feat(competences): extract batch candidates

data/competences/candidate/key_alt_f4_wait_windowsterminal_exe.yaml

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+schema_version: 1
+id: key_alt_f4_wait_windowsterminal_exe
+name: Key alt f4 wait windowsterminal exe
+version: 1
+learning_state: candidate
+intent:
+  fr: fermer la fenêtre Bloc-notes courante avec Alt+F4
+parameters: {}
+preconditions:
+- id: source_session_available
+  kind: source_trace_present
+  source_session: sess_20260324T165824_55b380
+methods:
+- kind: key_combo
+  primitive_ref: key_combo
+  parameters:
+    keys: &id001
+    - alt
+    - f4
+  keys: *id001
+  description: 'Raccourci clavier observe a l''event #72'
+  id: step_1_key_combo
+  observed: true
+  trace_source: live_events.jsonl
+  trace_event_indices:
+  - 72
+- id: step_2_wait_state
+  kind: wait_state
+  primitive_ref: wait_for_state
+  parameters:
+    expected_state:
+      window_title_in:
+      - C:\Windows\system32\cmd.exe
+      process_active: WindowsTerminal.exe
+    timeout_ms: 5000
+    poll_interval_ms: 250
+    evidence_required: window_or_process
+  description: Attente de l'etat C:\Windows\system32\cmd.exe
+  observed: true
+  trace_source: live_events.jsonl
+  trace_event_indices:
+  - 73
+success_marker:
+  mode: all_of
+  timeout_ms: 5000
+  markers:
+  - kind: active_window_title_in
+    values:
+    - C:\Windows\system32\cmd.exe
+  - kind: active_process_name_is
+    value: WindowsTerminal.exe
+  supervised_requires:
+  - kind: human_validation
+    required_for: replay_verified
+failure_message_template:
+  intention: fermer la fenêtre Bloc-notes courante (`test_hybride.txt – Bloc-notes`) avec Alt+F4
+  attendu: voir Bloc-notes disparaître et la fenêtre Terminal (`C:\Windows\system32\cmd.exe` / WindowsTerminal.exe) devenir active
+  vu: '{observed_human_state}'
+  demande: fermer la fenêtre Bloc-notes courante puis me rendre la main
+chain_refs:
+  source_session: sess_20260324T165824_55b380
+  machine_id: DESKTOP-58D5CAC_windows
+  cleaned_segment:
+    status: documented_offline
+    source_event_format: raw_live_events_jsonl
+    keep_event_indices:
+    - 70
+    - 71
+    - 72
+    - 73
+    method_event_indices:
+    - 72
+    - 73
+    success_event_indices:
+    - 73
+    excluded_event_indices: []
+    stop_before_event_index: 74
+    stop_before:
+    - end_of_extracted_candidate_segment
+    ignored_after_success: []
+    notes:
+    - 'Event #72 detecte comme key_combo.'
+    - 'Event #73 detecte comme wait_for_state durable.'
+  workflow_pipeline_id: null
+  graph_node_id: null
+  faiss_state_signatures: []
+  target_memory_keys: []
+  dashboard_knowledge_visible: false
+  live_events_path: data/training/live_sessions/DESKTOP-58D5CAC_windows/sess_20260324T165824_55b380/live_events.jsonl
+promotion:
+  history:
+  - at: '2026-05-29T11:10:42+02:00'
+    from: observed
+    to: candidate
+    by: Dom
+    reason: 'GO explicite: passage en candidate pour lancer les tests humains, avec ajustements runtime attendus.'
+  candidate_requires:
+  - cleaned_segment_validated
+  - method_trace_present
+  - success_marker_defined
+  - failure_message_template_valid
+  - primitive_ref_satisfied
+  supervised_requires:
+  - replay_verified_once
+  - human_validation
+  stable_requires:
+    min_successes: 3
+    distinct_contexts: 3
+    max_unexplained_failures: 0
+  t2_known_gaps:
+  - id: alt_f4_confirmation_dialog_not_covered
+    description: Le success_marker observed attend Terminal/cmd.exe après fermeture de Bloc-notes; un dialogue de confirmation Bloc-notes peut bloquer la fermeture.
+    impact: Le replay runtime doit gérer le dialogue de confirmation ou distinguer ce cas avant promotion supervised/stable.
+    proposed_resolution: Tester en supervision humaine; si le dialogue apparaît, élargir le success_marker ou ajouter une étape de traitement du dialogue.
+    acted_by: Dom
+    acted_at: '2026-05-29T11:10:42+02:00'
+generalisation:
+  seen_contexts: []
+  method_success_rate: {}
+  variance_log: []
+failure_log: []
+created_at: '2026-05-29T07:45:33+00:00'
+last_updated_at: '2026-05-29T11:10:42+02:00'
+methods_execution: sequence

