myia-ai-01 · Oct 2, 2026 · Oct 1, 2026 · Oct 1, 2026 · Oct 1, 2026
diff --git a/docs/reference/scripts-reference.md b/docs/reference/scripts-reference.md
@@ -21,7 +21,7 @@ Les scripts `scripts/fix_*.py` / `scripts/recycle_*.py` à la racine sont des on
 | `batch_reexecute.py` | Re-exécution Papermill en lot |
 | `dotnet_executor.py`, `exec_dotnet_persist.py`, `exec_single_cell.py` | Exécution .NET Interactive : moteur cell-by-cell canonique (`dotnet_executor.py`), wrapper CLI historique (`exec_dotnet_persist.py`) et exécution ciblée |
 | `execute_qcpy_docker.py`, `qc_quantbook_execute.py` | Exécution QuantConnect (Quantbooks via Docker/QC Cloud) |
-| `_exec_bdd_csharp.py` | Exécution C# BDD interne |
+| `_exec_bdd_csharp.py` | **Archivé** 2026-10-01 (palier 1 #18153) — voir `scripts/notebook_tools/_archive/README.md` |
 
 #### `notebook_tools.py execute` — Options avancées
 
@@ -140,7 +140,7 @@ La migration Plotly-CDN → SVG inline `text/html` (canon ai-01 `svg-6927-canon.
 | `qc_classify.py` | Classification stratégies QC (BROKEN/NEEDS_IMPROVEMENT/HEALTHY) |
 | `epita_prcon_autograde.py` | Autograde EPITA Programmation par Contraintes |
 | `weekly_digest.py` | Digest hebdomadaire d'activité |
-| `fix_audio_dependencies.py`, `optimize_dvs.py` | Dépendances audio / optimisation |
+| `fix_audio_dependencies.py` | Dépendances audio ; `optimize_dvs.py` **archivé** 2026-10-01 (palier 1 #18153) |
 | `_alpha_diag.py`, `generate_16e.py` | Diagnostics ponctuels |
 
 ## Audit, coûts & fidélité — `scripts/audit/`
@@ -221,7 +221,7 @@ Pipeline d'audit qualité et de **matrice de coût** (EPIC #8056) + audit séman
 | **smartcontracts/** | 2 | validate_sc_notebooks.py |
 | **extract-titles (top-level)** | 4 | extract_pptx_titles.py, extract_slidev_titles.py, extract_titles.py, extract_readme_figures.py |
 | **ml/** | 1 | garch_baseline |
-| **autres (top-level + misc)** | 27 | check_docs_links, convert_print_to_deploy, regen_quarto_render, quarto_render_timing (mesure phases #14597), render_envs (secrets), scan_student_forks, series_progress_manager, update_navigation, validate_qc_projects, execute_sudoku_python, execute_qcpy_docker, translation_sync, translate_csv, detect_{ascii_workaround,blank_figures,svg_decimal_commas}, verify_{prosody,transcript}, audit_exposed_services, auth_manager, configure_max_quantization, container_startup, download_yfinance, manage_crypto_archive, notebook_tools_pure, repair_genai_notebooks, validation_dispatch |
+| **autres (top-level + misc)** | 26 | check_docs_links, regen_quarto_render, quarto_render_timing (mesure phases #14597), render_envs (secrets), scan_student_forks, series_progress_manager, update_navigation, validate_qc_projects, execute_sudoku_python, execute_qcpy_docker, translation_sync, translate_csv, detect_{ascii_workaround,blank_figures,svg_decimal_commas}, verify_{prosody,transcript}, audit_exposed_services, auth_manager, configure_max_quantization, container_startup, download_yfinance, manage_crypto_archive, notebook_tools_pure, repair_genai_notebooks, validation_dispatch |
 
 Lancer la suite : `python -m pytest scripts/tests/ -v` (depuis la racine du repo).
 

