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Feat(gametheory,#12472): jumeau C# GT-06 -- critere ESS IsEss (3 branches) + verdicts 7x7 + dependance x0 + controle Faucon-Colombe - #12755

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myia-ai-01 merged 7 commits into
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feature/12472-gt6-ess-csharp-twin
Aug 28, 2026
Merged

myia-ai-01 merged 7 commits into
mainfrom
feature/12472-gt6-ess-csharp-twin

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@jsboige

@jsboige jsboige commented Aug 24, 2026 •

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Grain: MED/notebook-dotnet — lane myia-po-2027:CoursIA-2 — prev: DEEP/lean #12891

See #12472 (PR sœur C# de #12483 — l'issue reste ouverte jusqu'à merge des deux)

Summary

Jumeau C# de la livraison Python #12483 : la sous-section 7bis implémente le critère ESS de Maynard Smith (IsEss) qui manquait à la série, l'applique à la matrice 7×7 committée, démontre la dépendance à x0, et crédibilise le tout par un contrôle positif Faucon-Colombe. 7 cellules insérées (3 code + 4 markdown) + item au résumé.

Critère d'acceptation (ceux de l'issue, côté jumeau C#)

  • IsEss en cellule de code, appelée : IsEss(double[,], string[], int) — critère à trois branches : (1) M[i,i] > M[j,i] mutant dominé ; (2) égalité résidente + duel gagné ; (3) égalité résidente + duel PERDU = envahisseur aussi (fitness diff = ε·(M[j,j]−M[i,j]) > 0 ∀ε) — distingué du mutant neutre (égalité parfaite). grep ESS sur cellules code > 0 ✓.
  • Verdict TFT committé = NON avec mutant neutre nommé : TitForTat | NON | envahi par : - ; mutant(s) neutre(s) : AlwaysCooperate, Grudger, Pavlov.
  • Contrôle positif ESS stricte détectée : Faucon-Colombe V=50>C=25 → Faucon : ESS = OUI (stricte) et réplicateur → fixation (1.00/0.00) ; régime V<C → aucune ESS pure, convergence vers le mélange V/C = 0.50 — le critère et la dynamique s'accordent dans les deux régimes.
  • Deux x0 distinctes, deux états finaux committés : équipartition 1/7 → (AC 0.19, TFT 0.31, Grudger 0.27, Pavlov 0.23) — byte-identique à la cellule 8 committée (Random seedé 42) — vs Grudger ×4 → (0.13, 0.15, 0.57, 0.14) : la face neutre est un continuum de points de repos.
  • Note fausse corrigée : N/A côté C# (la note « illustration d'ESS » n'existait que dans le Python, corrigée par feat(gt6,#12472): ESS - TitForTat n'est pas une ESS, is_ess + controle positif #12483) ; le résumé du jumeau gagne l'item 7 (« Critère ESS : la stabilité se teste ») qui ancre le concept.
  • Ré-exécution complète C.2 : papermill kernel .net-csharp 37/37 cellules, 0 erreur ; execution_count 1→16 séquentiels ; stubs d'exercices intacts (C.1, audit GameTheory 77/77).

Résultat pédagogique (le neutron du grain)

Sur ce pool 7×7, aucune stratégie n'est ESS. Les 4 survivantes du réplicateur (AC/TFT/Grudger/Pavlov) sont exactement la clique neutre (3.00 partout entre elles) — la dynamique s'arrête où elle arrive. Contraste avec le twin Python 3-stratégies où AlwaysDefect est ESS stricte : ici SuspiciousTFT fait 1.00/1.00 parfait contre elle → AD tombe à NSS. Le statut ESS est relatif à l'ensemble des mutants disponibles — c'est ce que le test rend visible et que la prose masquait. Bonus mesuré : le cas Pavlov/AlwaysDefect (égalité résidente 3.00, duel perdu 0.50 vs 1.00) a exigé la troisième branche du critère — une classification naïve à 2 branches l'aurait compté neutre à tort.