data/competences/candidate/key_ctrl_s_wait_notepad_exe.yaml

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+schema_version: 1
+id: key_ctrl_s_wait_notepad_exe
+name: Key ctrl s wait notepad exe
+version: 1
+learning_state: candidate
+intent:
+  fr: executer l'action observee puis attendre Enregistrer sous
+parameters: {}
+preconditions:
+- id: source_session_available
+  kind: source_trace_present
+  source_session: sess_20260324T165824_55b380
+methods:
+- kind: key_combo
+  primitive_ref: key_combo
+  parameters:
+    keys: &id001
+    - ctrl
+    - s
+  keys: *id001
+  description: 'Raccourci clavier observe a l''event #56'
+  id: step_1_key_combo
+  observed: true
+  trace_source: live_events.jsonl
+  trace_event_indices:
+  - 56
+- id: step_2_wait_state
+  kind: wait_state
+  primitive_ref: wait_for_state
+  parameters:
+    expected_state:
+      window_title_in:
+      - Enregistrer sous
+      process_active: Notepad.exe
+    timeout_ms: 5000
+    poll_interval_ms: 250
+    evidence_required: window_or_process
+  description: Attente de l'etat Enregistrer sous
+  observed: true
+  trace_source: live_events.jsonl
+  trace_event_indices:
+  - 57
+success_marker:
+  mode: all_of
+  timeout_ms: 5000
+  markers:
+  - kind: active_window_title_in
+    values:
+    - Enregistrer sous
+  - kind: active_process_name_is
+    value: Notepad.exe
+  supervised_requires:
+  - kind: human_validation
+    required_for: replay_verified
+failure_message_template:
+  intention: atteindre la fenetre Enregistrer sous
+  attendu: voir Enregistrer sous au premier plan
+  vu: '{observed_human_state}'
+  demande: ouvrir Enregistrer sous puis me rendre la main
+chain_refs:
+  source_session: sess_20260324T165824_55b380
+  machine_id: DESKTOP-58D5CAC_windows
+  cleaned_segment:
+    status: documented_offline
+    source_event_format: raw_live_events_jsonl
+    keep_event_indices:
+    - 54
+    - 55
+    - 56
+    - 57
+    method_event_indices:
+    - 56
+    - 57
+    success_event_indices:
+    - 57
+    excluded_event_indices: []
+    stop_before_event_index: 58
+    stop_before:
+    - end_of_extracted_candidate_segment
+    ignored_after_success: []
+    notes:
+    - 'Event #56 detecte comme key_combo.'
+    - 'Event #57 detecte comme wait_for_state durable.'
+  workflow_pipeline_id: null
+  graph_node_id: null
+  faiss_state_signatures: []
+  target_memory_keys: []
+  dashboard_knowledge_visible: false
+  live_events_path: data/training/live_sessions/DESKTOP-58D5CAC_windows/sess_20260324T165824_55b380/live_events.jsonl
+promotion:
+  history:
+  - at: '2026-05-29T11:10:42+02:00'
+    from: observed
+    to: candidate
+    by: Dom
+    reason: 'GO explicite: passage en candidate pour lancer les tests humains, avec ajustements runtime attendus.'
+  candidate_requires:
+  - cleaned_segment_validated
+  - method_trace_present
+  - success_marker_defined
+  - failure_message_template_valid
+  - primitive_ref_satisfied
+  supervised_requires:
+  - replay_verified_once
+  - human_validation
+  stable_requires:
+    min_successes: 3
+    distinct_contexts: 3
+    max_unexplained_failures: 0
+  t2_known_gaps:
+  - id: save_as_requires_unsaved_notepad_document
+    description: Ctrl+S n'ouvre Enregistrer sous que si le document Bloc-notes n'a pas encore de chemin de sauvegarde.
+    impact: Sur un document déjà nommé, le replay peut sauvegarder silencieusement et le wait_state échouera.
+    proposed_resolution: Préparer un document Bloc-notes non enregistré et modifié avant replay supervisé, ou définir une compétence séparée pour la sauvegarde silencieuse.
+    acted_by: Dom
+    acted_at: '2026-05-29T11:10:42+02:00'
+generalisation:
+  seen_contexts: []
+  method_success_rate: {}
+  variance_log: []
+failure_log: []
+created_at: '2026-05-29T07:45:33+00:00'
+last_updated_at: '2026-05-29T11:10:42+02:00'
+methods_execution: sequence

