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/2026-01-07/state_20260107_182532_127476879545968.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T182507_3a3709d4_0005",
+  "timestamp": "2026-01-07T17:25:14.809360+00:00",
+  "session_id": "sess_20260107T182507_3a3709d4",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T18:25:32.645917",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_182532_127476879545968"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_182532_127476879550048.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T182507_3a3709d4_0006",
+  "timestamp": "2026-01-07T17:25:15.983987+00:00",
+  "session_id": "sess_20260107T182507_3a3709d4",
+  "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": 0
+  },
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+      "dimensions": 512
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+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T18:25:32.646029",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_182532_127476879550048"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_182532_127476879551584.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T182507_3a3709d4_0007",
+  "timestamp": "2026-01-07T17:25:17.084331+00:00",
+  "session_id": "sess_20260107T182507_3a3709d4",
+  "window": {
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+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
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+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
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+  "context": {
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+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T18:25:32.646143",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_182532_127476879551584"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_182532_127476879552928.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T182507_3a3709d4_0008",
+  "timestamp": "2026-01-07T17:25:18.034538+00:00",
+  "session_id": "sess_20260107T182507_3a3709d4",
+  "window": {
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+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
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+    "capture_method": "agent_v0",
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+    "confidence_avg": 1.0
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+  "context": {
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+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T18:25:32.646246",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_182532_127476879552928"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_182532_127476879554656.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T182507_3a3709d4_0009",
+  "timestamp": "2026-01-07T17:25:20.107443+00:00",
+  "session_id": "sess_20260107T182507_3a3709d4",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0010.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
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+      "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T18:25:32.646350",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_182532_127476879554656"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_182532_127476879748048.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T182507_3a3709d4_0010",
+  "timestamp": "2026-01-07T17:25:21.398881+00:00",
+  "session_id": "sess_20260107T182507_3a3709d4",
+  "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": 0
+  },
+  "perception": {
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+      "provider": "pending",
+      "vector_id": "emb_shot_0011",
+      "dimensions": 512
+    },
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+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T18:25:32.646454",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_182532_127476879748048"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_182532_127476879804368.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T182507_3a3709d4_0011",
+  "timestamp": "2026-01-07T17:25:21.958674+00:00",
+  "session_id": "sess_20260107T182507_3a3709d4",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
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+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
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+      "provider": "pending",
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+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
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+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T18:25:32.646560",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_182532_127476879804368"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_182532_127476879812528.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T182507_3a3709d4_0012",
+  "timestamp": "2026-01-07T17:25:23.218735+00:00",
+  "session_id": "sess_20260107T182507_3a3709d4",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T18:25:32.646664",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_182532_127476879812528"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_182532_127476879814016.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T182507_3a3709d4_0013",
+  "timestamp": "2026-01-07T17:25:24.097908+00:00",
+  "session_id": "sess_20260107T182507_3a3709d4",
+  "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": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0014",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
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+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T18:25:32.646767",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_182532_127476879814016"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_182532_127476879815648.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T182507_3a3709d4_0014",
+  "timestamp": "2026-01-07T17:25:25.448510+00:00",
+  "session_id": "sess_20260107T182507_3a3709d4",
+  "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": 0
+  },
+  "perception": {
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+      "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T18:25:32.646877",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_182532_127476879815648"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_182532_127476879817232.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T182507_3a3709d4_0015",
+  "timestamp": "2026-01-07T17:25:27.508251+00:00",
+  "session_id": "sess_20260107T182507_3a3709d4",
+  "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": 0
+  },
+  "perception": {
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+      "provider": "pending",
+      "vector_id": "emb_shot_0016",
+      "dimensions": 512
+    },
+    "detected_text": [],
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+    "confidence_avg": 1.0
+  },
+  "context": {
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+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T18:25:32.646979",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_182532_127476879817232"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_182532_127476880424112.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T182507_3a3709d4_0000",
+  "timestamp": "2026-01-07T17:25:10.267773+00:00",
+  "session_id": "sess_20260107T182507_3a3709d4",
+  "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": 0
+  },
+  "perception": {
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+      "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T18:25:32.645238",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_182532_127476880424112"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_182532_127476881041520.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T182507_3a3709d4_0004",
+  "timestamp": "2026-01-07T17:25:13.967049+00:00",
+  "session_id": "sess_20260107T182507_3a3709d4",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T18:25:32.645802",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_182532_127476881041520"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_182532_127476881136704.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T182507_3a3709d4_0001",
+  "timestamp": "2026-01-07T17:25:11.296668+00:00",
