@@ -8,4 +8,5 @@ Gerard Keating,Dataclasses: What Do They Do? Do They Do things? Let's Find Out!
 Nathaniel Forde, Bayesian Workflow with Structural Equation Models, talk,Saturday,1,,https://nathanielf.github.io/talks/pycon_ireland_2025/bayesian_workflow_sem.html#/title-slide, https://youtu.be/NS7SjHDSdmA?si=VTWUq3mmRpa7i8hG&t=14, https://nathanielf.github.io/,
 Jake Williams and Buket Benek Gursoy, Performance Engineering for Python-based AI Workflows in HPC, talk, Saturday, 1, https://git.ichec.ie/decarb-ai-2025/mlusecase/-/tree/main/floodnet, https://git.ichec.ie/seoda/ai4eo_pipeline/-/blob/main/reports/PerfEng_AI_Workflows.pdf, , ,
 Theodore Tucker, "A reproducible approach to scientific Python: Using Git CI and remote execution with Jupyter notebooks", Talk, Sunday, 2, , https://gitlab.com/theodoretucker_ct/slides/-/blob/main/202511_PyCon_Ireland_A%20reproducible%20approach%20to%20scientific%20Python.pdf, , theodore.tucker@codethink.co.uk,
-Indranil Ghosh, Time series analysis for coupled neurons., workshop, Saturday, workshop 2, https://github.com/indrag49/Pycon-Ireland-Tutorial-2025, https://github.com/indrag49/indrag49.github.io/blob/master/uploads/Pycon%20Ireland%20tutorial%20(2025).pdf, Not yet available (working on it), https://indrag49.github.io/index.html,
+Indranil Ghosh, Time series analysis for coupled neurons., workshop, Saturday, workshop 2, https://github.com/indrag49/Pycon-Ireland-Tutorial-2025, https://github.com/indrag49/indrag49.github.io/blob/master/uploads/Pycon%20Ireland%20tutorial%20(2025).pdf, Not yet available (working on it), https://indrag49.github.io/index.html,
+Laurent Doguin, Building Privacy-Focused Vector Search Applications, workshop, Sunday, workshop 2, https://github.com/shivay-couchbase/Building-Privacy-Focused-Vector-Search-Applications-PyCon-Workshop, https://docs.google.com/presentation/d/1PEi7HVXJs3in-CAzTXaUmgXTiFPZjU7B/edit?usp=sharing&ouid=117579161492281663932&rtpof=true&sd=true, , @ldoguin,