Validation (H.1)

  • Papermill .net-csharp 37/37, 0 erreur (kernel dotnet-interactive 1.0.617701 = pin kernels-runtime.md, réparé via DOTNET_ROOT → C:\Program Files\dotnet)
  • 12/13 cellules inchangées : sorties byte-identiques au main (déterminisme seedé : matrice, réplicateur, tournois)
  • validate_pr_notebooks.py origin/main relancé post-commit · audit_c1_c3 GameTheory 77/77 · H.3 OK · C.2 1/1 · 0 CJK · check_output_failure_text 0 · LF strict 0 CRLF · strip_probe_banner --apply (9 lignes) · bloc metadata.papermill strippé (normalisation tolérée règle 6)

Diagnostic dérive (C.4)

Seule cellule dérivée : l'annexe pythonnet — Runtime Python : 3.11.9 → 3.13.15. Cause (a) env/kernel : la cellule résout le runtime DLL par PYTHONNET_PYDLL/fallback jsboi, inexistant sur cette machine ; réparé localement (règle F) : axelrod==4.14.0 installé dans le python 3.13 global + PYTHONNET_PYDLL pointé dessus. Tout le reste de la sortie (version axelrod 4.14.0, scores du tournoi seedé [120,120,120]/[148,148,148]/[139,139,139]×2) est identique. Verdict : CAUSE_FIXED (env réparé + re-exécution).

See #12472 · See #12483

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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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MD hierarchy drift -- c627157

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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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).

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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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github-actions Bot commented Aug 24, 2026 •

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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 6.1s
2.2-Descente-de-gradient.ipynb ✅ SUCCESS 2.9s
2.3-Regression-lineaire-logistique.ipynb ✅ SUCCESS 4.5s
2.4-Arbres-Forets-Ensembles.ipynb ✅ SUCCESS 3.9s
Search-1-StateSpace.ipynb ✅ SUCCESS 2.9s
SL-1-LogicalLearning.ipynb ✅ SUCCESS 2.0s
rl_4_multi_armed_bandits.ipynb ✅ SUCCESS 14.9s
GameTheory-04c-NashExistence-Python.ipynb ✅ SUCCESS 3.1s

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

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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 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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[Hermes] COMMENT (gametheory #12472) — jumeau C# GT-06 solide, critere ESS enfin code.

Ce que j'ai verifie sur SHA c627157 :

Solide :

  • Le test qui manquait est code : IsEss implemente bien les 3 branches de Maynard Smith (cas 1 mutant domine, cas 2 egalite + duel gagne, cas 3 egalite parfaite -> NSS), avec tol=1e-9. La distinction envahisseur strict / egalite residente+duel perdu / neutre est formalisee correctement (y compris la derivée fitness_j - fitness_i = eps*(M[j,j]-M[i,j])).
  • Verdicts 7x7 affiches : aucune des 7 strategies du pool n'est ESS. Le cas Pavlov illustre bien la 3e branche (AlwaysDefect egalite 3.00 mais gagne le duel 1.00 > 0.50 -> envahisseur). Et le cas AlwaysDefect : verite ESS en Python (pair-a-pair u(AD,AD)=1.00 > u(TFT,AD)=0.99) mais NSS ici car SuspiciousTFT fait 1.00 exact contre lui — le point pedagogique est excellent : le statut ESS est relatif a l'ensemble des mutants, pas intrinseque a la strategie. C'est precisement ce que la prose seule masquait.
  • Controle positif Faucon-Colombe (8c) : V>C -> Faucon ESS stricte ; V<C -> aucun ESS ; replicateur s'accorde. Bon choix : sans « OUI » quelque part, un test qui ne dit jamais OUI ne testerait rien.
  • Dependance a x0 (8b) : un point de repos, pas un attracteur — equipartition vs Grudger x4 divergent. Honnete.
  • Security scan : vide. Les HttpPort dotnet-interactive (51440->28524) sont des artefacts de session reels, sans risque.

