diff --git a/pycons/2025/resources.csv b/pycons/2025/resources.csv
index 0b666e3..cb6b512 100644
--- a/pycons/2025/resources.csv
+++ b/pycons/2025/resources.csv
@@ -10,3 +10,4 @@ Jake Williams and Buket Benek Gursoy, Performance Engineering for Python-based A
 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,
 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,
+Manuel Ledezma, Machine Learning for Testers: Train Evaluate and Detect Bias in AI Models, workshop, Sunday, workshop 1, https://github.com/manuelledezma687/spam-project-machine-learning-tests, https://docs.google.com/presentation/d/1jykwh-mDfrXz-6aZhKZKspFdlChCoRYlxOG_KmJ9WEI/edit?usp=sharing, , https://github.com/manuelledezma687,