diff --git a/2025/talks.csv b/2025/talks.csv
index 87fb4b8..5df3cb2 100644
--- a/2025/talks.csv
+++ b/2025/talks.csv
@@ -1,7 +1,7 @@
 titleLine1,titleLine2,titleLine3,titleLine4,personLine1,personLine2,talkId,slug
 Software estimation:,False sense of certainty,,,Ines Panker,,67217,sps25-67217-software-estimation-false-sense-of-certainty
 Agentic Cyber Defense with,External Threat Intelligence,,,Jyoti Yadav,,67615,sps25-67615-agentic-cyber-defense-with-external-threat-intelligence
-Docling:,Get your documents ready,for generative AI,,Peter Staar & Nikos Livathinos,Panos Vagenas & Michele Dolfi,67710,sps25-67710-docling-get-your-documents-ready-for-generative-ai
+Docling:,Get your documents ready,for generative AI,,Peter Staar,,67710,sps25-67710-docling-get-your-documents-ready-for-generative-ai
 AI Coding Agents and,how to code them,,,Alex Shershebnev,,68685,sps25-68685-ai-coding-agents-and-how-to-code-them
 "Why you,","as a Python developer,",should learn Rust,,Daniel Szoke,,69307,sps25-69307-why-you-as-a-python-developer-should-learn-rust
 Anonymization of,sensitive information,in financial document,,Piotr Gryko,,69348,sps25-69348-anonymization-of-sensitive-information-in-financial-document
@@ -14,9 +14,11 @@ Using Python's,array API standard, for ESA's Euclid mission,,Saransh Chopra,,726
 Functional Python:,Saving Christmas with,itertools & friends,,Edoardo Baldi,,72869,sps25-72869-functional-python-saving-christmas-with-itertools-friends
 Building Resilient Python,Apps for Unreliable Networks,,,Emeka Onyebuchi,,73323,sps25-73323-building-resilient-python-apps-for-unreliable-networks
 Causal ML for Smarter,Advertising Campaigns,with Python,,Francesco Conti,,73430,sps25-73430-causal-ml-for-smarter-advertising-campaigns-with-python
-Lightning Talks,Day 1,,,Orga,,81335,sps25-81335-lightning-talks
-Lightning Talks,Day 2,,,Orga,,81336,sps25-81336-lightning-talks
-Welcome,,,,Orga,,81337,sps25-81337-welcome
-Welcome,,,,Orga,,81338,sps25-81338-welcome
-Closing,,,,Orga,,81339,sps25-81339-closing
-Closing,,,,Orga,,81340,sps25-81340-closing
+Lightning Talks – Day 1,,,,Orga,,81335,sps25-81335-lightning-talks-day-1
+Lightning Talks – Day 2,,,,Orga,,81336,sps25-81336-lightning-talks-day-2
+Welcome – Day 1,,,,Orga,,81337,sps25-81337-welcome-day-1
+Welcome – Day 2,,,,Orga,,81338,sps25-81338-welcome-day-2
+Closing – Day 2,,,,Orga,,81339,sps25-81339-closing-day-2
+Closing – Day 1,,,,Orga,,81340,sps25-81340-closing-day-1
+What Networks tell us,"about Trades, Power,",and the World?,,Kshitijaa Jaglan,,82710,sps25-82710-what-networks-tell-us-about-trades-power-and-the-world
+Gompertz Linear Units,(GoLU),,,Das Indrashis,,82880,sps25-82880-gompertz-linear-units-golu