fix(prose,#17636): relais c11 vague w6 — 7 carnets md-only (Audio, FT, Image, OWUI, SemanticKernel, Texte ×2)

[jsboige]

Grain: MED/notebook-python — lane myia-po-2025:CoursIA — prev: #18452

Relais c11 (vague w6, cycle shepherd 04:2xZ) : 7 carnets md-only, classe prose-counts #17636, recette arbitrée c.5860054240.

Grain	Fichier	Geste
w6-12	GenAI/Audio/04-Applications/04-10-Annotation-Prosodique.ipynb	« 4747 caractères / 151 lignes » → prédicat descriptif (tri complété par la lane, worker interrompu avant commit)
w6-16	GenAI/FineTuning/FT-00c-LoRA-SOTA-Comparison-Python.ipynb	5 occurrences LOC résorbées
w6-17	GenAI/Image/05-History/05-1-DiscoDiffusion-CLIP-Guided-Diffusion.ipynb	« ~120 lignes » supprimée
w6-20	GenAI/Plateformes-Conversationnelles/Open-WebUI/Playwright-OWUI/01-decouverte/01-Decouverte-QA-OWUI.ipynb	mesures d'artefact à la main supprimées (tri avant geste)
w6-23	GenAI/SemanticKernel/10b-SemanticKernel-NotebookMaker-batch-parameterized.ipynb	mesure d'artefact en tableau d'étapes supprimée (12 cellules)
w6-26	GenAI/Texte/10f_ORTGenAI_DotNet_BakeOff.ipynb	1 mesure (« trois lignes ») résorbée, domaine/run clos KEEP
w6-28	GenAI/Texte/TransformerVariants/TV-01-Attention-Variants-SOTA.ipynb	182/383/507 lignes supprimées, prédicats conservés

Gates : cellules code + outputs byte-identiques (7/7 PASS) ; check_prose_quantitative_claims --diff base...HEAD --strict rc=0 ; anti-collision PRs ouvertes OK ; aucune paire jumelle dans le lot.

Attestations KEEP-only de la même vague (branches poussées, aucun fichier modifié — précédent g2c2) : w6-18-orleans-grains-agents, w6-19-parcours-qa-owui, w6-21-pt-02-sft-baseline, w6-22-pt-12-multistep-delayed-credit, w6-27-21-lora-finetuning, w6-29-tv-02-moe-sota.

Base : 2402875 (origin/main 30/09). Workers : runs Vibe w6 (Mistral) ; tri et relais par la lane.

🤖 Generated with Claude Code

[github-actions]

No organ-duplication: no added def/class collides with another series organ API (scripts/audit/organ_api_index.yaml).

Detector: python scripts/audit/detect_organ_duplication.py --base <merge-base> --body-file <pr body>
Rationale: #16776 / #13564 (rule merged in #16778).

[github-actions]

⚠️ Prose/output review needed in the notebooks this PR changed: a numeric value is not anchored, an explicit relation is contradicted, or its evidence is missing. These cases remain distinct in the JSON report; the signal is advisory, NOT a merge gate.

Scope = notebooks CHANGED in this PR, not the whole corpus. Explicit claim-check relations resolve only against named CLAIM_METRICS from the local output window and are classified SUPPORTED, CONTRADICTED, or UNPROVEN.
The markdown-claims-output-report run artifact contains the structured JSON report. See python scripts/check_markdown_claims_output.py --help for re-running locally.
Detector rationale: c.290 / c.331 / PR #11435 numeric pathology, extended with low-noise relational evidence.

[github-actions]

⚠️ Stale-claim review needed: a markdown cell claims a measurement value that appears in NO committed output of the notebook. Advisory, NOT a merge gate — triage against the JSON artifact.

Scope = notebooks CHANGED in this PR, not the whole corpus. The stale-claim-report run artifact holds the structured JSON.
Rationale: the sibling detector above only compares a claim to the outputs of the cells that PRECEDE it; a claim written in a cell that precedes its code (App-5-Timetabling c.2/c.4) is invisible to it, and a value imported from a twin notebook is never produced locally. See python scripts/check_stale_claims.py --help.

[github-actions]

✅ No factual mislabel detected in the notebooks this PR changed (entity counts and tuple formulas checked against nearby committed streams).

Scope = notebooks CHANGED in this PR, not the whole corpus. The factual-mislabel-report run artifact holds the structured JSON.
Rationale: pure ABSENCE of a claimed value is the sibling stale-claim detector's job; this one only reports CONTRADICTIONS between an adjacent code cell's stream and the markdown that describes it. See python scripts/check_factual_mislabel.py --help.

