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fix(nb,#11925): Sudoku-15 C# — solveur v4 max-product hongrois réel (0/51 → 9/11 Medium ATTEINT) - #12769

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fix/sudoku15-csharp-v4-repair
Aug 28, 2026
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fix(nb,#11925): Sudoku-15 C# — solveur v4 max-product hongrois réel (0/51 → 9/11 Medium ATTEINT)#12769
myia-ai-01 merged 7 commits into
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fix/sudoku15-csharp-v4-repair

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@jsboige

@jsboige jsboige commented Aug 24, 2026

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Grain: DEEP/notebook-dotnet — lane myia-po-2027:CoursIA — prev: LIGHT/guard #12724

Problème

Sudoku-15-Infer-Csharp affichait 0/51 au benchmark v4. La cause : le solveur C# ne faisait pas de vrai message-passing max-product arity-9. Le portage hérité (MaxSweeps + Decimate + InitBeliefs) laissait les croyances quasi statiques (uniforme + bruit), les décimations aléatoires, sans réinitialisation de grille entre redémarrages, avec un Random statique global — d'où un échec quasi systématique.

Correctif

Portage fidèle du twin Python #11801 (Arity9MaxProductSolver + helpers) :

  • messages f2c = meilleure affectation injective du mineur 8×8 par (cellule libre, valeur) : couplage hongrois Kuhn-Munkres sur −log p (implémentation C# ~50 lignes, pas d'Or-Tools dont le namespace varie selon la version 9.x) ;
  • messages c2f extrinsèques — la cellule retire sa propre contribution f2c de (evidence + somme des 3 messages reçus) avant de renvoyer (contre-réaction) ;
  • damping 0.5 des deux côtés (compense l'oscillation du loopy BP) ;
  • bruit log-uniforme multiplicatif à chaque redémarrage (point fixe canonique au restart 0) : le levier d'exploration qui lève les symétries du point fixe loopy ;
  • tirage selon la croyance dès que la marge passe sous le plateau (Plateau=0.25) — jamais d'argmax précoce ;
  • seed par grille (seed=k, reproductible, comme le twin Python) ;
  • décimation : figer la cellule de marge la plus nette, re-propager DecimSweeps=4 ;
  • table d'unités autonome dans Arity9SolverHelpers.UNITS (une classe séparée ne peut pas référencer un champ statique top-level par nom simple en .NET Interactive — BP_UNITS reste en cellule B pour la démo de Hall, le solveur possède sa copie).
  • Interface ISudokuSolver conservée (Solve(SudokuGrid) — seed 0), ajout de SolveFlat(int[,] cells, int seed) + compteurs de coût (LastMs, LastContradictions, LastSweeps, LastRestarts).

Aucune propagation déterministe, aucun repli. Squelette v3 conservé ; les deux randomisations probabilistes standard (bruit de redémarrage + tirage sous plateau) complètent la décimation.

Validation réelle

  • Ré-exécution de bout en bout : scripts/notebook_tools/exec_dotnet_persist.py (kernel .net-csharp, cwd = MyIA.AI.Notebooks/Sudoku/ pour résoudre #!import Sudoku-0-Environment-Csharp.ipynb et le corpus Puzzles/). Vrai run, outputs commités (C.2).

  • Cellule 42 (bench v4, exécutée) :

    Bench v4 max-product hongrois : 287,9 s total
    Corpus                    N     OK    %        ms/grille
    Easy51                    51    51     100,0%   1044,4
    Medium (hardest 11)       11    9       81,8%   6736,0
    top95 (15)                15    9       60,0%  10704,4
    Critere Medium >= 9/11 (>= 80 %) : ATTEINT (9/11)
    Contradictions cumulees : Easy51=40 | Medium=101 | top95=194
    
  • Critère d'acceptation (feat(sudoku): Sudoku-15-Csharp v4 twin — facteurs AllDiff arite 9 (portage du geste #11801 cote C#) #11925) — Medium ≥ 9/11 (≥ 80 %) : ATTEINT (9/11, 81,8 %).

  • Pré-mesure console (Release, solveur seul, mêmes corpus, seed=k) : Easy51 51/51 (100 %), Medium hardest 11 9/11 (82 %), top95 15 9/15 — reproductible.

Réparation d'environnement (règle F, note pour les reviewers)

Le kernel .net-csharp ne démarrait pas : dotnet-interactive.exe exigeait Microsoft.AspNetCore.App 9.0.0 introuvable dans DOTNET_ROOT=C:\Users\Jesse\.dotnet (ce .dotnet n'exposait alors que Microsoft.NETCore.App), et le restore #r "nuget: Microsoft.ML.Probabilistic" échouait via le bug PackageRestoreResult (old tool). Réparé localement : runtimes aspnetcore+dotnet 9.0.19 et 10.0.11 installés dans .dotnet via dotnet-install.ps1, et dotnet tool update --global Microsoft.dotnet-interactive (1.0.617701 → 1.0.712001). Le notebook se re-exécute alors end-to-end.

Verdict honnête

La cellule I (coût par balayage max-product hongrois vs sum-product permanente) reste la mesure de l'écart de coût ; le sum-product scalaire C# n'est pas re-bench sur les 11 grilles hardest (≈7× plus lent par balayage que la permanente Ryser vectorisée du twin Python, cf cellule H).

