feat: replay E2E fonctionnel — 25/25 actions, 0 retries, SomEngine via serveur

Validé sur PC Windows (DESKTOP-58D5CAC, 2560x1600) :
- 8 clics résolus visuellement (1 anchor_template, 1 som_text_match, 6 som_vlm)
- Score moyen 0.75, temps moyen 1.6s
- Texte tapé correctement (bonjour, test word, date, email)
- 0 retries, 2 actions non vérifiées (OK)

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

data/training/screen_states/2026-01-20/state_20260120_120618_127688291164688.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0010",
+  "timestamp": "2026-01-05T18:33:24.291860+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0011.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 104865
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0011",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.661778",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127688291164688"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127688291264432.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0035",
+  "timestamp": "2026-01-05T18:33:50.213059+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0036.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 177608
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0036",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.663746",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127688291264432"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127688291427840.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0000",
+  "timestamp": "2026-01-05T18:33:12.438457+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0001.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 126027
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0001",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.659211",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127688291427840"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127688292999408.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0001",
+  "timestamp": "2026-01-05T18:33:13.361413+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0002.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 144659
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0002",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.659451",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127688292999408"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127688293000896.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0002",
+  "timestamp": "2026-01-05T18:33:14.878540+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0003.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 83386
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0003",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.659630",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127688293000896"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127688293001040.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0015",
+  "timestamp": "2026-01-05T18:33:29.434467+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0016.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 185049
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0016",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.662259",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127688293001040"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127688293001472.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0014",
+  "timestamp": "2026-01-05T18:33:28.156008+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0015.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 88875
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0015",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.662186",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127688293001472"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127688293002144.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0003",
+  "timestamp": "2026-01-05T18:33:15.418121+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0004.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 86493
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0004",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.659805",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127688293002144"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127688293002480.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0036",
+  "timestamp": "2026-01-05T18:33:53.538143+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0037.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 85753
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0037",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.663817",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127688293002480"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127688293003296.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0013",
+  "timestamp": "2026-01-05T18:33:26.579770+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0014.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 128505
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0014",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.662110",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127688293003296"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127688293003680.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0037",
+  "timestamp": "2026-01-05T18:33:53.586558+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0038.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 84932
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0038",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.663890",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127688293003680"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127688293003824.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0004",
+  "timestamp": "2026-01-05T18:33:16.260094+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0005.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 87512
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0005",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.659975",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127688293003824"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127688293004352.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0012",
+  "timestamp": "2026-01-05T18:33:25.410715+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0013.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 112041
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0013",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.662028",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127688293004352"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127688293005264.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0005",
+  "timestamp": "2026-01-05T18:33:17.068541+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0006.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 112660
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0006",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.660147",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127688293005264"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127688293006224.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0011",
+  "timestamp": "2026-01-05T18:33:24.908048+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0012.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 107879
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0012",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.661927",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127688293006224"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127688293006704.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0006",
+  "timestamp": "2026-01-05T18:33:17.734814+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0007.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 117061
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0007",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.660305",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127688293006704"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127689739976784.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0017",
+  "timestamp": "2026-01-05T18:33:31.907675+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0018.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 127038
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0018",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.662408",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127689739976784"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127689739977264.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0034",
+  "timestamp": "2026-01-05T18:33:48.327189+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0035.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 227167
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0035",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.663672",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127689739977264"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127689739977504.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0007",
+  "timestamp": "2026-01-05T18:33:20.299032+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0008.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 73207
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0008",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.660462",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127689739977504"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127689739978752.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0008",
+  "timestamp": "2026-01-05T18:33:21.437299+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0009.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 151580
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0009",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.660615",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127689739978752"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127689739979664.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0016",
+  "timestamp": "2026-01-05T18:33:30.375685+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0017.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 170784
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0017",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.662332",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127689739979664"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127689739980144.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0009",
+  "timestamp": "2026-01-05T18:33:22.739479+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0010.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 152579
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0010",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.660771",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127689739980144"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127689739981536.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0033",
+  "timestamp": "2026-01-05T18:33:47.553782+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0034.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 206904
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0034",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.663605",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127689739981536"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127689739982400.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0018",
+  "timestamp": "2026-01-05T18:33:32.311079+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0019.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 131645
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0019",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.662483",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127689739982400"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127689739983840.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0019",
+  "timestamp": "2026-01-05T18:33:32.791431+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0020.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 136491
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0020",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.662560",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127689739983840"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127689739984848.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0032",
