * search for new funders led to Pandemic PACT initiative - lots of overlap with database and has more records (9000+)
     
 * Streamlining of fields in the main tables for **Activities** and **Researchers**