Observation (principe 3 — signalé, non traité ici)

Cellule 51 (test #11778, non modifiée par la PR) commit une sortie HTML exposant C:\Program Files\dotnet\shared\Microsoft.NETCore.App\... (location d'assemblys .NET). Pré-existante (présente dans origin/main), bénigne (chemin d'install standard, aucun username/IP/hostname). Hors scope #11925 — à purger dans une PR dédiée, pas ici.

See #11925

…0/51 → 9/11 Medium ATTEINT)

Le portage v4 hérité (MaxSweeps+Decimate+InitBeliefs, rng statique) laissait les
croyances quasi statiques et échouait 0/51. Remplacement par le portage fidèle du
twin Python #11801 : messages f2c = meilleure affectation injective du mineur 8x8
(couplage hongrois Kuhn-Munkres sur -log p), messages c2f extrinsèques, damping 0.5,
bruit log-uniforme aux redémarrages, tirage selon la croyance sous plateau, seed=k
par grille, table d'unités autonome. Re-exécution complète via exec_dotnet_persist.py
(kernel .net-csharp) : 26 cellules, 0 erreur. Bench : Easy51 51/51, Medium hardest 9/11
(81,8% — critère ATTEINT), top95 9/15. Réparation env règle F (DOTNET_ROOT sans SDK
→ kernel ne restaurerait pas #r nuget:) documentée en body PR.

Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>
@jsboige

jsboige commented Aug 24, 2026

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Review [Hermes] — SHA 2dd620a · Sudoku-15 C# v4 max-product hongrois.

Vérifié en profondeur (solveur + bench + outputs), pas de LGTM mécanique :

1. Solveur v4 (cell E) — réel, implémentation correcte.
Il s'agit d'un vrai Kuhn-Munkres hongrois O(n³) (potentiels u/v, minv, reconstruct p/way) — pas une ébauche. La note SOTA est honnête : pas de dépendance à Or-Tools LinearSumAssignment (namespace instable 9.x), implementation ~50 lignes autonome. La table UNITS (27 unités) est bien construite, et le commentaire explique pourquoi elle est autonome plutôt que de reprendre BP_UNITS top-level (contrainte .NET Interactive). Cohérent.

2. Bench C17 — outputs réels, claim 9/11 substantié.
Sortie display genuine : Medium (hardest 11) 11 9 81.8% 6736.0ms et Critere Medium >= 9/11 (>= 80%) : ATTEINT (9/11). Le critère 9/11 est partagé avec le twin Python #11801 (MERGED) — protocole d'acceptation cross-langage établi, pas un seuil gamed pour cette PR. IsValidSolved est correctement réalisé inline (unit checks 1..9 sans répétition).

3. Honnêteté des limites — point fort.
Les contradictions sont explicitement rapportées (Easy51=40, Medium=101, top95=194) plutôt que masquées. Avec MaxRestarts=30 + Damping/BruitInit/Plateau, c'est un solveur probabiliste restarts — les chiffres sont là, pas d'embellissement.

4. Leak-path check. #!import Sudoku-0-Environment-Csharp.ipynb (sibling valide de la série, pattern standard) + #r nuget Microsoft.ML.Probabilistic*.Compiler. Le BadImageFormatException dans les outputs provient du test délibéré du fallback DLL corrompue (#11778, cell C21) — pas une vraie fuite. Pas de tokens/secrets (les hits PublicKeyToken=/LoadFromAssemblyPath sont du metadata .NET dans les dumps, pas des creds).

Observation tracker (non-bloquante) : le corpus top95 tombe à 9/15 (60%) et totalise 194 contradictions — le v4 traite bien le critère Medium mais chute sur top95. C'est documenté dans le bench (pas caché), mais à surveiller si une future PR veut étendre la couverture top95. Hors scope ici.

Verdict : portage substantiel et authentique, critère atteint avec outputs réels. LGTM.

Note de process : post en COMMENT car token jsboige sur repos jsboige/* est en self-review cap (APPROVE non dispo).

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MD hierarchy drift -- 2dd620a

Cette PR augmente le compte de defauts de rendu markdown
(baseline = burndown, ne pas croitre). Nouveaux defauts :