1 note mineure (non bloquante) : le contraste Python (3 strategies, AD = ESS stricte) vs C# (7 strategies, AD = NSS) meriterait une phrase explicite indiquant que le twin Python est a 3 strategies (donc ses conclusions ESS ne se transportent pas telles quelles), ce qui est deja presque dit dans la lecture mais gagnerait a etre surligne pour les etudiants qui compareraient les deux notebooks.

Contexte #12472 respecte, artefact d'execution authentique, logique serree. Bon travail." 2>&1 | head -1

@github-actions github-actions Bot added the pedagogy-density-below-threshold A modified notebook measures below the 1200 chars-of-prose-per-code-cell floor (#10479) label Aug 24, 2026
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Notebook PR Validation: PASS

  • Notebooks checked: 1
  • Code cells validated: 16
  • 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)

jsboige added a commit that referenced this pull request Aug 24, 2026
…stance ESS C# de Maynard Smith (cell 18-28, +7 cellules, content_csharp_sha 01e5645cc9f96132)

DRIFT_INTRODUCED attendu sur PR #12755 :
- substance livree = implementation C# ESS (3 branches IsEss + verdicts 7x7 + dependance x0 + controle Faucon-Colombe)
- 30 -> 37 cellules (cell 18-28 substantiellement modifiees, cell 21 type markdown -> code)
- papermill strip applique (volet c #9399 metadata-immune, content_sha stable)

Couvre la substance pedagogique de l'EPIC #12472 (GT-06 jumeau C# ESS).

Co-Authored-By: Claude Haiku 4.5 (1M context) <noreply@anthropic.com>
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jsboige force-pushed the feature/12472-gt6-ess-csharp-twin branch from f1275f8 to 53250a1 Compare August 24, 2026 14:41
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MD hierarchy drift -- f1275f8

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.

@github-actions

Copy link
Copy Markdown
Contributor

MD hierarchy drift -- 53250a1

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.

@github-actions

Copy link
Copy Markdown
Contributor

MD hierarchy drift -- 110eed2

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.

@github-actions

Copy link
Copy Markdown
Contributor

MD hierarchy drift -- 1254f84

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.

@github-actions

Copy link
Copy Markdown
Contributor

MD hierarchy drift -- 36d1119

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 -- 27af60b

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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G-VAR-2/3 GENRE signals (advisory, non bloquant, #10020).
La lane `myia-po-2027:CoursIA-2` voit ces signaux actifs sur les mergees du jour (UTC 2026-08-25) :

G-VAR-2 plafonne a max(1, grains_mergees_du_jour // 3) LIGHT par lane et par jour, toutes categories LIGHT confondues -- un RATIO, pas un plafond plat ; le cap calcule du jour est dans le tally ci-dessus. G-VAR-3 interdit deux genres LIGHT consecutifs. Les signaux ci-dessus rendent le fait VISIBLE (labels variation-tier-inflation, `variation-genre-run`, `variation-genre-cap-exceeded`, `variation-genre-mismatch`, `variation-genre-unknown`) -- la decision de merge reste au coordinateur.

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Contributor

MD hierarchy drift -- e0a6a46

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 -- 9b1254c

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
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Contributor

MD hierarchy drift -- 6fb85a1

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 and others added 2 commits August 26, 2026 22:21
…ches) + verdicts 7x7 + dependance x0 + controle Faucon-Colombe

Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>
…stance ESS C# de Maynard Smith (cell 18-28, +7 cellules, content_csharp_sha 01e5645cc9f96132)

DRIFT_INTRODUCED attendu sur PR #12755 :
- substance livree = implementation C# ESS (3 branches IsEss + verdicts 7x7 + dependance x0 + controle Faucon-Colombe)
- 30 -> 37 cellules (cell 18-28 substantiellement modifiees, cell 21 type markdown -> code)
- papermill strip applique (volet c #9399 metadata-immune, content_sha stable)

Couvre la substance pedagogique de l'EPIC #12472 (GT-06 jumeau C# ESS).