data/competences/candidate/key_win_r_wait_explorer_exe.yaml

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+schema_version: 1
+id: key_win_r_wait_explorer_exe
+name: Key win r wait explorer exe
+version: 1
+learning_state: candidate
+intent:
+  fr: executer l'action observee puis attendre Exécuter
+parameters: {}
+preconditions:
+- id: source_session_available
+  kind: source_trace_present
+  source_session: sess_20260324T165824_55b380
+methods:
+- kind: key_combo
+  primitive_ref: key_combo
+  parameters:
+    keys: &id001
+    - win
+    - r
+  keys: *id001
+  description: 'Raccourci clavier observe a l''event #3'
+  id: step_1_key_combo
+  observed: true
+  trace_source: live_events.jsonl
+  trace_event_indices:
+  - 3
+- id: step_2_wait_state
+  kind: wait_state
+  primitive_ref: wait_for_state
+  parameters:
+    expected_state:
+      window_title_in:
+      - Exécuter
+      process_active: explorer.exe
+    timeout_ms: 5000
+    poll_interval_ms: 250
+    evidence_required: window_or_process
+  description: Attente de l'etat Exécuter
+  observed: true
+  trace_source: live_events.jsonl
+  trace_event_indices:
+  - 4
+success_marker:
+  mode: all_of
+  timeout_ms: 5000
+  markers:
+  - kind: active_window_title_in
+    values:
+    - Exécuter
+  - kind: active_process_name_is
+    value: explorer.exe
+  supervised_requires:
+  - kind: human_validation
+    required_for: replay_verified
+failure_message_template:
+  intention: atteindre la fenetre Exécuter
+  attendu: voir Exécuter au premier plan
+  vu: '{observed_human_state}'
+  demande: ouvrir Exécuter puis me rendre la main
+chain_refs:
+  source_session: sess_20260324T165824_55b380
+  machine_id: DESKTOP-58D5CAC_windows
+  cleaned_segment:
+    status: documented_offline
+    source_event_format: raw_live_events_jsonl
+    keep_event_indices:
+    - 1
+    - 2
+    - 3
+    - 4
+    method_event_indices:
+    - 3
+    - 4
+    success_event_indices:
+    - 4
+    excluded_event_indices: []
+    stop_before_event_index: 5
+    stop_before:
+    - end_of_extracted_candidate_segment
+    ignored_after_success: []
+    notes:
+    - 'Event #3 detecte comme key_combo.'
+    - 'Event #4 detecte comme wait_for_state durable.'
+  workflow_pipeline_id: null
+  graph_node_id: null
+  faiss_state_signatures: []
+  target_memory_keys: []
+  dashboard_knowledge_visible: false
+  live_events_path: data/training/live_sessions/DESKTOP-58D5CAC_windows/sess_20260324T165824_55b380/live_events.jsonl
+promotion:
+  history:
+  - at: '2026-05-29T11:10:42+02:00'
+    from: observed
+    to: candidate
+    by: Dom
+    reason: 'GO explicite: passage en candidate pour lancer les tests humains, avec ajustements runtime attendus.'
+  candidate_requires:
+  - cleaned_segment_validated
+  - method_trace_present
+  - success_marker_defined
+  - failure_message_template_valid
+  - primitive_ref_satisfied
+  supervised_requires:
+  - replay_verified_once
+  - human_validation
+  stable_requires:
+    min_successes: 3
+    distinct_contexts: 3
+    max_unexplained_failures: 0
+  t2_known_gaps:
+  - id: run_dialog_preexisting_false_positive
+    description: Si le dialogue Exécuter est déjà ouvert avant replay, le success_marker peut être satisfait sans action utile.
+    impact: Le protocole runtime doit vérifier l'absence du dialogue Exécuter en état initial.
+    proposed_resolution: Exiger un état initial sans dialogue Exécuter, ou traiter ce cas comme already_satisfied explicitement.
+    acted_by: Dom
+    acted_at: '2026-05-29T11:10:42+02:00'
+generalisation:
+  seen_contexts: []
+  method_success_rate: {}
+  variance_log: []
+failure_log: []
+created_at: '2026-05-29T07:45:33+00:00'
+last_updated_at: '2026-05-29T11:10:42+02:00'
+methods_execution: sequence

data/competences/candidate/open_windows_search.yaml

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+schema_version: 1
+id: open_windows_search
+name: Ouvrir la recherche Windows
+version: 1
+learning_state: candidate
+
+intent:
+  fr: ouvrir la recherche Windows
+
+parameters: {}
+
+preconditions:
+  - id: windows_session_active
+    kind: heartbeat_present
+    max_age_ms: 3000
+  - id: no_blocking_system_dialog
+    kind: not_window_title_matches
+    pattern: "^(UAC|Windows Security|SmartScreen).*"
+  - id: search_not_already_open
+    kind: not_active_window
+    any_of:
+      - title_in: ["Rechercher", "Search"]
+      - process_active: SearchHost.exe
+    on_violation: already_satisfied
+
+methods:
+  - id: keyboard_win_s
+    kind: key_combo
+    primitive_ref: key_combo
+    parameters:
+      keys: ["win", "s"]
+    keys: ["win", "s"]
+    observed: true
+    trace_source: live_events.jsonl
+    gesture_ref: null
+  - id: keyboard_win
+    kind: key_combo
+    primitive_ref: key_combo
+    parameters:
+      keys: ["win"]
+    keys: ["win"]
+    observed: false
+    allowed_fallback: true
+    gesture_ref: sys_start_menu
+
+success_marker:
+  mode: any_of
+  timeout_ms: 5000
+  markers:
+    - kind: active_window_title_in
+      values: ["Rechercher", "Search"]
+    - kind: active_process_name_is
+      value: SearchHost.exe
+  supervised_requires:
+    - kind: ocr_contains
+      text: Rechercher
+      region_hint: search_panel
+      evidence_state: hypothesis_offline
+      required_for: supervised_or_replay_verified
+
+failure_message_template:
+  intention: ouvrir la recherche Windows
+  attendu: voir la fenetre Rechercher avec un champ de saisie actif
+  vu: "{observed_human_state}"
+  demande: ouvrir la recherche Windows puis me rendre la main
+
+chain_refs:
+  source_session: sess_20260527T185155_98ad9a
+  machine_id: DESKTOP-58D5CAC_windows
+  streaming_session_path: data/training/live_sessions/streaming_sessions/sess_20260527T185155_98ad9a.json
+  live_events_path: data/training/live_sessions/DESKTOP-58D5CAC_windows/sess_20260527T185155_98ad9a/live_events.jsonl
+  cleaned_segment:
+    status: documented_offline
+    keep_event_indices: [0, 1, 2, 3, 4, 7]
+    method_event_indices: [3]
+    success_event_indices: [7]
+    excluded_event_indices: [5, 6]
+    stop_before_event_index: 8
+    stop_before:
+      - continuing_search_text_input_after_success
+      - systray_interaction
+      - pythonw_focus
+    ignored_between_method_and_success:
+      - text_input_search_query_fragment
+      - text_input_search_query_space
+    ignored_after_success:
+      - text_input_search_query
+      - explorer_systray_overflow
+      - pythonw_unknown_window
+    notes:
+      - "Le focus Rechercher/SearchHost.exe apparait juste avant key_combo a cause de la capture sur release."
+      - "La preuve de succes durable est le heartbeat post-action #7, strictement apres key_combo #3."
+      - "Le segment observe est non contigu: les text_input #5/#6 appartiennent a la competence suivante et sont exclus."
+      - "Le segment observe s'arrete avant la suite de saisie et les clics systray/pythonw."
+  workflow_pipeline_id: null
+  graph_node_id: null
+  faiss_state_signatures: []
+  target_memory_keys: []
+  dashboard_knowledge_visible: false
+
+promotion:
+  history:
+    - at: "2026-05-28T08:28:36+02:00"
+      from: observed
+      to: candidate
+      by: Dom
+      reason: "GO explicite apres revue finale Claude/Qwen du socle competences courtes."
+  candidate_requires:
+    - cleaned_segment_validated
+    - method_trace_present
+    - success_marker_defined
+    - failure_message_template_valid
+  supervised_requires:
+    - replay_verified_once
+    - success_marker_matched_after_action
+    - human_validation
+  stable_requires:
+    min_successes: 3
+    distinct_contexts: 3
+    max_unexplained_failures: 0
+
+generalisation:
+  seen_contexts: []
+  method_success_rate: {}
+  variance_log: []
+
+failure_log: []
+
+created_at: "2026-05-27T18:51:55+02:00"
+last_updated_at: "2026-05-28T08:28:36+02:00"

