diff --git a/scripts/notebook_tools/pedagogy_density_baseline.json b/scripts/notebook_tools/pedagogy_density_baseline.json
index a82b9455d0..2ae764fa7a 100644
--- a/scripts/notebook_tools/pedagogy_density_baseline.json
+++ b/scripts/notebook_tools/pedagogy_density_baseline.json
@@ -1,821 +1,820 @@
-{
-  "_comment": "Pedagogy-density baseline (#10479). Burn down, do not grow. One float per TRACKED pedagogical notebook: chars of markdown prose per code cell (continuous metric). Population: `git ls-files 'MyIA.AI.Notebooks/**/*.ipynb'` minus EXCLUDE_DIRS minus setup/out-of-corpus kinds. Regenerate with: python scripts/notebook_tools/pedagogy_density.py --update-baseline",
-  "metric": "prose_chars / code_cells",
-  "count": 814,
-  "notebooks": {
-    "MyIA.AI.Notebooks/CaseStudies/Diagnostic-Medical/solution/Diagnostic-Medical.ipynb": 934.562,
-    "MyIA.AI.Notebooks/CaseStudies/Diagnostic-Medical/student/Diagnostic-Medical.ipynb": 801.688,
-    "MyIA.AI.Notebooks/CaseStudies/Oncology-Planning/solution/Oncology-Planning.ipynb": 1117.818,
-    "MyIA.AI.Notebooks/CaseStudies/Oncology-Planning/student/Oncology-Planning.ipynb": 1279.727,
-    "MyIA.AI.Notebooks/CaseStudies/SmartGrid-Energy/solution/SmartGrid-Energy.ipynb": 1188.875,
-    "MyIA.AI.Notebooks/CaseStudies/SmartGrid-Energy/student/SmartGrid-Energy.ipynb": 670.0,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-10-ForwardInduction-SPE-Csharp.ipynb": 1067.571,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-10-ForwardInduction-SPE.ipynb": 1179.733,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-11-BayesianGames-Csharp.ipynb": 705.0,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-11-BayesianGames.ipynb": 1729.467,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-11b-Lean-BayesianGamesExt.ipynb": 628.526,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-12-ReputationGames-Csharp.ipynb": 1102.3,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-12-ReputationGames.ipynb": 1289.231,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-13-ImperfectInfo-CFR-Csharp.ipynb": 1017.636,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-13-ImperfectInfo-CFR.ipynb": 1749.625,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-14-DifferentialGames-Csharp.ipynb": 1701.7,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-14-DifferentialGames.ipynb": 2228.714,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-15-CooperativeGames-Csharp.ipynb": 941.615,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-15-CooperativeGames.ipynb": 641.115,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-15b-Lean-CooperativeGames.ipynb": 1500.05,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-15c-CooperativeGames-Csharp.ipynb": 617.533,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-15c-CooperativeGames-Python.ipynb": 950.389,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-16-MechanismDesign-Csharp.ipynb": 1273.444,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-16-MechanismDesign.ipynb": 2180.562,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-17-MultiAgent-RL-Csharp.ipynb": 997.0,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-17-MultiAgent-RL.ipynb": 1795.583,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-2-NormalForm-Csharp-Part2.ipynb": 1063.429,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-2-NormalForm-Csharp.ipynb": 1029.0,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-2-NormalForm-Part2-Python.ipynb": 877.143,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-2-NormalForm.ipynb": 1622.938,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-2b-Lean-Definitions.ipynb": 528.762,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-3-Topology2x2-Csharp.ipynb": 719.333,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-3-Topology2x2.ipynb": 1717.353,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-4-NashEquilibrium-Csharp.ipynb": 1419.312,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-4-NashEquilibrium.ipynb": 1040.286,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-4b-Lean-NashExistence.ipynb": 1438.8,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-4c-NashExistence-Csharp.ipynb": 741.9,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-4c-NashExistence-Python.ipynb": 1377.533,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-5-ZeroSum-Minimax-Csharp.ipynb": 