  +1 HINT-AS-HEADING  MyIA.AI.Notebooks/GameTheory/GameTheory-04b-Lean-NashExistence.ipynb
  +1 HINT-AS-HEADING  MyIA.AI.Notebooks/GenAI/PostTraining/PT_11_grpo_qwen_rlvr_on_verifiers.ipynb
  +1 HINT-AS-HEADING  MyIA.AI.Notebooks/GenAI/Texte/22_Evaluating_Generated_Text.ipynb
  -1 HINT-AS-HEADING  MyIA.AI.Notebooks/GameTheory/GameTheory-4b-Lean-NashExistence.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-1-OpenAI-TTS-Intro.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-2-OpenAI-Whisper-STT.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-3-Basic-Audio-Operations.ipynb  (burndown)
  -5 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-4-Whisper-Local.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-1-Chatterbox-TTS.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-2-XTTS-Voice-Cloning.ipynb  (burndown)
  -12 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-3-MusicGen-Generation.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-4-Demucs-Source-Separation.ipynb  (burndown)
  -4 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-5-Multi-Model-TTS-Gateway.ipynb  (burndown)
  -14 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-6-MIDI-Generation.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-7-Song-Generation.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-8-Expressive-TTS.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-9-AceStep-Music-Generation.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/03-Orchestration/03-1-Multi-Model-Audio-Comparison.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/03-Orchestration/03-2-Audio-Pipeline-Orchestration.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/03-Orchestration/03-3-Realtime-Voice-API.ipynb  (burndown)
  -10 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-1-Educational-Audio-Content.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-2-Transcription-Pipeline.ipynb  (burndown)
  -10 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-3-Music-Composition-Workflow.ipynb  (burndown)
  -13 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-4-Audio-Video-Sync.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-5-LiveCoding-LLM-Music.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-6-Audiobook-Pipeline.ipynb  (burndown)
  -12 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-7-TTS-Voice-Benchmark.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/CaseStudies/Barbie-Schreck/barbie-schreck.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/CaseStudies/Fort-Boyard/fort-boyard-python.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/CaseStudies/Medical-Chatbot/medical_chatbot.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/CaseStudies/Recipe-Maker/receipe_maker.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/PostTraining/PT_11_grpo_qwen_rlvr_on_verifiers.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/ML/DataScienceWithAgents/02-ML-Cours/2.5-Biais-Variance-CV-ROC.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/ML/DataScienceWithAgents/02-ML-Cours/2.8-Theorie-PAC.ipynb  (burndown)
  -13 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/DecisionTheory/PyMC/DecPyMC-3-Multi-Attribute.ipynb  (burndown)
  -19 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/DecisionTheory/PyMC/DecPyMC-6-Expert-Systems.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/DecisionTheory/PyMC/DecPyMC-7-Sequential.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/Infer-101.ipynb  (burndown)
  -4 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/Infer/Infer-2-Gaussian-Mixtures.ipynb  (burndown)
  -13 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/Infer/Infer-6-Debugging.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/Pyro_RSA_Hyperbole.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/ML-Training-Pipeline/hmm_alpha_research.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-14-Portfolio-Construction-Execution.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-18-ML-Features-Engineering.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-19-ML-Supervised-Classification.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-24-Autoencoders-Anomaly.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-27-Production-Deployment.ipynb  (burndown)
  -4 HEADING-IN-LIST  MyIA.AI.Notebooks/SymbolicAI/Lean/Lean-11-TorchLean-Python.ipynb  (burndown)

=== drift: +3 across 3 notebook(s), 429 burned down ===

Corriger (ex. - # Indice : ... -> - **Indice :** ...) ou,
si la regle scanner change dans CETTE PR, re-seeder la baseline
dans le meme commit : --update-baseline. See #11831.

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Golden-Set Execution (H.7 P3)

8/8 notebooks passed (certified reproducible)

Notebook Status Time
2.1-Workflow-ML.ipynb ✅ SUCCESS 4.5s
2.2-Descente-de-gradient.ipynb ✅ SUCCESS 4.0s
2.3-Regression-lineaire-logistique.ipynb ✅ SUCCESS 4.9s
2.4-Arbres-Forets-Ensembles.ipynb ✅ SUCCESS 4.5s
Search-1-StateSpace.ipynb ✅ SUCCESS 3.7s
SL-1-LogicalLearning.ipynb ✅ SUCCESS 2.6s
rl_4_multi_armed_bandits.ipynb ✅ SUCCESS 26.5s
GameTheory-04c-NashExistence-Python.ipynb ✅ SUCCESS 3.3s

Pinned lockfile: scripts/notebook_tools/golden_set.lock.txt (H.7 P3, axe A #4208)

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✅ No fragmented stream outputs detected.

See python scripts/notebook_tools/check_outputs_text_fragmentation.py --help for re-running locally.
Detector rationale: c.354-L2 ★★, PR #11664.

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⚠️ Detector abstained (merge-base introuvable, shallow fetch or unanchored branch).

c.415 (#11873): scope = notebooks CHANGED in this PR, not the whole corpus.
See python scripts/check_markdown_claims_output.py --help for re-running locally.
Detector rationale: c.290 / c.331 / PR #11435 pathologie.

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✅ No render volume delta signal (notebooks modified vs merge-base preserve >= 50% of base rendered output per MIME family).

See python scripts/notebook_tools/check_render_volume_delta.py --help for re-running locally.
Detector rationale: #11656 / #11351 pathologie (840 B remnants in 195 692 B cells = absolute detectors blind).
Why merge-base not origin/main two-dots: a branch 25+ commits behind would have the detector scan 35 notebooks the PR never touched.

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No new degraded-mode confessions in modified notebooks (vs merge-base). Inherited confessions are tolerated by design (frozen-inheritance).

Detector: python scripts/notebook_tools/detect_degraded_mode.py <nb> --base <merge-base> --check
Rationale: #11754 / #11443 (860 KB lost while all structural gates stayed green).

…4 csharp + known_differences (PR #12769)

Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>
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jsboige commented Aug 24, 2026

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Rouge Twin parity audit (#8057) réparé — la PR éditait le côté C# de la paire « Sudoku-15 Infer » sans rebasliner le registre. Re-audit firsthand : ancre Infer.NET conservée (58 refs, 27 Microsoft.ML.Probabilistic), le v4 max-product hongrois est une stratégie déterministe ADDITIONNELLE (#11925), côté Python byte-identique à main. Rebaseline posé (commit 468d19a) : check_twin_parity.py --update --pair "Sudoku-15 Infer" --by myia-po-2027:CoursIA + ligne known_differences en tête expliquant l'édition. Vérifié localement sur la tête de branche : 157/157 paires OK, DRIFT=0.