data/competences/candidate/open_windows_search_taskbar_click.yaml

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+schema_version: 1
+id: open_windows_search_taskbar_click
+name: Ouvrir la recherche Windows par clic barre des taches
+version: 1
+learning_state: candidate
+
+intent:
+  fr: ouvrir la recherche Windows en cliquant le bouton Rechercher de la barre des taches
+
+parameters: {}
+
+preconditions:
+  - id: windows_session_active
+    kind: heartbeat_present
+    max_age_ms: 3000
+  - id: search_not_already_open
+    kind: not_active_window
+    any_of:
+      - title_in: ["Rechercher", "Search"]
+      - process_active: SearchHost.exe
+    on_violation: already_satisfied
+  - id: taskbar_search_button_available
+    kind: ui_anchor_hint
+    anchor_ref:
+      text: Rechercher
+      role: bouton
+      automation_id: SearchButton
+      parent_hint: Barre des taches
+
+methods_execution: sequence
+methods:
+  - id: step_1_click_taskbar_search_button
+    kind: click
+    primitive_ref: click_anchor
+    parameters:
+      anchor_ref:
+        text: Rechercher
+        role: bouton
+        automation_id: SearchButton
+        parent_hint: Barre des taches
+      button: left
+      click_count: 1
+    description: "Clic gauche sur le bouton Rechercher de la barre des taches"
+    observed: true
+    trace_source: live_events.jsonl
+    trace_event_indices: [2]
+  - id: step_2_wait_rechercher_visible
+    kind: wait_state
+    primitive_ref: wait_for_state
+    parameters:
+      expected_state:
+        window_title_in: ["Rechercher", "Search"]
+        process_active: SearchHost.exe
+      timeout_ms: 3000
+      poll_interval_ms: 250
+      evidence_required: window_or_process
+    description: "Attente de l'ouverture effective de la fenetre Rechercher"
+    observed: true
+    trace_source: live_events.jsonl
+    trace_event_indices: [3]
+
+success_marker:
+  mode: all_of
+  timeout_ms: 5000
+  markers:
+    - kind: active_window_title_in
+      values: ["Rechercher", "Search"]
+    - kind: active_process_name_is
+      value: SearchHost.exe
+  supervised_requires:
+    - kind: uia_anchor_name_is
+      text: Rechercher
+      role: bouton
+      automation_id: SearchButton
+      evidence_state: observed_raw_live_events
+      required_for: replay_verified
+    - kind: ocr_contains
+      text: Rechercher
+      region_hint: taskbar_search_button
+      evidence_state: hypothesis_offline
+      required_for: supervised_or_replay_verified
+
+failure_message_template:
+  intention: ouvrir la recherche Windows avec le bouton Rechercher de la barre des taches
+  attendu: voir la fenetre Rechercher au premier plan
+  vu: "{observed_human_state}"
+  demande: cliquer sur le bouton Rechercher de la barre des taches, puis me rendre la main
+
+chain_refs:
+  source_session: sess_20260417T133324_30c2d0
+  machine_id: windows_vm
+  streaming_session_path: data/training/live_sessions/streaming_sessions/sess_20260417T133324_30c2d0.json
+  live_events_path: data/training/live_sessions/windows_vm/sess_20260417T133324_30c2d0/live_events.jsonl
+  cleaned_segment:
+    status: documented_offline
+    source_event_format: raw_live_events_jsonl
+    keep_event_indices: [0, 1, 2, 3]
+    method_event_indices: [2, 3]
+    success_event_indices: [3]
+    excluded_event_indices: [4]
+    stop_before_event_index: 5
+    stop_before:
+      - continuing_search_text_input_after_success
+      - search_result_click
+      - later_notepad_and_systray_activity
+    ignored_after_success:
+      - text_input_search_query
+      - click_search_result
+      - later_notepad_actions
+      - systray_stop_sequence
+    notes:
+      - "Les indices de ce segment sont les indices raw zero-based du live_events.jsonl, pas les indices du streaming condense."
+      - "Raw live_events #2 est le mouse_click gauche sur le bouton Rechercher."
+      - "Raw live_events #2 contient uia_snapshot name=Rechercher, control_type=bouton, automation_id=SearchButton, parent_path Barre des taches."
+      - "Raw live_events #3 est le window_focus_change durable vers Rechercher/SearchHost.exe, avant le text_input humain raw #5."
+      - "Le wait_state observe sur raw #3 remplace l'ancien marqueur streaming #1 base sur text_input humain."
+      - "Le pos source [466, 767] reste uniquement dans la trace; aucune coordonnee durable n'est copiee dans ce YAML."
+  workflow_pipeline_id: null
+  graph_node_id: null
+  faiss_state_signatures: []
+  target_memory_keys: []
+  dashboard_knowledge_visible: false
+
+promotion:
+  history:
+    - at: "2026-05-28T17:16:49+02:00"
+      from: observed
+      to: candidate
+      by: Dom
+      reason: "GO explicite apres correction A1 raw #2/#3 et ACK Claude/Qwen."
+  candidate_requires:
+    - cleaned_segment_validated
+    - method_trace_present
+    - success_marker_defined
+    - failure_message_template_valid
+    - primitive_ref_satisfied
+    - click_trace_validated
+    - wait_state_trace_validated
+  supervised_requires:
+    - replay_verified_once
+    - success_marker_matched_after_action
+    - anchor_resolved_runtime
+    - human_validation
+  stable_requires:
+    min_successes: 3
+    distinct_contexts: 3
+    max_unexplained_failures: 0
+  t2_known_gaps:
+    - id: click_target_semantics_not_observed_offline
+      description: "La trace brute contient un uia_snapshot Rechercher/SearchButton, mais le validateur offline actuel ne rejoue pas la resolution d'ancre."
+      impact: "Le niveau T2 doit verifier que click_anchor retrouve bien le bouton Rechercher au runtime, sans dependre du pos source."
+      proposed_resolution: "Ajouter replay supervise ou resolution UIA/OCR runtime avant promotion supervised."
+      acted_by: Dom
+      acted_at: "2026-05-28T15:50:00+02:00"
+    - id: no_ocr_offline
+      description: "Aucune preuve OCR offline du libelle Rechercher n'est produite dans cette validation."
+      impact: "La cible est supportee par UIA brut et par l'effet SearchHost.exe, mais pas par OCR dans le validateur actuel."
+      proposed_resolution: "Verifier par OCR ou replay supervise avant promotion supervised."
+      acted_by: Dom
+      acted_at: "2026-05-28T15:50:00+02:00"
+
+generalisation:
+  seen_contexts: []
+  method_success_rate: {}
+  variance_log: []
+
+failure_log: []
+
+created_at: "2026-05-28T15:50:00+02:00"
+last_updated_at: "2026-05-28T17:16:49+02:00"