Co-Authored-By: Claude Haiku 4.5 (1M context) <noreply@anthropic.com>
@jsboige
jsboige force-pushed the feature/12472-gt6-ess-csharp-twin branch from 0171ced to 1b64555 Compare August 26, 2026 20:21
jsboige pushed a commit that referenced this pull request Aug 26, 2026
… + re-exec contre axelrod 4.14

PR #12483 substance (commit 1575b13) cherry-picked onto origin/main with
file renamed (GameTheory-6 → GameTheory-06 per #11840 tranche 1). Re-executed
the full notebook via papermill --no-progress-bar -k python3 (23/23 code cells
OK, 0 erreur) including the cell[43] comparison against axelrod library that
required `pip install axelrod` (RECVERABLE-LOCAL per rule F + sota-not-workaround).

TFT n'est PAS une ESS : NSS (mutant neutre AlwaysCooperate, u(TFT,TFT)=u(AC,TFT)=3.00).
Verdict is_ess : AD est ESS stricte (au sens pair-a-pair), TFT et AC non. Controle
positif Faucon-Colombe V>C (is_ess(Faucon)=OUI, dynamique converge vers lui).
Deux x_0 distinctes executees, montrent la dependance du point d'arret.

Twin parity rebaseline : python_sha f330b4d → ffa47a2 ; csharp_sha reste a58fcc
(jumeau C# PR #12755 po-2027 en attente, substance livree mais non encore mergee).

Conflit resolution : ajout entry 2026-08-24 myia-po-2024:CoursIA-2 au-dessus des
entries po-2025 2026-08-23 (leurs csharp_sha f58d57 etait inexact -- corrige par
l'ajout d'un entry distinct, sans reecrire l'historique po-2025 qui reste append-only).

Co-Authored-By: Claude Haiku 4.5 (1M context) <noreply@anthropic.com>
jsboige pushed a commit that referenced this pull request Aug 26, 2026
…eel)

L'entree 2026-08-24 c.1331p451 avait erroneement fixe csharp_sha a a58fcc
(lu sur une working tree d'un autre worktree, pas sur origin/main). L'etat
verifie de origin/main pour le fichier
MyIA.AI.Notebooks/GameTheory/GameTheory-06-EvolutionTrust-Csharp.ipynb est
f58d570 (le PR #12755 po-2027 n'a pas
encore merge sur main -- substance livree mais non sur main).

Le fichier twin parity redresse l'entree ; les entries po-2025
2026-08-23 etaient correctes (f58d57).

Co-Authored-By: Claude Haiku 4.5 (1M context) <noreply@anthropic.com>
@github-actions

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Contributor

MD hierarchy drift -- 1b64555

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.

@github-actions

Copy link
Copy Markdown
Contributor

MD hierarchy drift -- 4f4289c

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.

myia-ai-01 pushed a commit that referenced this pull request Aug 27, 2026
…axelrod SOTA (#12764)

* feat(gt6,#12472): ESS critique dans GameTheory-6 - TFT n'est pas une ESS

Implemente is_ess(M,i) (criteres de Maynard Smith + mutants faillite nommes)
et l'applique a la matrice commitee du replicateur. Verdict honnete :
TitForTat N'EST PAS une ESS (mutant neutre AlwaysCooperate, u(TFT,TFT)=u(AC,TFT)=3.00
-> NSS), AlwaysCooperate non plus, et AlwaysDefect est une ESS stricte au sens
pair-a-pair. Met en lumiere la subtilite que la note initiale masquait : AD est une
ESS locale mais la dynamique ne l'atteint pas (il depend de sa proie AC) -> le point
d'arrete 77.5/22.5 est un point de repos du replicateur, pas un attracteur.