Les 2 liens navlinks cassés (Lean-28 → 04-14-VoiceLeading-Affectation) sont les fantômes repo-wide de #12762 (OPEN, merge-gated famine) — hors diff de cette PR, dépendance déjà documentée. PR gate restant = famine #11860.

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No new ASCII flowchart introductions in modified notebooks (vs merge-base). Inherited flowcharts are tolerated by design (frozen-inheritance #11840).

Detector: python scripts/notebook_tools/detect_ascii_flowchart.py <notebooks> --json
Rationale: #11962 / SW-12 cell ## 2. Architecture d'un pipeline GraphRAG (founding case, ASCII pipeline vs Mermaid flowchart LR).
Sibling scope: detect_ascii_workaround.py (#3801) targets bar charts; this organ targets flowcharts.

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MD hierarchy drift -- 468d19a

Cette PR augmente le compte de defauts de rendu markdown
(baseline = burndown, ne pas croitre). Nouveaux defauts :

  +1 HINT-AS-HEADING  MyIA.AI.Notebooks/GameTheory/GameTheory-04b-Lean-NashExistence.ipynb
  +1 HINT-AS-HEADING  MyIA.AI.Notebooks/GenAI/PostTraining/PT_11_grpo_qwen_rlvr_on_verifiers.ipynb
  +1 HINT-AS-HEADING  MyIA.AI.Notebooks/GenAI/Texte/22_Evaluating_Generated_Text.ipynb
  -1 HINT-AS-HEADING  MyIA.AI.Notebooks/GameTheory/GameTheory-4b-Lean-NashExistence.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-1-OpenAI-TTS-Intro.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-2-OpenAI-Whisper-STT.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-3-Basic-Audio-Operations.ipynb  (burndown)
  -5 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-4-Whisper-Local.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-1-Chatterbox-TTS.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-2-XTTS-Voice-Cloning.ipynb  (burndown)
  -12 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-3-MusicGen-Generation.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-4-Demucs-Source-Separation.ipynb  (burndown)
  -4 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-5-Multi-Model-TTS-Gateway.ipynb  (burndown)
  -14 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-6-MIDI-Generation.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-7-Song-Generation.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-8-Expressive-TTS.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-9-AceStep-Music-Generation.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/03-Orchestration/03-1-Multi-Model-Audio-Comparison.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/03-Orchestration/03-2-Audio-Pipeline-Orchestration.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/03-Orchestration/03-3-Realtime-Voice-API.ipynb  (burndown)
  -10 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-1-Educational-Audio-Content.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-2-Transcription-Pipeline.ipynb  (burndown)
  -10 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-3-Music-Composition-Workflow.ipynb  (burndown)
  -13 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-4-Audio-Video-Sync.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-5-LiveCoding-LLM-Music.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-6-Audiobook-Pipeline.ipynb  (burndown)
  -12 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-7-TTS-Voice-Benchmark.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/CaseStudies/Barbie-Schreck/barbie-schreck.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/CaseStudies/Fort-Boyard/fort-boyard-python.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/CaseStudies/Medical-Chatbot/medical_chatbot.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/CaseStudies/Recipe-Maker/receipe_maker.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/PostTraining/PT_11_grpo_qwen_rlvr_on_verifiers.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/ML/DataScienceWithAgents/02-ML-Cours/2.5-Biais-Variance-CV-ROC.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/ML/DataScienceWithAgents/02-ML-Cours/2.8-Theorie-PAC.ipynb  (burndown)
  -13 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/DecisionTheory/PyMC/DecPyMC-3-Multi-Attribute.ipynb  (burndown)
  -19 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/DecisionTheory/PyMC/DecPyMC-6-Expert-Systems.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/DecisionTheory/PyMC/DecPyMC-7-Sequential.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/Infer-101.ipynb  (burndown)
  -4 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/Infer/Infer-2-Gaussian-Mixtures.ipynb  (burndown)
  -13 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/Infer/Infer-6-Debugging.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/Pyro_RSA_Hyperbole.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/ML-Training-Pipeline/hmm_alpha_research.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-14-Portfolio-Construction-Execution.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-18-ML-Features-Engineering.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-19-ML-Supervised-Classification.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-24-Autoencoders-Anomaly.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-27-Production-Deployment.ipynb  (burndown)
  -4 HEADING-IN-LIST  MyIA.AI.Notebooks/SymbolicAI/Lean/Lean-11-TorchLean-Python.ipynb  (burndown)

=== drift: +3 across 3 notebook(s), 429 burned down ===

Corriger (ex. - # Indice : ... -> - **Indice :** ...) ou,
si la regle scanner change dans CETTE PR, re-seeder la baseline
dans le meme commit : --update-baseline. See #11831.

@jsboige

jsboige commented Aug 24, 2026

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Diagnostic rouge (lane po-2027, 2026-08-24T17:1xZ) : check-navlinks FAIL sur base figée pré-#12762 = faux rouge navlink (profil documenté au dashboard : seul update-branch recalcule la base, rerun inefficace). Substance saine (twin-parity attestation 157/157 OK locale). Non traitée ce cycle uniquement par règle d'étalement (1 update-branch/lane déjà consommé sur #12780) — update-branch prévu au prochain cycle.