data/competences/candidate/saisir_texte_word.yaml

@@ -0,0 +1,128 @@
+schema_version: 1
+id: saisir_texte_word
+name: Saisir du texte dans Word
+version: 1
+learning_state: candidate
+
+intent:
+  fr: saisir du texte dans un document Word actif
+
+parameters:
+  text: "Ceci est un test word !"
+
+preconditions:
+  - id: word_document_active
+    kind: active_window
+    any_of:
+      - title_in: ["Document2 - Word"]
+      - process_active: WINWORD.EXE
+
+methods:
+  - id: text_input_word_concat
+    kind: text_input
+    primitive_ref: text_input_focused
+    parameters:
+      text: "Ceci est un test word !"
+      concat_rule: concat_in_order
+    description: "Saisie texte par fragments dans un document Word deja focus"
+    observed: true
+    trace_source: live_events.jsonl
+    concat_rule: "join(selected text_input events in segment)"
+    reconstructed_text: "Ceci est un test word !"
+
+success_marker:
+  mode: all_of
+  timeout_ms: 5000
+  markers:
+    - kind: active_window_title_in
+      values: ["Document2 - Word"]
+    - kind: active_process_name_is
+      value: WINWORD.EXE
+    - kind: text_input_reconstructed_equals
+      value: "Ceci est un test word !"
+      evidence_source: trace_text_input_concat
+  supervised_requires:
+    - kind: ocr_contains
+      text: "Ceci est un test word !"
+      region_hint: document_body
+      evidence_state: hypothesis_offline
+      required_for: supervised_or_replay_verified
+
+failure_message_template:
+  intention: saisir du texte dans un document Word actif
+  attendu: voir le texte attendu apparaitre dans le corps du document Word
+  vu: "{observed_human_state}"
+  demande: placer le curseur dans le document Word puis saisir le texte attendu
+
+chain_refs:
+  source_session: sess_20260330T175739_6e190b
+  machine_id: DESKTOP-58D5CAC_windows
+  streaming_session_path: data/training/live_sessions/streaming_sessions/sess_20260330T175739_6e190b.json
+  live_events_path: data/training/live_sessions/DESKTOP-58D5CAC_windows/sess_20260330T175739_6e190b/live_events.jsonl
+  cleaned_segment:
+    status: documented_offline
+    keep_event_indices: [34, 35, 36, 37, 38, 39, 40]
+    method_event_indices: [34, 35, 37, 38, 39]
+    success_event_indices: [40]
+    excluded_event_indices: [36]
+    stop_before_event_index: 41
+    stop_before:
+      - extra_newline_after_text_entry
+      - date_and_email_text_input_later_in_session
+      - word_window_clicks_and_document_switching
+      - systray_interaction
+      - python_focus
+    ignored_between_method_and_success:
+      - heartbeat_without_window_metadata
+    ignored_after_success: []
+    notes:
+      - "Le segment demarre apres l'ouverture/focus de Document2 - Word, qui n'est pas revendiquee par cette competence."
+      - "Event #36 est un heartbeat sans metadonnees fenetre et ne fait pas partie de la saisie."
+      - "Events #34/#35/#37/#38/#39 reconstruisent exactement 'Ceci est un test word !'."
+      - "Event #40 est un text_input newline post-methode, utilise comme preuve que Word reste la fenetre active juste apres la saisie."
+      - "Le texte visible n'est pas prouve par OCR offline; l'OCR est reserve au replay/supervised."
+  workflow_pipeline_id: null
+  graph_node_id: null
+  faiss_state_signatures: []
+  target_memory_keys: []
+  dashboard_knowledge_visible: false
+
+promotion:
+  history:
+    - at: "2026-05-28T11:05:00+02:00"
+      from: observed
+      to: candidate
+      by: Dom
+      reason: "GO explicite apres ACK Claude/Qwen du P2 observed."
+  candidate_requires:
+    - cleaned_segment_validated
+    - method_trace_present
+    - success_marker_defined
+    - failure_message_template_valid
+    - primitive_ref_satisfied
+  supervised_requires:
+    - replay_verified_once
+    - success_marker_matched_after_action
+    - ocr_or_replay_verified_text
+    - human_validation
+  stable_requires:
+    min_successes: 3
+    distinct_contexts: 3
+    max_unexplained_failures: 0
+  t2_known_gaps:
+    - id: marker_continuation_human
+      description: "success_event #40 est un text_input humain post-methode."
+      impact: "T2 non satisfaisable tel quel: Lea ne produit pas de text_input newline supplementaire apres la methode."
+      proposed_resolution: "Ajouter wait_state apres saisie ou verifier le texte par OCR/runtime avant promotion supervised."
+      acted_by: Dom
+      acted_at: "2026-05-28T11:50:00+02:00"
+
+generalisation:
+  seen_contexts: []
+  method_success_rate: {}
+  variance_log: []
+
+failure_log: []
+
+created_at: "2026-05-28T10:55:00+02:00"
+last_updated_at: "2026-05-28T11:05:00+02:00"