diff --git a/scripts/notebook_tools/README.md b/scripts/notebook_tools/README.md
@@ -24,9 +24,9 @@ complement. L'inventaire ci-dessous remplace la lecture en aveugle de
 | **Catalogue & dashboards** | `generate_catalog.py`, `verify_catalog_readme.py`, `catalog_coverage.py`, `fix_catalog_drift.py`, `generate_health_dashboard.py`, `weekly_digest.py`, `extract_readme_figures.py` | Artefacts catalogue (#2632) + figures README + dashboards |
 | **Audit & regression** | `audit_c1_c3.py`, `audit_solution_leaks.py`, `regression_scan.py`, `forensic_scan.py`, `diagnose_broken.py` | Audits structurels C.1/C.3 + fuite solution (#4970) + regression cluster + diagnostics |
 | **Extraction & parsing** | `notebook_tools.py`, `notebook_helpers.py`, `notebook_lint.py`, `extract_notebook_skeleton.py`, `count_exercises.py`, `count_notebooks_by_series.py`, `expand_catalog_markers.py`, `golden_set.yml`, `golden_set.lock.txt` | CLI multi-famille + helpers parsing + golden set |
-| **C# / .NET persistence** | `_exec_bdd_csharp.py`, `_fix_gt15b_compilation.py`, `_fix_lean34_unused_vars.py` | Diagnostic + fix cibles C# specifiques (GT-15, Lean34) |
-| **Leak-fix batch (legacy)** | `_fix_leaks_batch{1,2_probas,3_sudoku,4_remaining}.py`, `restructure_sw_2613.py` | Migration SW (#2613) + de-leak batchs legacy 2026 |
-| **Divers** | `_alpha_diag.py`, `cell_order_ci.py`, `fix_audio_dependencies.py`, `flatten_import_notebook.py`, `generate_16e.py`, `generate_parcours.py`, `optimize_dvs.py`, `epita_prcon_autograde.py`, `sudoku_validate_outputs.py` | Cibles specifiques (diagnostics, EPITA autograde, parcours 16e) |
+| **C# / .NET persistence** | — (archivés : `_exec_bdd_csharp.py`, `_fix_gt15b_compilation.py`, `_fix_lean34_unused_vars.py` → `scripts/notebook_tools/_archive/`) | Diagnostic + fix cibles C# specifiques (GT-15, Lean34) ; voir `_archive/README.md` (palier 1 #18153, 2026-10-01) |
+| **Leak-fix batch (legacy)** | `_fix_leaks_batch1.py` (archivé), `restructure_sw_2613.py` | Migration SW (#2613) + de-leak batch 1 legacy 2026 ; batches 2-5 archivés 2026-10-01 (`_archive/README.md` palier 1 #18153) |
+| **Divers** | `_alpha_diag.py`, `cell_order_ci.py`, `fix_audio_dependencies.py`, `flatten_import_notebook.py`, `generate_16e.py`, `generate_parcours.py`, `epita_prcon_autograde.py`, `sudoku_validate_outputs.py` | Cibles specifiques (diagnostics, EPITA autograde, parcours 16e) ; `optimize_dvs.py` archivé 2026-10-01 (`_archive/README.md` palier 1 #18153) |
 
 Tests unitaires dans `scripts/notebook_tools/tests/`.
 

diff --git a/scripts/notebook_tools/_archive/README.md b/scripts/notebook_tools/_archive/README.md
@@ -4,20 +4,43 @@ S'applique au sous-dossier `_archive/` de `scripts/notebook_tools/`. Référence
 [`docs/reference/_archive-convention.md`](../../../docs/reference/_archive-convention.md) (modèle ML-Training-Pipeline généralisé,
 4 critères d'éligibilité, header disposition per-function).
 
