diff --git a/MyIA.AI.Notebooks/Search/Part1-Foundations/Search-05-GeneticAlgorithms.ipynb b/MyIA.AI.Notebooks/Search/Part1-Foundations/Search-05-GeneticAlgorithms.ipynb
index 1b32ce125f..29d357b814 100644
--- a/MyIA.AI.Notebooks/Search/Part1-Foundations/Search-05-GeneticAlgorithms.ipynb
+++ b/MyIA.AI.Notebooks/Search/Part1-Foundations/Search-05-GeneticAlgorithms.ipynb
@@ -1981,7 +1981,7 @@
     "\n",
     "| Aspect | From scratch | DEAP |\n",
     "|--------|-------------|------|\n",
-    "| **Lignes de code** | ~80 lignes | ~20 lignes |\n",
+    "| **Volume de code** | Plus important | Plus compact |\n",
     "| **Flexibilite** | contrôle total | opérateurs interchangeables |\n",
     "| **Statistiques** | Manuelles | Automatiques via `Statistics` |\n",
     "| **Hall of Fame** | Manuelle | Integree |\n",
diff --git a/scripts/notebook_tools/twin_pairs.d/search-05-geneticalgorithms/0015-2026-09-29-myia-po-2025-CoursIA.yaml b/scripts/notebook_tools/twin_pairs.d/search-05-geneticalgorithms/0015-2026-09-29-myia-po-2025-CoursIA.yaml
new file mode 100644
index 0000000000..cf2f62d66c
--- /dev/null
+++ b/scripts/notebook_tools/twin_pairs.d/search-05-geneticalgorithms/0015-2026-09-29-myia-po-2025-CoursIA.yaml
@@ -0,0 +1,6 @@
+date: '2026-09-29'
+by: myia-po-2025:CoursIA
+python_sha: 29d357b81443f2f4b701e79c8026a5305165d19e
+csharp_sha: c18bafe3d82a1b46485cb0cff16cf0ff9fb220fa
+content_python_sha: 68d2eeb0f186588b862c0de9d220638f85d1502b279044dc5030dd5c9b585470
+content_csharp_sha: 84a1801421e930871d9dda2e91ba08e5f23d6c708b79c3f126478c8aabd88415