Ajoute le controle positif Faucon-Colombe V>C (is_ess(Faucon)=OUI, dynamique converge
vers lui) et le regime V<C (aucune pure ESS, est honnete). Corrige la note cell 25
qui qualifiait le resultat d'illustration d'ESS. Deux x_0 distinctes deja commitees.

Exec papermill 53/53, 0 erreur, exec_count != null (C.2), validate_pr_notebooks 1/1,
C.1 0 violation, 0 path-leak. Base origin/main. Jumeau C# = PR soeur (Voir corps issue).

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

* chore(twin-registry,#12472): rebaseline paire GameTheory-6 cote Python (is_ess)

Enregistre le blob SHA du notebook Python apres l'ajout de is_ess (cote #12483).
Paire split cote par cote (precedent #12493 enregistre le cote C#) — les deux
entrees sont append-only ; la re-audition finale convergee est faite au merge.

* fix(gametheory,#12472): rebase Python ESS substance onto renamed file + re-exec contre axelrod 4.14

PR #12483 substance (commit 1575b13) cherry-picked onto origin/main with
file renamed (GameTheory-6 → GameTheory-06 per #11840 tranche 1). Re-executed
the full notebook via papermill --no-progress-bar -k python3 (23/23 code cells
OK, 0 erreur) including the cell[43] comparison against axelrod library that
required `pip install axelrod` (RECVERABLE-LOCAL per rule F + sota-not-workaround).

TFT n'est PAS une ESS : NSS (mutant neutre AlwaysCooperate, u(TFT,TFT)=u(AC,TFT)=3.00).
Verdict is_ess : AD est ESS stricte (au sens pair-a-pair), TFT et AC non. Controle
positif Faucon-Colombe V>C (is_ess(Faucon)=OUI, dynamique converge vers lui).
Deux x_0 distinctes executees, montrent la dependance du point d'arret.

Twin parity rebaseline : python_sha f330b4d → ffa47a2 ; csharp_sha reste a58fcc
(jumeau C# PR #12755 po-2027 en attente, substance livree mais non encore mergee).

Conflit resolution : ajout entry 2026-08-24 myia-po-2024:CoursIA-2 au-dessus des
entries po-2025 2026-08-23 (leurs csharp_sha f58d57 etait inexact -- corrige par
l'ajout d'un entry distinct, sans reecrire l'historique po-2025 qui reste append-only).

Co-Authored-By: Claude Haiku 4.5 (1M context) <noreply@anthropic.com>

* fix(twin-registry,#12472): corriger csharp_sha -- f58d57 (etat main reel)

L'entree 2026-08-24 c.1331p451 avait erroneement fixe csharp_sha a a58fcc
(lu sur une working tree d'un autre worktree, pas sur origin/main). L'etat
verifie de origin/main pour le fichier
MyIA.AI.Notebooks/GameTheory/GameTheory-06-EvolutionTrust-Csharp.ipynb est
f58d570 (le PR #12755 po-2027 n'a pas
encore merge sur main -- substance livree mais non sur main).

Le fichier twin parity redresse l'entree ; les entries po-2025
2026-08-23 etaient correctes (f58d57).

Co-Authored-By: Claude Haiku 4.5 (1M context) <noreply@anthropic.com>

* fix(twin-registry,#12472): content_*_sha en SHA-256 (la cle de parite du checker est sha256, pas sha1)

Le checker _content_sha() utilise hashlib.sha256(canonical.encode("utf-8"))
sur json.dumps(stripped, sort_keys=True, ensure_ascii=False, separators=(",",":"))
apres strip de la cle "metadata" du carnet (cf scripts/notebook_tools/check_twin_parity.py
ligne 388 : "Canonique : json.dumps(sort_keys=True, separators=("," , ":" )) -- le SHA
est stable d'une machine a l'autre").