889.067,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-5-ZeroSum-Minimax.ipynb": 943.286,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-5b-Lean-Minimax.ipynb": 1429.8,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-6-EvolutionTrust-Csharp.ipynb": 1012.692,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-6-EvolutionTrust.ipynb": 916.15,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-6c-RepeatedGames-FolkTheorem-Csharp.ipynb": 909.333,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-6c-RepeatedGames-FolkTheorem.ipynb": 1151.222,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-7-ExtensiveForm-Csharp.ipynb": 1243.273,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-7-ExtensiveForm.ipynb": 1400.8,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-8-CombinatorialGames-Csharp.ipynb": 802.545,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-8-CombinatorialGames.ipynb": 897.818,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-8b-Lean-CombinatorialGames.ipynb": 2654.0,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-8c-CombinatorialGames-Csharp.ipynb": 845.214,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-8c-CombinatorialGames-Python.ipynb": 890.143,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-9-BackwardInduction-Csharp.ipynb": 588.182,
-    "MyIA.AI.Notebooks/GameTheory/GameTheory-9-BackwardInduction.ipynb": 1051.133,
-    "MyIA.AI.Notebooks/GameTheory/SocialChoice/01-Arrow-Impossibility-Theorem-Csharp.ipynb": 581.571,
-    "MyIA.AI.Notebooks/GameTheory/SocialChoice/01-Arrow-Impossibility-Theorem.ipynb": 1615.0,
-    "MyIA.AI.Notebooks/GameTheory/SocialChoice/01b-Lean-SocialChoice-Formal.ipynb": 713.5,
-    "MyIA.AI.Notebooks/GameTheory/SocialChoice/03-Voting-Methods-Csharp.ipynb": 1180.857,
-    "MyIA.AI.Notebooks/GameTheory/SocialChoice/03-Voting-Methods.ipynb": 1376.529,
-    "MyIA.AI.Notebooks/GameTheory/SocialChoice/04-Computational-Aggregation-SAT-Z3-Csharp.ipynb": 1401.417,
-    "MyIA.AI.Notebooks/GameTheory/SocialChoice/04-Computational-Aggregation-SAT-Z3.ipynb": 1207.952,
-    "MyIA.AI.Notebooks/GenAI/Aspire/01-Aspire-Orchestration-GenAi.ipynb": 901.0,
-    "MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-1-OpenAI-TTS-Intro.ipynb": 1407.923,
-    "MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-2-OpenAI-Whisper-STT.ipynb": 1321.286,
-    "MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-3-Basic-Audio-Operations.ipynb": 1058.333,
-    "MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-4-Whisper-Local.ipynb": 1222.867,
-    "MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-5-Kokoro-TTS-Local.ipynb": 1733.357,
-    "MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-1-Chatterbox-TTS.ipynb": 1677.538,
-    "MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-2-XTTS-Voice-Cloning.ipynb": 1181.357,
-    "MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-3-MusicGen-Generation.ipynb": 1669.769,
-    "MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-4-Demucs-Source-Separation.ipynb": 1326.214,
-    "MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-5-Multi-Model-TTS-Gateway.ipynb": 1412.538,
-    "MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-6-MIDI-Generation.ipynb": 1245.75,
-    "MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-7-Song-Generation.ipynb": 1803.333,
-    "MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-8-Expressive-TTS.ipynb": 1620.176,
-    "MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-9-AceStep-Music-Generation.ipynb": 1608.462,
-    "MyIA.AI.Notebooks/GenAI/Audio/03-Orchestration/03-1-Multi-Model-Audio-Comparison.ipynb": 1471.933,
-    "MyIA.AI.Notebooks/GenAI/Audio/03-Orchestration/03-2-Audio-Pipeline-Orchestration.ipynb": 1067.188,
-    "MyIA.AI.Notebooks/GenAI/Audio/03-Orchestration/03-3-Realtime-Voice-API.ipynb": 1263.615,
-    "MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-1-Educational-Audio-Content.ipynb": 1506.333,
-    "MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-10-Annotation-Prosodique.ipynb": 1362.538,
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-    "MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-12-Compilation-Audio.ipynb": 1224.3,
-    "MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-13-Audiobook-FishAudio-S2Pro.ipynb": 1544.083,