+  "timestamp": "2026-01-05T18:33:46.870149+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0033.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 196413
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0033",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.663534",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127689739984848"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127689739985232.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0020",
+  "timestamp": "2026-01-05T18:33:33.579409+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0021.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 176370
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0021",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.662631",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127689739985232"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127689739985856.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0031",
+  "timestamp": "2026-01-05T18:33:46.409070+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0032.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 196492
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0032",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.663465",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127689739985856"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127689739986672.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0021",
+  "timestamp": "2026-01-05T18:33:35.136470+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0022.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 121170
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0022",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.662708",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127689739986672"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127689739987536.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0030",
+  "timestamp": "2026-01-05T18:33:44.931433+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0031.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 154182
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0031",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.663396",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127689739987536"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127689739988064.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0022",
+  "timestamp": "2026-01-05T18:33:36.398883+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0023.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 218433
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0023",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.662782",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127689739988064"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127689739989408.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0023",
+  "timestamp": "2026-01-05T18:33:37.377794+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0024.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 153418
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0024",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.662853",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127689739989408"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127689739989936.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0029",
+  "timestamp": "2026-01-05T18:33:43.697015+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0030.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 223646
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0030",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.663325",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127689739989936"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127689739990896.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0024",
+  "timestamp": "2026-01-05T18:33:38.896117+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0025.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 159974
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0025",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.662923",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127689739990896"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127689739992480.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0025",
+  "timestamp": "2026-01-05T18:33:39.367424+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0026.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 164959
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0026",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.662997",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127689739992480"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127689739992672.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0028",
+  "timestamp": "2026-01-05T18:33:42.620818+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0029.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 157280
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0029",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.663253",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127689739992672"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127689740059712.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0026",
+  "timestamp": "2026-01-05T18:33:39.982139+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0027.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 174461
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0027",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.663070",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127689740059712"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_120618_127689740061344.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20260105T193311_53e592c1_0027",
+  "timestamp": "2026-01-05T18:33:40.725107+00:00",
+  "session_id": "sess_20260105T193311_53e592c1",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0028.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 202653
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0028",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Calculatrice"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Calculatrice",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:06:18.663141",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_120618_127689740061344"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752253152.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0001",
+  "timestamp": "2025-11-22T00:22:59.774835+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "unknown_app",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0002.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 153685
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0002",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.364273",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752253152"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752253776.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0032",
+  "timestamp": "2025-11-22T00:23:49.785355+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0033.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 211139
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0033",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.367147",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752253776"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752253920.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0010",
+  "timestamp": "2025-11-22T00:23:19.215255+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "Document1.docx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0011.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 28812
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0011",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.365518",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752253920"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752254832.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0002",
+  "timestamp": "2025-11-22T00:23:00.818865+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "unknown_app",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0003.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 155156
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0003",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.364371",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752254832"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752254880.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0009",
+  "timestamp": "2025-11-22T00:23:18.737849+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0010.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 203875
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0010",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.365444",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752254880"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752256512.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0003",
+  "timestamp": "2025-11-22T00:23:03.675787+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "unknown_app",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0004.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 13861
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0004",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.364454",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752256512"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752257184.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0033",
+  "timestamp": "2025-11-22T00:23:50.566736+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0034.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 71906
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0034",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.367216",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752257184"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752258192.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0004",
+  "timestamp": "2025-11-22T00:23:04.542181+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0005.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 29083
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0005",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.364532",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752258192"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752258336.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0008",
+  "timestamp": "2025-11-22T00:23:10.589322+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0009.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 192452
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0009",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.365370",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752258336"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752259824.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0005",
+  "timestamp": "2025-11-22T00:23:05.764037+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0006.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 31080
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0006",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.364609",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752259824"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752260832.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0034",
+  "timestamp": "2025-11-22T00:23:57.703070+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0035.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 223443
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0035",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.367285",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752260832"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752260928.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0007",
+  "timestamp": "2025-11-22T00:23:10.005104+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "Document1.docx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0008.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 45122
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0008",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.365287",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752260928"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752261504.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0006",
+  "timestamp": "2025-11-22T00:23:06.493462+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0007.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 31080