-## État au 2026-09-01
+## État au 2026-10-01
 
-1 fichier archivé. Origine : sous-grain `#13745` (umbrella « 92 orphelins notebook_tools/ + fusions sélectives V3 »),
-claim `myia-po-2026:CoursIA-2` du 2026-09-01 (paths: `scripts/notebook_tools/_fix_leaks_batch1.py`,
-`scripts/notebook_tools/_archive/**`). Pool des autres candidats discriminés first-hand :
-2 fantômes (`c785_insert_ackley.py`, `c786_insert_lean_descvisuelle.py` — jamais existé sur disque) ;
-1 vivant critique (`hopf_s6_reproduction.py` — référencé ×6 par Lean-30 notebook + 2 README, INTRINSIC v4.32.1) ;
-1 gris (`optimize_dvs.py` — successeur à nommer avant archivage, hors scope de cette PR).
+Archive alimentée par deux origines (voir table ci-dessous pour la liste nominative).
+
+### Origine 2026-09-01 (sous-grain `#13745`, claim `myia-po-2026:CoursIA-2`)
+
+- Le fichier `_fix_leaks_batch1.py` est archivé.
+- Pool des autres candidats discriminés first-hand :
+  - Fantômes déclarés (`c785_insert_ackley.py`, `c786_insert_lean_descvisuelle.py` — déclarés « jamais existé sur disque ») ;
+  - Vivant critique (`hopf_s6_reproduction.py` — référencé depuis la série Lean + READMEs, INTRINSIC v4.32.1) ;
+  - Gris (`optimize_dvs.py` — successeur à nommer avant archivage, hors scope de cette PR).
+
+### Origine 2026-10-01 (sous-grain `#18153` palier 1, claim `myia-po-2023:CoursIA-2`)
+
+- Lots palier 1 vérifiés par ai-01 dans #18153 (axe D #16473) :
+  - Batches successeurs de `_fix_leaks_batch1.py` (`_fix_leaks_batch{2,3,4,5}_*.py`) — terminaux absolus, leurs produits sont sur `main` ;
+  - Insertions déclarées temporaires (`_fix_gt15b_compilation.py`, `_fix_lean34_unused_vars.py`) — produits sur `main`, codepath machine-local ;
+  - Insertions Ackley et Lean descvisuelle (`c785_insert_ackley.py`, `c786_insert_lean_descvisuelle.py`) — pas des fantômes (le README du 2026-09-01 se trompait ; ajoutés le 2026-07-22 par #7993) ;
+  - One-shots machine-local (`_exec_bdd_csharp.py`, `optimize_dvs.py`).
+
+Correction du chapeau 2026-09-01 : les `c785/c786` ne sont pas des fantômes — ce sont des one-shots temporaires, archivés ici en 2026-10-01.
 
 ## Table 4 colonnes (convention `_archive/`)
 
 | Script | Verdict | Superseded by | Verdict recorded in |
 |--------|---------|---------------|---------------------|
 | `_fix_leaks_batch1.py` | NO BEATS (one-shot batch terminé ; 70 leaks `Exercice → Exemple guide` posés sur 27 notebooks Search) | none (closed dead-end ; batch 2+ absorbed by `detect_solution_leaks.py` gate — PRs #8407, #10049, #10004, #8294, #8900, #12390, etc.) | PR `0cd10575d` "fix(search): relabel 70 solution leaks as Exemple guide (#1205 Batch 1)" ; commentaire dashboard `[issue #13745]` |
+| `_fix_leaks_batch2_probas.py` | NO BEATS (one-shot batch terminé ; probas solution leaks posés) | none (closed dead-end ; absorbed by `detect_solution_leaks.py` gate — PR #8900) | PR #8900 « fix(search): relabel solution leaks as Exemple guide (#1205 Batch 2) » ; #13745 thread |
+| `_fix_leaks_batch3_sudoku.py` | NO BEATS (one-shot batch terminé ; Sudoku solution leaks posés) | none (closed dead-end ; absorbed by `detect_solution_leaks.py` gate — PR #10049) | PR #10049 « fix(sudoku): relabel solution leaks as Exemple guide (#1205 Batch 3) » ; #13745 thread |
+| `_fix_leaks_batch4_remaining.py` | NO BEATS (one-shot batch terminé ; remaining solution leaks posés) | none (closed dead-end ; absorbed by `detect_solution_leaks.py` gate — PR #12390) | PR #12390 « fix: relabel remaining solution leaks as Exemple guide (#1205 Batch 4) » ; #13745 thread |
+| `_fix_leaks_batch5_c874.py` | NO BEATS (one-shot batch terminé ; c874 Lean solution leaks posés) | none (closed dead-end ; absorbed by `detect_solution_leaks.py` gate — PR #14071) | PR #14071 « fix(lean): relabel c874 solution leaks as Exemple guide (#1205 Batch 5) » ; #13745 thread |
+| `_fix_gt15b_compilation.py` | NO BEATS (one-shot compilation fix for GameTheory-15b ; header « temporary ») | none (closed dead-end ; produit sur `main`) | #18153 palier 1 + #13745 umbrella |
+| `_fix_lean34_unused_vars.py` | NO BEATS (one-shot unused var cleanup in Lean-34 ; header « temporary », codepath machine-local) | none (closed dead-end ; produit sur `main`) | #18153 palier 1 + #13745 umbrella |
+| `c785_insert_ackley.py` | NO BEATS (one-shot Ackley insertion ; codepath machine-local) | none (closed dead-end ; insertion sur `main` via PR #7993) | PR #7993 + #18153 palier 1 |
+| `c786_insert_lean_descvisuelle.py` | NO BEATS (one-shot Lean descvisuelle insertion ; codepath machine-local) | none (closed dead-end ; insertion sur `main` via PR #7993) | PR #7993 + #18153 palier 1 |
+| `_exec_bdd_csharp.py` | NO BEATS (one-shot BDD C# execution driver ; codepath machine-local) | none (closed dead-end ; pas de consommateur survivant) | #18153 palier 1 + #13745 umbrella |
+| `optimize_dvs.py` | NO BEATS (one-shot DVS optimizer ; codepath machine-local) | none (closed dead-end ; pas de consommateur survivant — successeur non nommé, archive décidée sur constat d'usage nul) | #18153 palier 1 + #13745 umbrella |
 