data/competences/observed/open_application_via_run.yaml

@@ -0,0 +1,149 @@
+schema_version: 1
+id: open_application_via_run
+name: Ouvrir une application via Executer
+version: 1
+learning_state: observed
+
+intent:
+  fr: ouvrir une application Windows via la boite Executer
+
+parameters:
+  app_name: notepad
+  expected_process_name: Notepad.exe
+
+preconditions:
+  - id: windows_session_active
+    kind: heartbeat_present
+    max_age_ms: 3000
+  - id: no_blocking_system_dialog
+    kind: not_window_title_matches
+    pattern: "^(UAC|Windows Security|SmartScreen).*"
+
+methods_execution: sequence
+
+methods:
+  - id: step_1_open_run_dialog
+    kind: key_combo
+    primitive_ref: key_combo
+    parameters:
+      keys: ["win", "r"]
+    keys: ["win", "r"]
+    observed: true
+    trace_source: live_events.jsonl
+    trace_event_indices: [3]
+    description: "Ouvre la boite Executer avec Win+R"
+
+  - id: step_2_type_app_name
+    kind: text_input
+    primitive_ref: text_input_focused
+    parameters:
+      text: "notepad"
+      concat_rule: concat_in_order
+    observed: true
+    trace_source: live_events.jsonl
+    trace_event_indices: [6, 7, 9, 10, 11]
+    concat_rule: "join(text_input fragments in segment)"
+    reconstructed_text: "notepad"
+    description: "Saisit le nom de l'application dans la boite Executer"
+
+  - id: step_3_validate_with_enter
+    kind: key_combo
+    primitive_ref: key_combo
+    parameters:
+      keys: ["enter"]
+    keys: ["enter"]
+    observed: false
+    allowed_runtime_substitution: true
+    note: "Trace humaine #13 = mouse_click sur OK. Runtime = key_combo([enter]) equivalent semantique."
+    description: "Valide la boite Executer au runtime"
+
+success_marker:
+  mode: any_of
+  timeout_ms: 5000
+  markers:
+    - kind: active_process_name_is
+      value: Notepad.exe
+  supervised_requires:
+    - kind: active_process_name_is
+      value: Notepad.exe
+      evidence_state: observed_offline
+      required_for: replay_verified
+
+failure_message_template:
+  intention: ouvrir l'application demandee via la boite Executer
+  attendu: voir la fenetre principale de l'application attendue au premier plan
+  vu: "{observed_human_state}"
+  demande: confirmer que l'application est installee sur ce poste, ou m'indiquer un autre moyen de l'ouvrir
+
+chain_refs:
+  source_session: sess_20260324T165824_55b380
+  machine_id: DESKTOP-58D5CAC_windows
+  streaming_session_path: data/training/live_sessions/streaming_sessions/sess_20260324T165824_55b380.json
+  live_events_path: data/training/live_sessions/DESKTOP-58D5CAC_windows/sess_20260324T165824_55b380/live_events.jsonl
+  cleaned_segment:
+    status: documented_offline
+    keep_event_indices: [3, 4, 6, 7, 9, 10, 11, 16]
+    method_event_indices: [3, 6, 7, 9, 10, 11]
+    success_event_indices: [16]
+    excluded_event_indices: [5, 8, 12, 13, 14, 15]
+    stop_before_event_index: 17
+    stop_before:
+      - heartbeat_post_notepad_focus
+      - later_session_activity
+    ignored_between_method_and_success:
+      - action_result_open_run_dialog
+      - heartbeat_without_window_metadata
+      - human_mouse_click_ok_replaced_by_enter_runtime
+      - program_manager_transit_focus
+      - generic_action_result
+    notes:
+      - "Event #3 ouvre la boite Executer via Win+R."
+      - "Events #6/#7/#9/#10/#11 reconstruisent exactement 'notepad'."
+      - "Event #13 est un mouse_click humain sur OK sans anchor_ref; il est exclu de la methode runtime."
+      - "Au runtime, key_combo([enter]) remplace le mouse_click humain pour valider la boite Executer."
+      - "Event #16 prouve le succes par focus_change vers Notepad.exe."
+  workflow_pipeline_id: null
+  graph_node_id: null
+  faiss_state_signatures: []
+  target_memory_keys: []
+  dashboard_knowledge_visible: false
+
+promotion:
+  candidate_requires:
+    - cleaned_segment_validated
+    - method_trace_present
+    - success_marker_defined
+    - failure_message_template_valid
+    - primitive_ref_satisfied
+    - methods_sequence_valid
+  supervised_requires:
+    - replay_verified_once
+    - success_marker_matched_after_action
+    - human_validation
+  stable_requires:
+    min_successes: 3
+    distinct_contexts: 3
+    max_unexplained_failures: 0
+  t2_known_gaps:
+    - id: enter_action_not_in_trace
+      description: "Le mouse_click #13 valide la boite Executer; aucun key_combo([enter]) n'est dans la trace."
+      impact: "Au runtime, Lea emet key_combo([enter]) sans preuve directe dans cette trace humaine."
+      proposed_resolution: "Au replay supervise, utiliser active_process_name_is=Notepad.exe comme preuve de validation."
+      acted_by: Dom
+      acted_at: "2026-05-28T12:45:00+02:00"
+    - id: mouse_click_replaced_by_keyboard_at_runtime
+      description: "La methode runtime diverge de la trace humaine: mouse_click remplace par key_combo([enter])."
+      impact: "La validation T2 doit confirmer que key_combo([enter]) est equivalent fonctionnel dans la boite Executer."
+      proposed_resolution: "Verifier au replay supervise sur plusieurs applications Windows simples."
+      acted_by: Dom
+      acted_at: "2026-05-28T12:45:00+02:00"
+
+generalisation:
+  seen_contexts: []
+  method_success_rate: {}
+  variance_log: []
+
+failure_log: []
+
+created_at: "2026-05-28T12:45:00+02:00"
+last_updated_at: "2026-05-28T12:45:00+02:00"