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Notebook PR Validation: PASS

  • Notebooks checked: 1
  • Code cells validated: 25
  • Result: All passed

Checks: H.1 (no errors), H.3 (execution_count), C.1 (no banned patterns)
Non-Python kernels (.NET/Lean): C.1 + errors only (execution_count advisory)
QuantConnect notebooks: C.1 + errors only (require QC Cloud for execution)

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MD hierarchy drift -- 8ff7a08

Cette PR augmente le compte de defauts de rendu markdown
(baseline = burndown, ne pas croitre). Nouveaux defauts :

  +1 HINT-AS-HEADING  MyIA.AI.Notebooks/GameTheory/GameTheory-04b-Lean-NashExistence.ipynb
  +1 HINT-AS-HEADING  MyIA.AI.Notebooks/GenAI/PostTraining/PT_11_grpo_qwen_rlvr_on_verifiers.ipynb
  +1 HINT-AS-HEADING  MyIA.AI.Notebooks/GenAI/Texte/22_Evaluating_Generated_Text.ipynb
  -1 HINT-AS-HEADING  MyIA.AI.Notebooks/GameTheory/GameTheory-4b-Lean-NashExistence.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-1-OpenAI-TTS-Intro.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-2-OpenAI-Whisper-STT.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-3-Basic-Audio-Operations.ipynb  (burndown)
  -5 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-4-Whisper-Local.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-1-Chatterbox-TTS.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-2-XTTS-Voice-Cloning.ipynb  (burndown)
  -12 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-3-MusicGen-Generation.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-4-Demucs-Source-Separation.ipynb  (burndown)
  -4 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-5-Multi-Model-TTS-Gateway.ipynb  (burndown)
  -14 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-6-MIDI-Generation.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-7-Song-Generation.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-8-Expressive-TTS.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-9-AceStep-Music-Generation.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/03-Orchestration/03-1-Multi-Model-Audio-Comparison.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/03-Orchestration/03-2-Audio-Pipeline-Orchestration.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/03-Orchestration/03-3-Realtime-Voice-API.ipynb  (burndown)
  -10 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-1-Educational-Audio-Content.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-2-Transcription-Pipeline.ipynb  (burndown)
  -10 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-3-Music-Composition-Workflow.ipynb  (burndown)
  -13 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-4-Audio-Video-Sync.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-5-LiveCoding-LLM-Music.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-6-Audiobook-Pipeline.ipynb  (burndown)
  -12 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-7-TTS-Voice-Benchmark.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/CaseStudies/Barbie-Schreck/barbie-schreck.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/CaseStudies/Fort-Boyard/fort-boyard-python.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/CaseStudies/Medical-Chatbot/medical_chatbot.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/CaseStudies/Recipe-Maker/receipe_maker.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/PostTraining/PT_11_grpo_qwen_rlvr_on_verifiers.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/ML/DataScienceWithAgents/02-ML-Cours/2.5-Biais-Variance-CV-ROC.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/ML/DataScienceWithAgents/02-ML-Cours/2.8-Theorie-PAC.ipynb  (burndown)
  -13 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/DecisionTheory/PyMC/DecPyMC-3-Multi-Attribute.ipynb  (burndown)
  -19 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/DecisionTheory/PyMC/DecPyMC-6-Expert-Systems.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/DecisionTheory/PyMC/DecPyMC-7-Sequential.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/Infer-101.ipynb  (burndown)
  -4 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/Infer/Infer-2-Gaussian-Mixtures.ipynb  (burndown)
  -13 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/Infer/Infer-6-Debugging.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/Pyro_RSA_Hyperbole.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/ML-Training-Pipeline/hmm_alpha_research.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-14-Portfolio-Construction-Execution.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-18-ML-Features-Engineering.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-19-ML-Supervised-Classification.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-24-Autoencoders-Anomaly.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-27-Production-Deployment.ipynb  (burndown)
  -4 HEADING-IN-LIST  MyIA.AI.Notebooks/SymbolicAI/Lean/Lean-11-TorchLean-Python.ipynb  (burndown)

=== drift: +3 across 3 notebook(s), 429 burned down ===

Corriger (ex. - # Indice : ... -> - **Indice :** ...) ou,
si la regle scanner change dans CETTE PR, re-seeder la baseline
dans le meme commit : --update-baseline. See #11831.

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MD hierarchy drift -- b8b0caf

Cette PR augmente le compte de defauts de rendu markdown
(baseline = burndown, ne pas croitre). Nouveaux defauts :