 ## Pourquoi ce standard
 
@@ -44,8 +67,9 @@ référence durable (PR mergée, commit, commentaire dashboard) citée.
 
 - Convention parente : [`docs/reference/_archive-convention.md`](../../../docs/reference/_archive-convention.md)
 - Claim parent : `#13745` « [consolidation] notebook_tools/ : 92 orphelins sur 152 + fusions sélectives (V3) »
+- Sous-grain palier 1 : `#18153` « scripts/ : 71 candidats a l'archivage ou au cablage (audit haiku du 27/09, axe D de #16473) »
 - Pipeline de détection successor : `scripts/notebook_tools/detect_solution_leaks.py` (PR #12390 + suite)
 
 ---
 
-`Grain: LIGHT/refactor — lane myia-po-2026:CoursIA-2 — prev: MED/research-code #14137`
+`Grain: LIGHT/refactor — lane myia-po-2023:CoursIA-2 — prev: MED/notebook-python #18598`
diff --git a/scripts/notebook_tools/_exec_bdd_csharp.py → ...tebook_tools/_archive/_exec_bdd_csharp.py b/scripts/notebook_tools/_exec_bdd_csharp.py → ...tebook_tools/_archive/_exec_bdd_csharp.py
@@ -1,3 +1,11 @@
+# Archive header (standard _archive convention, 2026-08, docs/reference/_archive-convention.md)
+# - Date archived     : 2026-10-01
+# - Superseded by     : none (closed dead-end — codepath machine-local; BDD execution driver with no surviving consumer)
+# - Verdict recorded in : issue #13745 umbrella 'notebook_tools orphans' + #18153 palier 1 (axe D #16473)
+#
+# Per-function disposition :
+# - main body          : abandoned — one-shot terminated, no consumer; kept verbatim for forensic replay
+
 """
 Execute Sudoku-14-BDD-CSharp.ipynb cell-by-cell via .net-csharp kernel.
 Uses jupyter_client to connect to the kernel, execute each code cell,

diff --git a/.../notebook_tools/_fix_gt15b_compilation.py → ..._tools/_archive/_fix_gt15b_compilation.py b/.../notebook_tools/_fix_gt15b_compilation.py → ..._tools/_archive/_fix_gt15b_compilation.py
@@ -1,3 +1,11 @@
+# Archive header (standard _archive convention, 2026-08, docs/reference/_archive-convention.md)
+# - Date archived     : 2026-10-01
+# - Superseded by     : none (closed dead-end — one-shot compilation fix for GameTheory-15b notebook; declared temporary in header)
+# - Verdict recorded in : issue #13745 umbrella 'notebook_tools orphans' + #18153 palier 1 (axe D #16473)
+#
+# Per-function disposition :
+# - main body          : abandoned — one-shot terminated, no consumer; kept verbatim for forensic replay
+
 """
 One-shot fixer for GameTheory-15b-Lean-CooperativeGames-Lean.ipynb compilation errors.
 