data/competences/observed/saisir_requete_recherche.yaml

@@ -0,0 +1,118 @@
+schema_version: 1
+id: saisir_requete_recherche
+name: Saisir une requete dans la recherche Windows
+version: 1
+learning_state: observed
+
+intent:
+  fr: saisir du texte dans le champ de recherche Windows
+
+parameters:
+  query_text: "test lea apprentissage"
+
+preconditions:
+  - id: open_windows_search_satisfied
+    kind: competence_required
+    competence: open_windows_search
+    state: observed
+  - id: search_field_active
+    kind: active_window
+    any_of:
+      - title_in: ["Rechercher", "Search"]
+      - process_active: SearchHost.exe
+
+methods:
+  - id: text_input_concat
+    kind: text_input
+    primitive_ref: text_input_focused
+    parameters:
+      text: "test lea apprentissage"
+      concat_rule: concat_in_order
+    description: "Saisie texte par fragments dans le champ Rechercher"
+    observed: true
+    trace_source: live_events.jsonl
+    # Les text_input atomises sont concatenes pour former le texte complet
+    concat_rule: "join(all text_input events in segment)"
+    reconstructed_text: "test lea apprentissage"
+    # Note: event #12 "pprentissage" n'est PAS un mot complet
+    # Il complete event #10 "a" pour former "apprentissage"
+
+success_marker:
+  mode: all_of
+  timeout_ms: 5000
+  markers:
+    - kind: active_window_title_in
+      values: ["Rechercher", "Search"]
+    - kind: active_process_name_is
+      value: SearchHost.exe
+    - kind: text_input_reconstructed_equals
+      value: "test lea apprentissage"
+      evidence_source: trace_text_input_concat
+  supervised_requires:
+    - kind: ocr_contains
+      text: "test lea apprentissage"
+      region_hint: search_field
+      evidence_state: hypothesis_offline
+      required_for: supervised_or_replay_verified
+
+failure_message_template:
+  intention: saisir du texte dans la recherche Windows
+  attendu: voir le texte saisi apparaitre dans le champ Rechercher
+  vu: "{observed_human_state}"
+  demande: saisir le texte attendu dans le champ Rechercher puis me rendre la main
+
+chain_refs:
+  source_session: sess_20260527T185155_98ad9a
+  machine_id: DESKTOP-58D5CAC_windows
+  streaming_session_path: data/training/live_sessions/streaming_sessions/sess_20260527T185155_98ad9a.json
+  live_events_path: data/training/live_sessions/DESKTOP-58D5CAC_windows/sess_20260527T185155_98ad9a/live_events.jsonl
+  cleaned_segment:
+    status: documented_offline
+    keep_event_indices: [5, 6, 7, 8, 9, 10, 11, 12, 13]
+    method_event_indices: [5, 6, 8, 9, 10, 12]
+    success_event_indices: [7, 11, 13]
+    excluded_event_indices: []
+    stop_before_event_index: 14
+    stop_before:
+      - mouse_click_systray
+      - explorer_overflow_window
+      - pythonw_unknown_focus
+    ignored_after_success: []
+    notes:
+      - "Events #5/#6 sont exclus du P0 (open_windows_search) car ils appartiennent a la saisie P1 apres Win+S."
+      - "P1 commence a #5, la premiere saisie apres l'ouverture de la recherche"
+      - "Event #7 heartbeat post-action P0, confirme que SearchHost.exe est actif pendant la saisie"
+      - "Event #12 'pprentissage' complete #10 'a' pour former 'apprentissage'"
+      - "Texte reconstruit: 'test lea apprentissage' (22 chars)"
+  workflow_pipeline_id: null
+  graph_node_id: null
+  faiss_state_signatures: []
+  target_memory_keys: []
+  dashboard_knowledge_visible: false
+
+promotion:
+  candidate_requires:
+    - cleaned_segment_validated
+    - method_trace_present
+    - success_marker_defined
+    - failure_message_template_valid
+    - competence_dependency_satisfied
+  supervised_requires:
+    - replay_verified_once
+    - success_marker_matched_after_action
+    - ocr_or_replay_verified_text
+    - human_validation
+  stable_requires:
+    min_successes: 3
+    distinct_contexts: 3
+    max_unexplained_failures: 0
+
+generalisation:
+  seen_contexts: []
+  method_success_rate: {}
+  variance_log: []
+
+failure_log: []
+
+created_at: "2026-05-27T18:51:55+02:00"
+last_updated_at: "2026-05-28T08:13:52+02:00"