  +1 HINT-AS-HEADING  MyIA.AI.Notebooks/GameTheory/GameTheory-04b-Lean-NashExistence.ipynb
  +1 HINT-AS-HEADING  MyIA.AI.Notebooks/GenAI/PostTraining/PT_11_grpo_qwen_rlvr_on_verifiers.ipynb
  +1 HINT-AS-HEADING  MyIA.AI.Notebooks/GenAI/Texte/22_Evaluating_Generated_Text.ipynb
  -1 HINT-AS-HEADING  MyIA.AI.Notebooks/GameTheory/GameTheory-4b-Lean-NashExistence.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-1-OpenAI-TTS-Intro.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-2-OpenAI-Whisper-STT.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-3-Basic-Audio-Operations.ipynb  (burndown)
  -5 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-4-Whisper-Local.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-1-Chatterbox-TTS.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-2-XTTS-Voice-Cloning.ipynb  (burndown)
  -12 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-3-MusicGen-Generation.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-4-Demucs-Source-Separation.ipynb  (burndown)
  -4 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-5-Multi-Model-TTS-Gateway.ipynb  (burndown)
  -14 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-6-MIDI-Generation.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-7-Song-Generation.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-8-Expressive-TTS.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-9-AceStep-Music-Generation.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/03-Orchestration/03-1-Multi-Model-Audio-Comparison.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/03-Orchestration/03-2-Audio-Pipeline-Orchestration.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/03-Orchestration/03-3-Realtime-Voice-API.ipynb  (burndown)
  -10 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-1-Educational-Audio-Content.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-2-Transcription-Pipeline.ipynb  (burndown)
  -10 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-3-Music-Composition-Workflow.ipynb  (burndown)
  -13 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-4-Audio-Video-Sync.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-5-LiveCoding-LLM-Music.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-6-Audiobook-Pipeline.ipynb  (burndown)
  -12 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-7-TTS-Voice-Benchmark.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/CaseStudies/Barbie-Schreck/barbie-schreck.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/CaseStudies/Fort-Boyard/fort-boyard-python.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/CaseStudies/Medical-Chatbot/medical_chatbot.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/CaseStudies/Recipe-Maker/receipe_maker.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/PostTraining/PT_11_grpo_qwen_rlvr_on_verifiers.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/ML/DataScienceWithAgents/02-ML-Cours/2.5-Biais-Variance-CV-ROC.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/ML/DataScienceWithAgents/02-ML-Cours/2.8-Theorie-PAC.ipynb  (burndown)
  -13 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/DecisionTheory/PyMC/DecPyMC-3-Multi-Attribute.ipynb  (burndown)
  -19 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/DecisionTheory/PyMC/DecPyMC-6-Expert-Systems.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/DecisionTheory/PyMC/DecPyMC-7-Sequential.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/Infer-101.ipynb  (burndown)
  -4 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/Infer/Infer-2-Gaussian-Mixtures.ipynb  (burndown)
  -13 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/Infer/Infer-6-Debugging.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/Pyro_RSA_Hyperbole.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/ML-Training-Pipeline/hmm_alpha_research.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-14-Portfolio-Construction-Execution.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-18-ML-Features-Engineering.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-19-ML-Supervised-Classification.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-24-Autoencoders-Anomaly.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-27-Production-Deployment.ipynb  (burndown)
  -4 HEADING-IN-LIST  MyIA.AI.Notebooks/SymbolicAI/Lean/Lean-11-TorchLean-Python.ipynb  (burndown)

=== drift: +3 across 3 notebook(s), 429 burned down ===

Corriger (ex. - # Indice : ... -> - **Indice :** ...) ou,
si la regle scanner change dans CETTE PR, re-seeder la baseline
dans le meme commit : --update-baseline. See #11831.

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Copy link
Copy Markdown
Contributor

MD hierarchy drift -- 825db25

Cette PR augmente le compte de defauts de rendu markdown
(baseline = burndown, ne pas croitre). Nouveaux defauts :

  +1 HINT-AS-HEADING  MyIA.AI.Notebooks/GameTheory/GameTheory-04b-Lean-NashExistence.ipynb
  +1 HINT-AS-HEADING  MyIA.AI.Notebooks/GenAI/PostTraining/PT_11_grpo_qwen_rlvr_on_verifiers.ipynb
  +1 HINT-AS-HEADING  MyIA.AI.Notebooks/GenAI/Texte/22_Evaluating_Generated_Text.ipynb
  -1 HINT-AS-HEADING  MyIA.AI.Notebooks/GameTheory/GameTheory-4b-Lean-NashExistence.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-1-OpenAI-TTS-Intro.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-2-OpenAI-Whisper-STT.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-3-Basic-Audio-Operations.ipynb  (burndown)
  -5 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-4-Whisper-Local.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-1-Chatterbox-TTS.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-2-XTTS-Voice-Cloning.ipynb  (burndown)
  -12 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-3-MusicGen-Generation.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-4-Demucs-Source-Separation.ipynb  (burndown)
  -4 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-5-Multi-Model-TTS-Gateway.ipynb  (burndown)
  -14 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-6-MIDI-Generation.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-7-Song-Generation.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-8-Expressive-TTS.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-9-AceStep-Music-Generation.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/03-Orchestration/03-1-Multi-Model-Audio-Comparison.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/03-Orchestration/03-2-Audio-Pipeline-Orchestration.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/03-Orchestration/03-3-Realtime-Voice-API.ipynb  (burndown)
  -10 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-1-Educational-Audio-Content.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-2-Transcription-Pipeline.ipynb  (burndown)
  -10 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-3-Music-Composition-Workflow.ipynb  (burndown)
  -13 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-4-Audio-Video-Sync.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-5-LiveCoding-LLM-Music.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-6-Audiobook-Pipeline.ipynb  (burndown)
  -12 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-7-TTS-Voice-Benchmark.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/CaseStudies/Barbie-Schreck/barbie-schreck.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/CaseStudies/Fort-Boyard/fort-boyard-python.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/CaseStudies/Medical-Chatbot/medical_chatbot.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/CaseStudies/Recipe-Maker/receipe_maker.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/PostTraining/PT_11_grpo_qwen_rlvr_on_verifiers.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/ML/DataScienceWithAgents/02-ML-Cours/2.5-Biais-Variance-CV-ROC.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/ML/DataScienceWithAgents/02-ML-Cours/2.8-Theorie-PAC.ipynb  (burndown)
  -13 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/DecisionTheory/PyMC/DecPyMC-3-Multi-Attribute.ipynb  (burndown)
  -19 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/DecisionTheory/PyMC/DecPyMC-6-Expert-Systems.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/DecisionTheory/PyMC/DecPyMC-7-Sequential.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/Infer-101.ipynb  (burndown)
  -4 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/Infer/Infer-2-Gaussian-Mixtures.ipynb  (burndown)
  -13 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/Infer/Infer-6-Debugging.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/Pyro_RSA_Hyperbole.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/ML-Training-Pipeline/hmm_alpha_research.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-14-Portfolio-Construction-Execution.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-18-ML-Features-Engineering.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-19-ML-Supervised-Classification.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-24-Autoencoders-Anomaly.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-27-Production-Deployment.ipynb  (burndown)
  -4 HEADING-IN-LIST  MyIA.AI.Notebooks/SymbolicAI/Lean/Lean-11-TorchLean-Python.ipynb  (burndown)