+  "session_id": "sess_20260107T182507_3a3709d4",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T18:25:32.645427",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_182532_127476881136704"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_182532_127476881141312.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T182507_3a3709d4_0002",
+  "timestamp": "2026-01-07T17:25:12.649304+00:00",
+  "session_id": "sess_20260107T182507_3a3709d4",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T18:25:32.645566",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_182532_127476881141312"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_182532_127476881145488.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T182507_3a3709d4_0003",
+  "timestamp": "2026-01-07T17:25:13.259744+00:00",
+  "session_id": "sess_20260107T182507_3a3709d4",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T18:25:32.645686",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_182532_127476881145488"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762451984944.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0017",
+  "timestamp": "2026-01-07T19:45:34.096457+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.728500",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762451984944"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762451985424.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0035",
+  "timestamp": "2026-01-07T19:46:00.493122+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.730150",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762451985424"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762451986336.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0018",
+  "timestamp": "2026-01-07T19:45:35.961389+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.728587",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762451986336"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762451987440.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0034",
+  "timestamp": "2026-01-07T19:45:59.233615+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.730079",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762451987440"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762451987968.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0019",
+  "timestamp": "2026-01-07T19:45:36.832021+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.728670",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762451987968"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762451989552.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0020",
+  "timestamp": "2026-01-07T19:45:40.207398+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.728756",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762451989552"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762451990032.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0033",
+  "timestamp": "2026-01-07T19:45:57.774866+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.730007",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762451990032"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762451993776.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0021",
+  "timestamp": "2026-01-07T19:45:42.094652+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.728842",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762451993776"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762451994256.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0032",
+  "timestamp": "2026-01-07T19:45:56.952006+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.729928",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762451994256"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762451995840.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0022",
+  "timestamp": "2026-01-07T19:45:43.421105+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0023.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.728926",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762451995840"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762451999248.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0023",
+  "timestamp": "2026-01-07T19:45:44.206169+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0024.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.729007",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762451999248"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762452000592.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0036",
+  "timestamp": "2026-01-07T19:46:02.277870+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.730220",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762452000592"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762453253568.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0029",
+  "timestamp": "2026-01-07T19:45:51.992116+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0030.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.729558",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762453253568"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762453253664.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0003",
+  "timestamp": "2026-01-07T19:45:16.726721+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.727199",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762453253664"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762453255152.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0004",
+  "timestamp": "2026-01-07T19:45:17.407041+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.727292",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762453255152"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762453255488.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0007",
+  "timestamp": "2026-01-07T19:45:20.265291+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0008.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.727636",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762453255488"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762453255536.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0008",
+  "timestamp": "2026-01-07T19:45:21.272312+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.727724",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762453255536"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762453258656.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0009",
+  "timestamp": "2026-01-07T19:45:23.496187+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0010.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.727817",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762453258656"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762453258848.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0028",
+  "timestamp": "2026-01-07T19:45:50.264118+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.729474",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762453258848"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762453259856.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0010",
+  "timestamp": "2026-01-07T19:45:24.102207+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.727903",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762453259856"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762453260912.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0027",
+  "timestamp": "2026-01-07T19:45:49.130144+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.729388",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762453260912"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762453474144.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0011",
+  "timestamp": "2026-01-07T19:45:25.280608+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.727990",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762453474144"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762453524656.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0025",
+  "timestamp": "2026-01-07T19:45:46.852078+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.729218",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762453524656"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762453527344.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0012",
+  "timestamp": "2026-01-07T19:45:26.697785+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.728074",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762453527344"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762453533392.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0026",
