diff --git a/_podcast/s18e02-knowledge-graphs-and-llms-across-academia-and-industry.md b/_podcast/s18e02-knowledge-graphs-and-llms-across-academia-and-industry.md
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+---
+episode: 2
+guests:
+- anahitapakiman
+ids:
+  anchor: atatalksclub/episodes/Knowledge-Graphs-and-LLMs-Across-Academia-and-Industry---Anahita-Pakiman-e2hpo20
+  youtube: YncdlUscUOo
+image: images/podcast/s18e02-knowledge-graphs-and-llms-across-academia-and-industry.jpg
+links:
+  anchor: https://podcasters.spotify.com/pod/show/datatalksclub/episodes/Knowledge-Graphs-and-LLMs-Across-Academia-and-Industry---Anahita-Pakiman-e2hpo20
+  apple: https://podcasts.apple.com/us/podcast/knowledge-graphs-and-llms-across-academia-and/id1541710331?i=1000651561079
+  spotify: https://open.spotify.com/episode/1yDgx6uNaSQxKTjGU1qtIj?si=g0xQjWmDTRinzxhoYV3sdA
+  youtube: https://www.youtube.com/watch?v=YncdlUscUOo
+season: 18
+short: Knowledge Graphs and LLMs Across Academia and Industry
+title: Knowledge Graphs and LLMs Across Academia and Industry
+---
+
+Links:
+
+* [Github repo](https://github.com/antahiap/ADPT-LRN-PHYS/tree/main){:target="_blank"}
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