diff --git a/...otebook_tools/_fix_leaks_batch2_probas.py → ...ools/_archive/_fix_leaks_batch2_probas.py b/...otebook_tools/_fix_leaks_batch2_probas.py → ...ools/_archive/_fix_leaks_batch2_probas.py
@@ -1,3 +1,11 @@
+# Archive header (standard _archive convention, 2026-08, docs/reference/_archive-convention.md)
+# - Date archived     : 2026-10-01
+# - Superseded by     : none (closed dead-end — batch 2 of #1205, `detect_solution_leaks.py` gate covers; PR #8900 absorbed)
+# - Verdict recorded in : PR #8900 'fix(search): relabel solution leaks as Exemple guide (#1205 Batch 2)' + #13745 thread + #18153 palier 1 (axe D #16473)
+#
+# Per-function disposition :
+# - main body          : abandoned — one-shot terminated, no consumer; kept verbatim for forensic replay
+
 """Batch fix Probas/Infer solution leaks — Issue #1205 Batch 2.
 
 Strategy: Same as Batch 1 (Search series).

diff --git a/...otebook_tools/_fix_leaks_batch3_sudoku.py → ...ools/_archive/_fix_leaks_batch3_sudoku.py b/...otebook_tools/_fix_leaks_batch3_sudoku.py → ...ools/_archive/_fix_leaks_batch3_sudoku.py
@@ -1,3 +1,11 @@
+# Archive header (standard _archive convention, 2026-08, docs/reference/_archive-convention.md)
+# - Date archived     : 2026-10-01
+# - Superseded by     : none (closed dead-end — batch 3 of #1205, `detect_solution_leaks.py` gate covers; PR #10049 absorbed)
+# - Verdict recorded in : PR #10049 'fix(sudoku): relabel solution leaks as Exemple guide (#1205 Batch 3)' + #13745 thread + #18153 palier 1 (axe D #16473)
+#
+# Per-function disposition :
+# - main body          : abandoned — one-shot terminated, no consumer; kept verbatim for forensic replay
+
 """Batch fix Sudoku series solution leaks — Issue #1205 Batch 3.
 
 Strategy: Same as Batch 1 (Search) + Batch 2 (Probas/Infer).

diff --git a/...book_tools/_fix_leaks_batch4_remaining.py → ...s/_archive/_fix_leaks_batch4_remaining.py b/...book_tools/_fix_leaks_batch4_remaining.py → ...s/_archive/_fix_leaks_batch4_remaining.py
@@ -1,3 +1,11 @@
+# Archive header (standard _archive convention, 2026-08, docs/reference/_archive-convention.md)
+# - Date archived     : 2026-10-01
+# - Superseded by     : none (closed dead-end — batch 4 of #1205, `detect_solution_leaks.py` gate covers; PR #12390 absorbed)
+# - Verdict recorded in : PR #12390 'fix: relabel remaining solution leaks as Exemple guide (#1205 Batch 4)' + #13745 thread + #18153 palier 1 (axe D #16473)
+#
+# Per-function disposition :
+# - main body          : abandoned — one-shot terminated, no consumer; kept verbatim for forensic replay
+
 """Batch fix remaining solution leaks — Issue #1205 Final Batch.
 
 8 HIGH leaks remaining across 3 series:

diff --git a/.../notebook_tools/_fix_leaks_batch5_c874.py → ..._tools/_archive/_fix_leaks_batch5_c874.py b/.../notebook_tools/_fix_leaks_batch5_c874.py → ..._tools/_archive/_fix_leaks_batch5_c874.py
@@ -1,3 +1,11 @@
+# Archive header (standard _archive convention, 2026-08, docs/reference/_archive-convention.md)
+# - Date archived     : 2026-10-01
+# - Superseded by     : none (closed dead-end — batch 5 of #1205, `detect_solution_leaks.py` gate covers; PR #14071 absorbed)
+# - Verdict recorded in : PR #14071 'fix(lean): relabel c874 solution leaks as Exemple guide (#1205 Batch 5)' + #13745 thread + #18153 palier 1 (axe D #16473)
+#
+# Per-function disposition :
+# - main body          : abandoned — one-shot terminated, no consumer; kept verbatim for forensic replay
+
 """Batch fix solution leaks tranche #c874 — Issue #8053.
 