+  "timestamp": "2026-01-07T19:45:47.419475+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.729302",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762453533392"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762453533968.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0013",
+  "timestamp": "2026-01-07T19:45:28.269853+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.728158",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762453533968"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762453536944.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0014",
+  "timestamp": "2026-01-07T19:45:29.873970+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0015.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.728240",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762453536944"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762453538480.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0015",
+  "timestamp": "2026-01-07T19:45:30.991276+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.728323",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762453538480"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762453538960.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0024",
+  "timestamp": "2026-01-07T19:45:45.236841+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.729134",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762453538960"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762453540064.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0016",
+  "timestamp": "2026-01-07T19:45:33.014448+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0017.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.728405",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762453540064"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762454757200.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0001",
+  "timestamp": "2026-01-07T19:45:14.407569+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.726982",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762454757200"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762454762672.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0031",
+  "timestamp": "2026-01-07T19:45:55.472243+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.729841",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762454762672"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762454762768.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0005",
+  "timestamp": "2026-01-07T19:45:18.063830+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.727450",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762454762768"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762454762960.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0002",
+  "timestamp": "2026-01-07T19:45:16.016144+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.727098",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762454762960"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762454853200.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0030",
+  "timestamp": "2026-01-07T19:45:54.152590+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0031.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.729703",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762454853200"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762454865344.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0006",
+  "timestamp": "2026-01-07T19:45:19.229833+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.727546",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762454865344"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_204606_124762456161792.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T204511_54e9bede_0000",
+  "timestamp": "2026-01-07T19:45:13.505555+00:00",
+  "session_id": "sess_20260107T204511_54e9bede",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T20:46:06.726815",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_204606_124762456161792"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_212712_140448124178928.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T212627_06be5789_0010",
+  "timestamp": "2026-01-07T20:26:45.719022+00:00",
+  "session_id": "sess_20260107T212627_06be5789",
+  "window": {
+    "app_name": "unknown_app",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0011.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:27:12.470673",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_212712_140448124178928"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_212712_140448124183920.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T212627_06be5789_0002",
+  "timestamp": "2026-01-07T20:26:31.647149+00:00",
+  "session_id": "sess_20260107T212627_06be5789",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:27:12.469935",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_212712_140448124183920"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_212712_140448124184496.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T212627_06be5789_0009",
+  "timestamp": "2026-01-07T20:26:41.524846+00:00",
+  "session_id": "sess_20260107T212627_06be5789",
+  "window": {
+    "app_name": "unknown_app",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0010.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:27:12.470600",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_212712_140448124184496"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_212712_140448124184976.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T212627_06be5789_0003",
+  "timestamp": "2026-01-07T20:26:32.111373+00:00",
+  "session_id": "sess_20260107T212627_06be5789",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:27:12.470020",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_212712_140448124184976"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_212712_140448124186368.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T212627_06be5789_0004",
+  "timestamp": "2026-01-07T20:26:32.904444+00:00",
+  "session_id": "sess_20260107T212627_06be5789",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:27:12.470099",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_212712_140448124186368"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_212712_140448124187616.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T212627_06be5789_0005",
+  "timestamp": "2026-01-07T20:26:33.794549+00:00",
+  "session_id": "sess_20260107T212627_06be5789",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:27:12.470177",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_212712_140448124187616"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_212712_140448124187904.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T212627_06be5789_0008",
+  "timestamp": "2026-01-07T20:26:40.953757+00:00",
+  "session_id": "sess_20260107T212627_06be5789",
+  "window": {
+    "app_name": "unknown_app",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0009.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:27:12.470527",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_212712_140448124187904"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_212712_140448124395136.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T212627_06be5789_0007",
+  "timestamp": "2026-01-07T20:26:36.213530+00:00",
+  "session_id": "sess_20260107T212627_06be5789",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "✳ Project Directory Structure",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0008.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:27:12.470447",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_212712_140448124395136"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_212712_140448124402864.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T212627_06be5789_0006",
+  "timestamp": "2026-01-07T20:26:35.118710+00:00",
+  "session_id": "sess_20260107T212627_06be5789",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:27:12.470256",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_212712_140448124402864"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_212712_140448124455536.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T212627_06be5789_0016",