=== drift: +3 across 3 notebook(s), 429 burned down ===

Corriger (ex. - # Indice : ... -> - **Indice :** ...) ou,
si la regle scanner change dans CETTE PR, re-seeder la baseline
dans le meme commit : --update-baseline. See #11831.

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MD hierarchy drift -- 698b948

Cette PR augmente le compte de defauts de rendu markdown
(baseline = burndown, ne pas croitre). Nouveaux defauts :

  +1 HINT-AS-HEADING  MyIA.AI.Notebooks/GameTheory/GameTheory-04b-Lean-NashExistence.ipynb
  +1 HINT-AS-HEADING  MyIA.AI.Notebooks/GenAI/PostTraining/PT_11_grpo_qwen_rlvr_on_verifiers.ipynb
  +1 HINT-AS-HEADING  MyIA.AI.Notebooks/GenAI/Texte/22_Evaluating_Generated_Text.ipynb
  -1 HINT-AS-HEADING  MyIA.AI.Notebooks/GameTheory/GameTheory-4b-Lean-NashExistence.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-1-OpenAI-TTS-Intro.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-2-OpenAI-Whisper-STT.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-3-Basic-Audio-Operations.ipynb  (burndown)
  -5 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/01-Foundation/01-4-Whisper-Local.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-1-Chatterbox-TTS.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-2-XTTS-Voice-Cloning.ipynb  (burndown)
  -12 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-3-MusicGen-Generation.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-4-Demucs-Source-Separation.ipynb  (burndown)
  -4 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-5-Multi-Model-TTS-Gateway.ipynb  (burndown)
  -14 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-6-MIDI-Generation.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-7-Song-Generation.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-8-Expressive-TTS.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/02-Advanced/02-9-AceStep-Music-Generation.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/03-Orchestration/03-1-Multi-Model-Audio-Comparison.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/03-Orchestration/03-2-Audio-Pipeline-Orchestration.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/03-Orchestration/03-3-Realtime-Voice-API.ipynb  (burndown)
  -10 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-1-Educational-Audio-Content.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-2-Transcription-Pipeline.ipynb  (burndown)
  -10 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-3-Music-Composition-Workflow.ipynb  (burndown)
  -13 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-4-Audio-Video-Sync.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-5-LiveCoding-LLM-Music.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-6-Audiobook-Pipeline.ipynb  (burndown)
  -12 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/Audio/04-Applications/04-7-TTS-Voice-Benchmark.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/CaseStudies/Barbie-Schreck/barbie-schreck.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/CaseStudies/Fort-Boyard/fort-boyard-python.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/CaseStudies/Medical-Chatbot/medical_chatbot.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/CaseStudies/Recipe-Maker/receipe_maker.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/GenAI/PostTraining/PT_11_grpo_qwen_rlvr_on_verifiers.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/ML/DataScienceWithAgents/02-ML-Cours/2.5-Biais-Variance-CV-ROC.ipynb  (burndown)
  -9 HEADING-IN-LIST  MyIA.AI.Notebooks/ML/DataScienceWithAgents/02-ML-Cours/2.8-Theorie-PAC.ipynb  (burndown)
  -13 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/DecisionTheory/PyMC/DecPyMC-3-Multi-Attribute.ipynb  (burndown)
  -19 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/DecisionTheory/PyMC/DecPyMC-6-Expert-Systems.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/DecisionTheory/PyMC/DecPyMC-7-Sequential.ipynb  (burndown)
  -8 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/Infer-101.ipynb  (burndown)
  -4 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/Infer/Infer-2-Gaussian-Mixtures.ipynb  (burndown)
  -13 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/Infer/Infer-6-Debugging.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/Probas/Pyro_RSA_Hyperbole.ipynb  (burndown)
  -15 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/ML-Training-Pipeline/hmm_alpha_research.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-14-Portfolio-Construction-Execution.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-18-ML-Features-Engineering.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-19-ML-Supervised-Classification.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-24-Autoencoders-Anomaly.ipynb  (burndown)
  -6 HEADING-IN-LIST  MyIA.AI.Notebooks/QuantConnect/Python/QC-Py-27-Production-Deployment.ipynb  (burndown)
  -4 HEADING-IN-LIST  MyIA.AI.Notebooks/SymbolicAI/Lean/Lean-11-TorchLean-Python.ipynb  (burndown)

=== drift: +3 across 3 notebook(s), 429 burned down ===

Corriger (ex. - # Indice : ... -> - **Indice :** ...) ou,
si la regle scanner change dans CETTE PR, re-seeder la baseline
dans le meme commit : --update-baseline. See #11831.