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0007",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.364681",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752261504"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752262992.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0011",
+  "timestamp": "2025-11-22T00:23:21.189110+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "Document1.docx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0012.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 47037
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0012",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.365588",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752262992"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752263856.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0031",
+  "timestamp": "2025-11-22T00:23:48.172831+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0032.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 71906
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0032",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.367078",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752263856"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752264672.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0012",
+  "timestamp": "2025-11-22T00:23:22.500644+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "Document1.docx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0013.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 45057
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0013",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.365661",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752264672"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752281696.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0030",
+  "timestamp": "2025-11-22T00:23:47.649815+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0031.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 210485
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0031",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.367008",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752281696"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752282800.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0013",
+  "timestamp": "2025-11-22T00:23:23.398130+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0014.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 28767
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0014",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.365740",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752282800"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752284480.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0014",
+  "timestamp": "2025-11-22T00:23:25.009833+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Livre1.xlsx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0015.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 55907
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0015",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.365815",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752284480"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752285392.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0029",
+  "timestamp": "2025-11-22T00:23:46.469995+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0030.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 71906
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0030",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.366939",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752285392"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752286160.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0015",
+  "timestamp": "2025-11-22T00:23:25.238018+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Livre1.xlsx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0016.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 59291
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0016",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.365891",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752286160"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752286592.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0028",
+  "timestamp": "2025-11-22T00:23:46.396845+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0029.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 71906
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0029",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.366866",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752286592"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752287840.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0016",
+  "timestamp": "2025-11-22T00:23:26.269537+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Livre1.xlsx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0017.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 37781
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0017",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.365962",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752287840"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752289520.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0017",
+  "timestamp": "2025-11-22T00:23:29.503224+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0018.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 28127
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0018",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.366034",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752289520"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752290096.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0027",
+  "timestamp": "2025-11-22T00:23:45.786824+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0028.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 209145
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0028",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.366795",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752290096"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752291200.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0018",
+  "timestamp": "2025-11-22T00:23:31.095741+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Livre2.xlsx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0019.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 55959
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0019",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.366104",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752291200"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752291872.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0026",
+  "timestamp": "2025-11-22T00:23:42.804677+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0027.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 23366
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0027",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.366723",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752291872"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752292832.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0019",
+  "timestamp": "2025-11-22T00:23:32.181363+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Livre2.xlsx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0020.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 37940
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0020",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.366177",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752292832"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752294512.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0020",
+  "timestamp": "2025-11-22T00:23:32.869342+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0021.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 28162
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0021",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.366247",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752294512"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752294656.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0025",
+  "timestamp": "2025-11-22T00:23:38.510244+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "Document2.docx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0026.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 45111
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0026",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.366639",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752294656"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752296192.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0021",
+  "timestamp": "2025-11-22T00:23:34.084230+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Livre3.xlsx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0022.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 55977
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0022",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.366316",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752296192"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752297152.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0024",
+  "timestamp": "2025-11-22T00:23:37.599855+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "Document2.docx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0025.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 47153
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0025",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.366567",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752297152"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752297936.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0022",
+  "timestamp": "2025-11-22T00:23:35.430248+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Livre3.xlsx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0023.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 39606
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0023",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.366387",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752297936"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752299568.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0023",
+  "timestamp": "2025-11-22T00:23:36.374946+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0024.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 29837
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0024",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.366458",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752299568"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752301008.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0035",
+  "timestamp": "2025-11-22T00:24:02.910675+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0036.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 98240
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0036",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.367356",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752301008"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689752302688.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0036",
+  "timestamp": "2025-11-22T00:24:02.924725+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0037.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 98237
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0037",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.367426",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689752302688"
+  }
+}

data/training/screen_states/2026-01-20/state_20260120_122648_127689758587696.json

@@ -0,0 +1,50 @@
+{
+  "screen_state_id": "state_sess_20251122T012255_a6ff491a_0000",
+  "timestamp": "2025-11-22T00:22:58.168500+00:00",
+  "session_id": "sess_20251122T012255_a6ff491a",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0001.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 186968
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0001",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Interaction_Terminal"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Interaction_Terminal",
+      "notes": "Session réelle avec clics + screenshots + key combos.",
+      "original_training_label": "Facturation_T2A_demo"
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-20T12:26:48.364092",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260120_122648_127689758587696"
+  }
+}