+  "timestamp": "2026-01-07T20:27:03.600024+00:00",
+  "session_id": "sess_20260107T212627_06be5789",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Document1.docx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0017.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:27:12.471135",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_212712_140448124455536"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_212712_140448124455968.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T212627_06be5789_0017",
+  "timestamp": "2026-01-07T20:27:05.373445+00:00",
+  "session_id": "sess_20260107T212627_06be5789",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0018.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:27:12.471208",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_212712_140448124455968"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_212712_140448124462496.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T212627_06be5789_0015",
+  "timestamp": "2026-01-07T20:27:03.259513+00:00",
+  "session_id": "sess_20260107T212627_06be5789",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Document1.docx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0016.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:27:12.471060",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_212712_140448124462496"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_212712_140448124465760.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T212627_06be5789_0018",
+  "timestamp": "2026-01-07T20:27:07.934282+00:00",
+  "session_id": "sess_20260107T212627_06be5789",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "✳ Project Directory Structure",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0019.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:27:12.471284",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_212712_140448124465760"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_212712_140448125470432.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T212627_06be5789_0013",
+  "timestamp": "2026-01-07T20:26:50.957289+00:00",
+  "session_id": "sess_20260107T212627_06be5789",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:27:12.470907",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_212712_140448125470432"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_212712_140448125474416.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T212627_06be5789_0014",
+  "timestamp": "2026-01-07T20:26:52.823234+00:00",
+  "session_id": "sess_20260107T212627_06be5789",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "Document1.docx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0015.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:27:12.470982",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_212712_140448125474416"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_212712_140448125787728.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T212627_06be5789_0001",
+  "timestamp": "2026-01-07T20:26:30.240048+00:00",
+  "session_id": "sess_20260107T212627_06be5789",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "✳ Project Directory Structure",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0002.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:27:12.469831",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_212712_140448125787728"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_212712_140448125791136.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T212627_06be5789_0011",
+  "timestamp": "2026-01-07T20:26:45.956139+00:00",
+  "session_id": "sess_20260107T212627_06be5789",
+  "window": {
+    "app_name": "unknown_app",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0012.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:27:12.470748",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_212712_140448125791136"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_212712_140448125792288.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T212627_06be5789_0012",
+  "timestamp": "2026-01-07T20:26:50.892831+00:00",
+  "session_id": "sess_20260107T212627_06be5789",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0013.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:27:12.470831",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_212712_140448125792288"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_212712_140448151238992.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T212627_06be5789_0000",
+  "timestamp": "2026-01-07T20:26:28.986214+00:00",
+  "session_id": "sess_20260107T212627_06be5789",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "✳ Project Directory Structure",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0001.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:27:12.469656",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_212712_140448151238992"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_213305_127970306642320.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T213215_e2f57334_0018",
+  "timestamp": "2026-01-07T20:32:54.870275+00:00",
+  "session_id": "sess_20260107T213215_e2f57334",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Document1.docx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0019.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:33:05.250233",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_213305_127970306642320"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_213305_127970306645440.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T213215_e2f57334_0004",
+  "timestamp": "2026-01-07T20:32:20.398268+00:00",
+  "session_id": "sess_20260107T213215_e2f57334",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:33:05.249034",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_213305_127970306645440"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_213305_127970306645632.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T213215_e2f57334_0017",
+  "timestamp": "2026-01-07T20:32:47.199359+00:00",
+  "session_id": "sess_20260107T213215_e2f57334",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "Document1.docx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0018.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:33:05.250155",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_213305_127970306645632"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_213305_127970306647072.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T213215_e2f57334_0005",
+  "timestamp": "2026-01-07T20:32:21.126533+00:00",
+  "session_id": "sess_20260107T213215_e2f57334",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:33:05.249115",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_213305_127970306647072"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_213305_127970306648560.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T213215_e2f57334_0006",
+  "timestamp": "2026-01-07T20:32:24.039401+00:00",
+  "session_id": "sess_20260107T213215_e2f57334",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:33:05.249196",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_213305_127970306648560"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_213305_127970306648704.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T213215_e2f57334_0016",
+  "timestamp": "2026-01-07T20:32:45.766757+00:00",
+  "session_id": "sess_20260107T213215_e2f57334",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0017.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:33:05.250080",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_213305_127970306648704"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_213305_127970306650144.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T213215_e2f57334_0007",
+  "timestamp": "2026-01-07T20:32:25.128080+00:00",
+  "session_id": "sess_20260107T213215_e2f57334",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0008.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:33:05.249312",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_213305_127970306650144"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_213305_127970306650576.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T213215_e2f57334_0015",
+  "timestamp": "2026-01-07T20:32:44.047556+00:00",
+  "session_id": "sess_20260107T213215_e2f57334",
+  "window": {