data/competences/observed/scroll_down_pdf_edge.yaml

@@ -0,0 +1,118 @@
+schema_version: 1
+id: scroll_down_pdf_edge
+name: Scroller vers le bas dans un PDF Edge
+version: 1
+learning_state: observed
+
+intent:
+  fr: faire defiler un document PDF vers le bas dans Microsoft Edge
+
+parameters: {}
+
+preconditions:
+  - id: edge_pdf_active
+    kind: active_window
+    any_of:
+      - process_active: msedge.exe
+
+methods:
+  - id: scroll_down_mouse
+    kind: scroll
+    primitive_ref: scroll_view
+    parameters:
+      direction: down
+      amount: 9
+      unit: lines
+    description: "Scroll vers le bas via molette souris dans un PDF Edge"
+    observed: true
+    trace_source: live_events.jsonl
+    trace_event_indices: [129, 130, 131, 133, 134, 135, 137, 138, 139]
+
+success_marker:
+  mode: all_of
+  timeout_ms: 5000
+  markers:
+    - kind: active_process_name_is
+      value: msedge.exe
+  supervised_requires:
+    - kind: ocr_contains
+      text: "contenu different apres scroll"
+      region_hint: document_body
+      evidence_state: hypothesis_offline
+      required_for: supervised_or_replay_verified
+
+failure_message_template:
+  intention: faire defiler le PDF vers le bas
+  attendu: le contenu visible doit changer apres le defilement
+  vu: "{observed_human_state}"
+  demande: indiquer si le document PDF actif peut defiler vers le bas
+
+chain_refs:
+  source_session: sess_20260318T010719_62a058
+  machine_id: DESKTOP-58D5CAC_windows
+  streaming_session_path: data/training/live_sessions/streaming_sessions/sess_20260318T010719_62a058.json
+  live_events_path: data/training/live_sessions/DESKTOP-58D5CAC_windows/sess_20260318T010719_62a058/live_events.jsonl
+  cleaned_segment:
+    status: documented_offline
+    keep_event_indices: [126, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140]
+    method_event_indices: [129, 130, 131, 133, 134, 135, 137, 138, 139]
+    success_event_indices: [140]
+    excluded_event_indices: [127, 128]
+    stop_before_event_index: 141
+    stop_before:
+      - subsequent_scroll_bursts
+      - heartbeat_without_window_metadata_later_in_session
+    ignored_between_method_and_success: []
+    notes:
+      - "Event #126 focus vers msedge.exe avec le PDF RapportS1 actif."
+      - "Events #129/#130/#131/#133/#134/#135/#137/#138/#139 sont des mouse_scroll dans msedge.exe."
+      - "Tous les events de methode ont delta [0, -1], ce qui prouve direction=down pour cette trace."
+      - "Events #132 et #136 sont des heartbeats sans metadonnees fenetre au milieu du burst."
+      - "Events #127/#128 sont un clic de positionnement et son action_result avant le burst scroll; ils sont exclus."
+      - "Event #140 est le premier mouse_scroll post-methode avec msedge.exe encore actif; il prouve la continuite active, pas le changement de contenu."
+  workflow_pipeline_id: null
+  graph_node_id: null
+  faiss_state_signatures: []
+  target_memory_keys: []
+  dashboard_knowledge_visible: false
+
+promotion:
+  candidate_requires:
+    - cleaned_segment_validated
+    - method_trace_present
+    - success_marker_defined
+    - failure_message_template_valid
+    - primitive_ref_satisfied
+    - scroll_trace_validated
+  supervised_requires:
+    - replay_verified_once
+    - success_marker_matched_after_action
+    - ocr_or_replay_verified_scroll_effect
+    - human_validation
+  stable_requires:
+    min_successes: 3
+    distinct_contexts: 3
+    max_unexplained_failures: 0
+  t2_known_gaps:
+    - id: scroll_effect_not_observed_offline
+      description: "La trace prouve les mouse_scroll et la fenetre active, mais pas le changement visuel du contenu PDF."
+      impact: "Le niveau T2 doit verifier que le viewport ou le texte visible change apres le scroll."
+      proposed_resolution: "Ajouter OCR runtime, screenshot diff ou marker visuel avant promotion supervised."
+      acted_by: Dom
+      acted_at: "2026-05-28T14:20:00+02:00"
+    - id: no_ocr_offline
+      description: "Aucune preuve OCR avant/apres scroll n'est disponible dans cette validation offline."
+      impact: "Le success_marker offline reste une preuve de continuite active, pas une preuve de contenu different."
+      proposed_resolution: "Verifier par OCR ou replay supervise avant promotion supervised."
+      acted_by: Dom
+      acted_at: "2026-05-28T14:20:00+02:00"
+
+generalisation:
+  seen_contexts: []
+  method_success_rate: {}
+  variance_log: []
+
+failure_log: []
+
+created_at: "2026-05-28T14:20:00+02:00"
+last_updated_at: "2026-05-28T14:20:00+02:00"