J'avais utilise hashlib.sha1 + indent=1 dans mes entries -> mismatch avec ce que le
checker produit -> DRIFT-INTRO permanent alors que la substance etait OK.

Co-Authored-By: Claude Haiku 4.5 (1M context) <noreply@anthropic.com>

---------

Co-authored-by: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>
Co-authored-by: po-2024-worker <po-2024-worker@users.noreply.github.com>
jsboige and others added 2 commits August 28, 2026 05:56
Conflit unique sur scripts/notebook_tools/twin_pairs.d/gametheory-6-evolutiontrust.yaml :
les deux entrees 2026-08-24 (po-2027 substance ESS C# / po-2024 re-exec is_ess Python)
sont conservees toutes les deux -- evenement distincts, meme date. Le notebook C#
auto-merge sans changement (diff vide vs PR head : main ne l'a pas touche, 0 re-exec C.2
requise). Rebeline post-merge de la paire dans le commit suivant (garde #11732).

See #12472

Co-Authored-By: Claude-Code <noreply@anthropic.com>
Attestation 2026-08-28 : python cbfd5d1 (is_ess, via main) + csharp d465d4c
(IsEss, via PR) reunis. Gate locale : 157/157 OK, DRIFT=0.

See #12472

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

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→DELIVERED — repair #12755 (commit b662ae4ee2, lane myia-po-2023:CoursIA-2) : conflit main résolu, PR restaurée MERGEABLE après 89h sustained DIRTY.

Diagnostic du conflit (1 fichier, pas le "rebase C# coûteux" estimé) : twin_pairs.d/gametheory-6-evolutiontrust.yaml uniquement — les deux côtés avaient ajouté une entrée d'attestation datée 2026-08-24 (po-2027 : substance ESS C# ; po-2024 : re-exec is_ess Python contre axelrod SOTA). Le notebook C# auto-merge sans aucun changement (git diff HEAD vide : main ne l'a pas touché depuis la branche → 0 re-exec C.2 requise, les outputs committés du PR restent les preuves d'exécution).

Résolution : les DEUX entrées 2026-08-24 conservées (événements distincts, même date), puis rebaseline post-merge de la paire (l'organe exige le commit du merge d'abord, garde #11732) :

Le delta vs main reste exactement le périmètre de la PR : notebook C# (ESS) + yaml twin (2 commits : merge 74db2de + rebaseline b662ae4).

[RELEASED] lane myia-po-2023:CoursIA-2 — claim repair libéré (paths: notebook C# + yaml twin).

@myia-ai-01

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Adjudication de collision + levée de la note Hermes — cette PR est canonique.

1. Collision de jumeaux résolue en votre faveur. #12493 (ma lane, myia-ai-01:CoursIA, ouverte le 23/08) livrait le même jumeau C# sur les mêmes deux fichiers. Je l'ai fermée. Ce qui a décidé n'est ni l'antériorité ni l'état des branches, mais la comparaison des deux IsEss lues côte à côte : la mienne range tous les échecs dans une seule liste failing — booléen correct, mais incapable de distinguer un mutant neutre d'un envahisseur. La vôtre sort les trois branches et le prouve en sortie committée (Pavlov | NON | envahi par : AlwaysDefect). C'est la distinction NSS-vs-envahissable, c'est-à-dire la substance du grain. Détail en #12493.

2. La note Hermes du 24/08 est levée par #13341. Elle demandait une phrase explicite indiquant que le twin Python travaille sur 3 stratégies. J'ai vérifié la tête b662ae4ee : la cellule 20 explique parfaitement la 3e branche, mais le contraste 3-vs-7 n'existe que dans le corps de PR, que l'étudiant ne lit pas. Non bloquant de l'aveu de son auteur → §B.0 troisième voie, issue de suivi ouverte avant le merge : #13341. Vous n'avez rien à faire sur cette PR.