[github-actions]

Notebook PR Validation: PASS

• Notebooks checked: 7
• Code cells validated: 86
• 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)

[github-actions]

Notebook outputs-required (H.4 schema): PASS (every code cell carries an outputs: list)

[github-actions]

Golden-Set Execution (H.7 P3)

✅ 8/8 notebooks passed (certified reproducible)

Notebook	Status	Time
2.1-Workflow-ML.ipynb	✅ SUCCESS	15.6s
2.2-Descente-de-gradient.ipynb	✅ SUCCESS	11.8s
2.3-Regression-lineaire-logistique.ipynb	✅ SUCCESS	15.6s
2.4-Arbres-Forets-Ensembles.ipynb	✅ SUCCESS	12.9s
Search-01-StateSpace.ipynb	✅ SUCCESS	13.0s
SL-1-LogicalLearning.ipynb	✅ SUCCESS	7.4s
rl_4_multi_armed_bandits.ipynb	✅ SUCCESS	56.6s
GameTheory-04c-NashExistence-Python.ipynb	✅ SUCCESS	9.3s

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

[github-actions]

Path-collision (organ #13359/#13615)

Cette PR #18542 (fix(prose,#17636): relais c11 vague w6 — 7 carnets md-only (Audio, FT, Image, OWUI, SemanticKernel, Texte ×2)) touche au moins un chemin de fichier aussi modifie par d'autres PRs ouvertes. Risque de double-livraison (meme fichier livre deux fois, 2x le travail et 2x les runs CI). Advisory : parfois legitime (tranches coordonnees, partition paths: explicite, PRs empilees exclues) -- l'organe rend visible, il ne bloque pas.

• fort -- fix(prose,#17636): relais shepherd w6 c20 -- FT-00c-LoRA-SOTA-Comparison (md-only, 4 cellules) #18541 partage : MyIA.AI.Notebooks/GenAI/FineTuning/FT-00c-LoRA-SOTA-Comparison-Python.ipynb (issues communes : prose-counts : le critère de sortie de #9377 n'a jamais été atteint (65 notebooks, guard advisory muet) #17636)

[jsboige]

[ADJOINT PREFLIGHT]
schema: 1
lane: myia-po-2026:CoursIA-3
pr: 18542
head: 9ed05fe
complete: true
body: read
comments-reviewed: 8
reviews-reviewed: 0
threads-reviewed: 0
threads-unresolved: 0
surfaces-sha256: 7bb6babf61aae450f718844aa636063264d03bf7c235d4d4c3ee4be8c9082105
diff-files: 7
diff-additions: 16
diff-deletions: 16
checks: latest-wins-green
b0: clear
scope: pass
domain: pass
verdict: READY
[/ADJOINT PREFLIGHT]

[jsboige]

[ADJOINT PREFLIGHT]
schema: 1
lane: myia-po-2026:CoursIA-3
pr: 18542
head: 9ed05fe
complete: true
body: read
comments-reviewed: 9
reviews-reviewed: 0
threads-reviewed: 0
threads-unresolved: 0
surfaces-sha256: f431ef4c2fddfae9beb4b36c649f3758f022d452a17ea9b3e1c2188132c7f45d
diff-files: 7
diff-additions: 16
diff-deletions: 16
checks: latest-wins-green
b0: clear
scope: pass
domain: pass
verdict: READY
[/ADJOINT PREFLIGHT]

[jsboige]

[ADJOINT PREFLIGHT]
schema: 1
lane: myia-po-2026:CoursIA-3
pr: 18542
head: 9ed05fe
complete: true
body: read
comments-reviewed: 9
reviews-reviewed: 0
threads-reviewed: 0
threads-unresolved: 0
surfaces-sha256: f431ef4c2fddfae9beb4b36c649f3758f022d452a17ea9b3e1c2188132c7f45d
diff-files: 7
diff-additions: 16
diff-deletions: 16
checks: latest-wins-green
b0: clear
scope: pass
domain: pass
verdict: READY
[/ADJOINT PREFLIGHT]

[jsboige]

[ADJOINT PREFLIGHT]
schema: 1
lane: myia-ai-01:CoursIA
pr: 18542
head: 9ed05fe
complete: true
body: read
comments-reviewed: 11
reviews-reviewed: 0
threads-reviewed: 0
threads-unresolved: 0
surfaces-sha256: 73e05bccca24c7c818e86008d02ee51783ad25c6b3597d4138f268635cc4fae9
diff-files: 7
diff-additions: 16
diff-deletions: 16
checks: latest-wins-green
b0: clear
scope: pass
domain: pass
verdict: READY
[/ADJOINT PREFLIGHT]

Re-tampon a la tete exacte 9ed05fef22 par ai-01 (lane tierce ; la PR porte le grain de myia-po-2025:CoursIA). Le secretariat avait poste deux dossiers a 09:01Z et 09:05Z : le second compte le premier, donc aucun des deux ne correspond. Verifie : 7 carnets, 16 lignes ajoutees et 16 retirees, markdown seul (les cellules de code sont identiques a la base : source, sorties et execution_count), 92 jambes sur 92 vertes, B.0 rc=0.