@jsboige

jsboige commented Aug 28, 2026

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[INFO][po-2027] Checks requête restes en file (queued depuis 2026-08-28T14:13Z, update-branch d'hier) -- drainage file CI #11860 en cours, cause infra (cf dashboard : ~109 jobs hier, en baisse). Aucun rouge de substance : failing=[] au dernier sondage. La lane re-sondera au prochain cycle ; pas de geste re-run (remettrait en queue de file).

@myia-ai-01
myia-ai-01 merged commit ca1000f into main Aug 28, 2026
72 of 73 checks passed
jsboige added a commit that referenced this pull request Aug 28, 2026
Conflits resolus :
- Sudoku-15-Infer-Csharp.ipynb : version main (reecrit/re-execute par
  #12769 solveur v4, 13k lignes) — les 2 corrections navlink zero-pad de
  la branche y sont caduques (la version main ne reference plus les
  siblings non paddes, verifie par grep).
- twin_pairs.d/sudoku-15-infer.yaml : attestation 2026-08-24 (po-2027,
  solveur v4) conservee ; mon entree 2026-08-28 retiree — elle attestait
  les SHA d'une version du notebook C# remplacee par main. Le jumeau
  Python (3 navlinks zero-pad auto-merges) sera re-atteste par
  rebaseline post-merge.

Co-Authored-By: Claude-Code <noreply@anthropic.com>
jsboige added a commit that referenced this pull request Aug 28, 2026
Merge 8c01614 integrated main's Sudoku-15-Csharp v4-solver rewrite
(#12769) and dropped this branch's obsolete navlink edits in the C# twin.
The Python twin on this branch keeps its 3 zero-pad navlink edits, so its
content sha moved d495bc4b -> 2f77da91. Fresh attestation by
check_twin_parity --update; full check 157/157 OK.

Co-Authored-By: Claude-Code <noreply@anthropic.com>
myia-ai-01 pushed a commit that referenced this pull request Aug 29, 2026
…he Sudoku) (#13357)

* chore(naming,#11840): zero-pad Sudoku series N in [1..9] -> 0N (tranche Sudoku)

Pattern pilote #12241 (GameTheory). git mv 18 notebooks Sudoku-{1..9}-* ->
Sudoku-0{1..9}-* ; H1 + nav headers + refs croisees (~140 fichiers :
READMEs, docs, slides, translations CSV, scripts/tests, workflows,
_quarto.yml). Edits notebooks markdown-only (exceptions C.2) : les
commentaires // touches par le sed initial ont ete restaures a l'identique
de main. metadata.papermill input/output_path epargnes (provenance,
pattern pilote). Catalogue byte-identique (cron-owned).

Registre twin : paths paddes dans 18 yamls + slugs renommes
sudoku-{1..9}-*.yaml -> sudoku-0{1..9}-*.yaml + check_twin_parity
--update (ordre #8957, apres commit) de 25 paires : Sudoku-01..09,
Sudoku-10..18 (nav editee), Search-3/5/8/10/13, App-6/20, GameTheory-3,
SocialChoice-3, Z3-Python-02 (prose citant les notebooks renommes).
Sudoku-14 no-op legitime (non editee).

Validation : check_twin_parity 157/157 OK 0 DRIFT ; papermill ratchet
0 regressions (43 changed) ; navlinks 0/1151 ; docs-links 0/5168 ;
0 cellule code modifiee (5 notebooks externes verifies vs main).

Co-Authored-By: Claude-Code <noreply@anthropic.com>

* fix(scripts,#13357): repair PR gate reds — revert hand-edited translation CSVs, align test assertion

Translation guard (#10042): the 6 translations/** CSVs were hand-edited by the
zero-pad refactor; they are derived artifacts owned by translation-sync.yml.
Reverted to origin/main — the bot re-derives them from the renamed source
notebooks (this is the guard's sanctioned exit #1).

Scripts Tests (CPU): test_number_extraction_from_name asserted '| 3 |' while
the refactor renamed the fixture to Sudoku-03-Test; the extraction correctly
yields '03'. Aligned the assertion to '| 03 |' (canonical zero-padded naming).

Co-Authored-By: Claude Code <noreply@anthropic.com>

* chore(twin-parity): re-attest Sudoku-15 Infer post-merge origin/main

Merge 8c01614 integrated main's Sudoku-15-Csharp v4-solver rewrite
(#12769) and dropped this branch's obsolete navlink edits in the C# twin.
The Python twin on this branch keeps its 3 zero-pad navlink edits, so its
content sha moved d495bc4b -> 2f77da91. Fresh attestation by
check_twin_parity --update; full check 157/157 OK.

Co-Authored-By: Claude-Code <noreply@anthropic.com>

* fix(gametheory): restore 27b assignment notebook + LEAN_INVENTORY section erased by branch bootstrap

Hermes review 2026-08-28T22:39Z: the branch's founding commit 3bb0b75
(10:23:02Z) was cut from a stale tree 20 min after #12911 merged the
notebook (10:03:44Z), recording its deletion. Merge 8c01614 preserved
the deletion (delete-wins, main untouched since). Restored byte-identical
from origin/main per the review's demande: neither file touches any
Sudoku rename.

Co-Authored-By: Claude-Code <noreply@anthropic.com>

---------

Co-authored-by: Claude-Code <noreply@anthropic.com>
@jsboige
jsboige deleted the fix/sudoku15-csharp-v4-repair branch September 2, 2026 13:17
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