 6 confirmed HIGH leaks across 5 families (FP Lean-17 cell#14 removed - was

diff --git a/...notebook_tools/_fix_lean34_unused_vars.py → ...tools/_archive/_fix_lean34_unused_vars.py b/...notebook_tools/_fix_lean34_unused_vars.py → ...tools/_archive/_fix_lean34_unused_vars.py
@@ -1,3 +1,11 @@
+# Archive header (standard _archive convention, 2026-08, docs/reference/_archive-convention.md)
+# - Date archived     : 2026-10-01
+# - Superseded by     : none (closed dead-end — one-shot unused var cleanup in Lean-34 notebook; declared temporary in header, codepath machine-local)
+# - Verdict recorded in : issue #13745 umbrella 'notebook_tools orphans' + #18153 palier 1 (axe D #16473)
+#
+# Per-function disposition :
+# - main body          : abandoned — one-shot terminated, no consumer; kept verbatim for forensic replay
+
 """
 One-shot fix script for Lean-3 and Lean-4 notebooks unused variable warnings.
 

diff --git a/scripts/notebook_tools/c785_insert_ackley.py → ...book_tools/_archive/c785_insert_ackley.py b/scripts/notebook_tools/c785_insert_ackley.py → ...book_tools/_archive/c785_insert_ackley.py
@@ -1,3 +1,11 @@
+# Archive header (standard _archive convention, 2026-08, docs/reference/_archive-convention.md)
+# - Date archived     : 2026-10-01
+# - Superseded by     : none (closed dead-end — one-shot Ackley insertion; codepath machine-local; insertion already on main via PR #7993)
+# - Verdict recorded in : PR #7993 (insertion target) + #13745 thread + #18153 palier 1 (axe D #16473)
+#
+# Per-function disposition :
+# - main body          : abandoned — one-shot terminated, no consumer; kept verbatim for forensic replay
+
 #!/usr/bin/env python3
 """
 c.785 — Insere 2 cellules (markdown + code) dans MGS-7b-LandscapeMultidim.ipynb

diff --git a/...ok_tools/c786_insert_lean_descvisuelle.py → ..._archive/c786_insert_lean_descvisuelle.py b/...ok_tools/c786_insert_lean_descvisuelle.py → ..._archive/c786_insert_lean_descvisuelle.py
@@ -1,3 +1,11 @@
+# Archive header (standard _archive convention, 2026-08, docs/reference/_archive-convention.md)
+# - Date archived     : 2026-10-01
+# - Superseded by     : none (closed dead-end — one-shot Lean descriptive visuelle insertion; codepath machine-local; insertion already on main via PR #7993)
+# - Verdict recorded in : PR #7993 (insertion target) + #13745 thread + #18153 palier 1 (axe D #16473)
+#
+# Per-function disposition :
+# - main body          : abandoned — one-shot terminated, no consumer; kept verbatim for forensic replay
+
 #!/usr/bin/env python3
 """
 c.786 — Insere le champ canonique **Description visuelle** dans les 6 sections du

diff --git a/scripts/notebook_tools/optimize_dvs.py → ...s/notebook_tools/_archive/optimize_dvs.py b/scripts/notebook_tools/optimize_dvs.py → ...s/notebook_tools/_archive/optimize_dvs.py
@@ -1,3 +1,11 @@
+# Archive header (standard _archive convention, 2026-08, docs/reference/_archive-convention.md)
+# - Date archived     : 2026-10-01
+# - Superseded by     : none (closed dead-end — codepath machine-local; DVS optimizer with no surviving consumer)
+# - Verdict recorded in : issue #13745 umbrella 'notebook_tools orphans' + #18153 palier 1 (axe D #16473)
+#
+# Per-function disposition :
+# - main body          : abandoned — one-shot terminated, no consumer; kept verbatim for forensic replay
+
 """Optimize DynamicVIXSpyRegime-QC notebook for faster execution."""
 import json
 import sys