diff --git a/_101.json b/_101.json
index ac05dbb4..9c22681e 100644
--- a/_101.json
+++ b/_101.json
@@ -111,8 +111,10 @@
     "speakerurl": "",
     "institute": "MSP",
     "insturl": "",
-    "title": "TBD",
-    "abstract": "",
+    "title": "Category Theory ∩ Deep Learning : Where are we, and where can we go?",
+    "abstract": "Four years ago I embarked on my PhD with the goal of exploring the landscape of category theory, and its application to artificial neural networks. Specifically, I aimed to understand at which level of generality can we express components of artificial neural networks, and still meaningfully capture learning.
+
+In this talk I will give a progress report on this goal, and outline future directions for improvement.",
     "location": "LT210 and Online",
     "material": []
   },