diff --git a/data/stockholm.yaml b/data/stockholm.yaml
index 95b57d4c..c24c5aa9 100644
--- a/data/stockholm.yaml
+++ b/data/stockholm.yaml
@@ -39,13 +39,14 @@ speakers:
     twitterLink: shushugah
     talk: Queer History of Computing
   - name: Cynthia Maja Revström
-    talk: Adventures in WHOIS
     twitterLink: bitcynth
+    talk: Adventures in WHOIS
   - name: Shelley Vohr
     twitterLink: codebytere
+    talk: Bots and Automation - Why and How
   - name: Quil
     twitterLink: qteatime
-    link: https://robotlolita.me/
+    link: https://robotlolita.me
     talk: Helping Your Compiler Help You
   - name: Aveline
     twitterLink: Avilene_