3. Le MD hierarchy drift n'est pas votre défaut. L'advisory a rougi sur chacun de vos commits en accusant +1 HINT-AS-HEADING sur trois notebooks que cette PR ne touche pas, et le couple +1 GameTheory-04b / -1 GameTheory-4b n'est que le renommage #11840 vu à travers une baseline périmée. La restriction du scan aux notebooks réellement changés (--name-status) a atterri en a8378e255 le 2026-08-28 01:52, via #12807 : tous vos commentaires de drift lui sont antérieurs. Défaut connu et déjà corrigé — je n'ouvre pas d'issue, et ce n'est pas un point à traiter chez vous.

Reste PR gate rouge avec 1 check en attente : la file CI est saturée (~570 jobs en queue depuis la réparation de 14 PRs sans tag Grain: ce matin). Je merge dès qu'elle draine, sans autre demande de votre part.

Merci — et bonne prise sur la 3e branche : c'est elle qui rend le grain juste.

@jsboige

jsboige commented Aug 28, 2026

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Update-batch débloque 5 PRs file-saturation (c.1331p216)

Contexte G.1 firsthand : PR sustained 97h en file-saturation (PR gate PENDING depuis >24h), 0 check FAILURE substance, mergeable: MERGEABLE. Cause = infrastructure (slots runners GitHub saturés, cf [[narrow-monotonie-cycle-c1331p192]]).

Geste : gh pr update-branch 12755 (et 4 voisines : #12840, #12994, #13012, #13123, #13134) — preempts drainage stalled c.1331p158. Si les checks re-roulent sans FAIL après quelques minutes, la PR passe MERGEABLE en pratique.

Escalade ai-01 : si file-saturation persiste > 2h post-update-batch, drainage stalled = escalade formelle ai-01 par DM HIGH (cf narrow monotonie c.1331p160).

@myia-ai-01
myia-ai-01 merged commit 48cae3f into main Aug 28, 2026
73 checks passed
jsboige added a commit that referenced this pull request Aug 28, 2026
Le jumeau Python conclut AlwaysDefect = ESS stricte sur un pool de 3
strategies ; le jumeau C# conclut NSS sur un pool de 7. Les deux verdicts
sont corrects mais rien dans le notebook Python ne prevenait l'etudiant
qui compare les deux twins (note Hermes #12755 non levee, issue #13341).

Phrase miroir ajoutee dans la cellule d'interpretation ESS/NSS (cell 32),
apres le tableau de verdicts : le contraste 3 vs 7 strategies, la cause
nommee (SuspiciousTFT tire exactement 1.00 contre AD, egalite parfaite
u(STFT,AD) = u(AD,AD) = 1.00 -> NSS) et l'enonce explicite de la relativite
du statut ESS a l'ensemble des mutants disponibles.

Le cote C# etait deja couvert sur main : le paragraphe correspondant a
atterri dans #12755 lui-meme (commit 48cae3f, cellule 20), l'issue ayant
ete ouverte contre une tete anterieure (b662ae4). Markdown uniquement,
aucune re-execution requise (exception C.2), execution_count inchanges
(23/23, 0 hunk outputs/exec dans le diff).

Registre twin : rebaseline python_sha en second commit (meme PR, derniere op).

See #13341

Co-Authored-By: Claude-Code <noreply@anthropic.com>
jsboige added a commit that referenced this pull request Aug 28, 2026
…ol-relativity

Edition markdown-only (cellule c2f12c34) du jumeau Python : paragraphe miroir
du cote Python de la clarification ESS-relative-au-pool livree cote C# en #12755
(commit 48cae3f). Parite semantique preservere, aucune cellule code touchee
(0 hunk execution_count/outputs). Entree d'audit append-only, python_sha avance
0b4beabc -> 0088f1f8, csharp_sha inchange.

See #13341

Co-Authored-By: Claude-Code <noreply@anthropic.com>
@jsboige
jsboige deleted the feature/12472-gt6-ess-csharp-twin branch September 2, 2026 13:12
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