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-    "MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-3-Music-Composition-Workflow.ipynb": 1219.562,
-    "MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-4-Audio-Video-Sync.ipynb": 1872.643,
-    "MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-5-LiveCoding-LLM-Music.ipynb": 1118.059,
-    "MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-6-Audiobook-Pipeline.ipynb": 1381.917,
-    "MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-7-TTS-Voice-Benchmark.ipynb": 557.545,
-    "MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-8-Lecture-Analytique.ipynb": 719.727,
-    "MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-9-Voice-Casting.ipynb": 1271.083,
-    "MyIA.AI.Notebooks/GenAI/CaseStudies/Barbie-Schreck/barbie-schreck.ipynb": 1056.333,
-    "MyIA.AI.Notebooks/GenAI/CaseStudies/Fort-Boyard/fort-boyard-python.ipynb": 582.273,
-    "MyIA.AI.Notebooks/GenAI/CaseStudies/Medical-Chatbot/medical_chatbot.ipynb": 578.579,
-    "MyIA.AI.Notebooks/GenAI/CaseStudies/Recipe-Maker/receipe_maker.ipynb": 1037.667,
-    "MyIA.AI.Notebooks/GenAI/FineTuning/FT-01-Introduction-FineTuning.ipynb": 593.077,
-    "MyIA.AI.Notebooks/GenAI/FineTuning/FT-02-QLoRA-Quantization.ipynb": 489.375,
-    "MyIA.AI.Notebooks/GenAI/FineTuning/FT-03-Supervised-FineTuning-SFT.ipynb": 618.714,
-    "MyIA.AI.Notebooks/GenAI/FineTuning/FT-04-RLHF-DPO.ipynb": 863.833,
-    "MyIA.AI.Notebooks/GenAI/FineTuning/FT-05-ModelMerging-Routing.ipynb": 1013.062,
-    "MyIA.AI.Notebooks/GenAI/Image/01-Foundation/01-1-OpenAI-DALL-E-3.ipynb": 941.167,
-    "MyIA.AI.Notebooks/GenAI/Image/01-Foundation/01-2-GPT-5-Image-Generation.ipynb": 718.5,
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-    "MyIA.AI.Notebooks/GenAI/Image/01-Foundation/01-4-Forge-SD-XL-Turbo.ipynb": 1476.583,
-    "MyIA.AI.Notebooks/GenAI/Image/01-Foundation/01-5-Qwen-Image-Edit.ipynb": 2144.385,
-    "MyIA.AI.Notebooks/GenAI/Image/01-Foundation/01-5b-Qwen-Image-Edit-2509.ipynb": 1126.533,
-    "MyIA.AI.Notebooks/GenAI/Image/02-Advanced/02-2-FLUX-1-Advanced-Generation.ipynb": 837.867,
-    "MyIA.AI.Notebooks/GenAI/Image/02-Advanced/02-3-Stable-Diffusion-3-5.ipynb": 845.286,
-    "MyIA.AI.Notebooks/GenAI/Image/02-Advanced/02-4-Z-Image-Lumina2.ipynb": 1339.286,
-    "MyIA.AI.Notebooks/GenAI/Image/02-Advanced/02-5-Bonsai-Image-Ternary.ipynb": 1091.0,
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-    "MyIA.AI.Notebooks/GenAI/Image/03-Orchestration/03-2-Workflow-Orchestration.ipynb": 572.643,
-    "MyIA.AI.Notebooks/GenAI/Image/03-Orchestration/03-3-Performance-Optimization.ipynb": 551.214,
-    "MyIA.AI.Notebooks/GenAI/Image/04-Applications/04-1-Educational-Content-Generation.ipynb": 851.727,
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-    "MyIA.AI.Notebooks/GenAI/Plateformes-Conversationnelles/AI-Engine-WordPress/ingestion-corpus-long-rag.ipynb": 840.1,
-    "MyIA.AI.Notebooks/GenAI/Plateformes-Conversationnelles/AI-Engine-WordPress/mesurer-la-derive-dun-copilot.ipynb": 1472.0,
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-    "MyIA.AI.Notebooks/GenAI/Plateformes-Conversationnelles/Open-WebUI/Playwright-OWUI/03-chat-streaming/03-Chat-Streaming-QA-OWUI.ipynb": 1227.625,
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-    "MyIA.AI.Notebooks/GenAI/PostTraining/PT_05_rlvr_verifiable_rewards.ipynb": 1886.9,
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-    "MyIA.AI.Notebooks/GenAI/Texte/18_Semantic_Kernel_Plugins.ipynb": 650.75,
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-    "MyIA.AI.Notebooks/GenAI/Texte/1_OpenAI_Intro.ipynb": 2077.818,
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-    "MyIA.AI.Notebooks/GenAI/Texte/21_LoRA_FineTuning.ipynb": 960.333,
-    "MyIA.AI.Notebooks/GenAI/Texte/2_PromptEngineering.ipynb": 1353.048,
-    "MyIA.AI.Notebooks/GenAI/Texte/3_Structured_Outputs.ipynb": 1895.5,
-    "MyIA.AI.Notebooks/GenAI/Texte/4_Function_Calling.ipynb": 1215.238,
-    "MyIA.AI.Notebooks/GenAI/Texte/5_RAG_Modern.ipynb": 2083.0,
-    "MyIA.AI.Notebooks/GenAI/Texte/6_PDF_Web_Search.ipynb": 1431.667,
-    "MyIA.AI.Notebooks/GenAI/Texte/7_Code_Interpreter.ipynb": 1991.417,
-    "MyIA.AI.Notebooks/GenAI/Texte/8_Reasoning_Models.ipynb": 1817.143,
-    "MyIA.AI.Notebooks/GenAI/Texte/9_Production_Patterns.ipynb": 2131.571,
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