+    "app_name": "unknown_app",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0016.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:33:05.250004",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_213305_127970306650576"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_213305_127970306651824.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T213215_e2f57334_0008",
+  "timestamp": "2026-01-07T20:32:26.394730+00:00",
+  "session_id": "sess_20260107T213215_e2f57334",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:33:05.249393",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_213305_127970306651824"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_213305_127970306866736.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T213215_e2f57334_0014",
+  "timestamp": "2026-01-07T20:32:39.565384+00:00",
+  "session_id": "sess_20260107T213215_e2f57334",
+  "window": {
+    "app_name": "unknown_app",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0015.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:33:05.249925",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_213305_127970306866736"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_213305_127970306866928.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T213215_e2f57334_0009",
+  "timestamp": "2026-01-07T20:32:27.953348+00:00",
+  "session_id": "sess_20260107T213215_e2f57334",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0010.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:33:05.249473",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_213305_127970306866928"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_213305_127970306919648.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T213215_e2f57334_0010",
+  "timestamp": "2026-01-07T20:32:29.641936+00:00",
+  "session_id": "sess_20260107T213215_e2f57334",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:33:05.249548",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_213305_127970306919648"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_213305_127970306925648.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T213215_e2f57334_0011",
+  "timestamp": "2026-01-07T20:32:35.269536+00:00",
+  "session_id": "sess_20260107T213215_e2f57334",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:33:05.249622",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_213305_127970306925648"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_213305_127970306926416.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T213215_e2f57334_0022",
+  "timestamp": "2026-01-07T20:33:00.455148+00:00",
+  "session_id": "sess_20260107T213215_e2f57334",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:33:05.250527",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_213305_127970306926416"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_213305_127970306927328.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T213215_e2f57334_0012",
+  "timestamp": "2026-01-07T20:32:36.313719+00:00",
+  "session_id": "sess_20260107T213215_e2f57334",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0013.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:33:05.249694",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_213305_127970306927328"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_213305_127970306927616.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T213215_e2f57334_0021",
+  "timestamp": "2026-01-07T20:32:58.768823+00:00",
+  "session_id": "sess_20260107T213215_e2f57334",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0022.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:33:05.250456",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_213305_127970306927616"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_213305_127970306929008.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T213215_e2f57334_0013",
+  "timestamp": "2026-01-07T20:32:39.042490+00:00",
+  "session_id": "sess_20260107T213215_e2f57334",
+  "window": {
+    "app_name": "unknown_app",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0014.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:33:05.249770",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_213305_127970306929008"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_213305_127970308153344.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T213215_e2f57334_0002",
+  "timestamp": "2026-01-07T20:32:18.863279+00:00",
+  "session_id": "sess_20260107T213215_e2f57334",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:33:05.248859",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_213305_127970308153344"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_213305_127970308154016.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T213215_e2f57334_0019",
+  "timestamp": "2026-01-07T20:32:57.335457+00:00",
+  "session_id": "sess_20260107T213215_e2f57334",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0020.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:33:05.250310",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_213305_127970308154016"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_213305_127970308154880.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T213215_e2f57334_0003",
+  "timestamp": "2026-01-07T20:32:19.613350+00:00",
+  "session_id": "sess_20260107T213215_e2f57334",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:33:05.248951",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_213305_127970308154880"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_213305_127970308254672.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T213215_e2f57334_0001",
+  "timestamp": "2026-01-07T20:32:17.479172+00:00",
+  "session_id": "sess_20260107T213215_e2f57334",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:33:05.248738",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_213305_127970308254672"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_213305_127970308257456.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T213215_e2f57334_0020",
+  "timestamp": "2026-01-07T20:32:57.845738+00:00",
+  "session_id": "sess_20260107T213215_e2f57334",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0021.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:33:05.250384",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_213305_127970308257456"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_213305_127970310550736.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T213215_e2f57334_0000",
+  "timestamp": "2026-01-07T20:32:16.508640+00:00",
+  "session_id": "sess_20260107T213215_e2f57334",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:33:05.248549",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_213305_127970310550736"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_214242_134904667389440.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T214146_9e38c4f7_0015",
+  "timestamp": "2026-01-07T20:42:08.697630+00:00",
+  "session_id": "sess_20260107T214146_9e38c4f7",
+  "window": {
+    "app_name": "unknown_app",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0016.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:42:42.910715",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_214242_134904667389440"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_214242_134904667441776.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T214146_9e38c4f7_0016",
+  "timestamp": "2026-01-07T20:42:09.358656+00:00",
+  "session_id": "sess_20260107T214146_9e38c4f7",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0017.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:42:42.910790",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_214242_134904667441776"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_214242_134904667442784.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T214146_9e38c4f7_0017",
+  "timestamp": "2026-01-07T20:42:10.538596+00:00",
+  "session_id": "sess_20260107T214146_9e38c4f7",
+  "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": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:42:42.910867",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_214242_134904667442784"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_214242_134904667449744.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T214146_9e38c4f7_0018",
+  "timestamp": "2026-01-07T20:42:11.086253+00:00",
+  "session_id": "sess_20260107T214146_9e38c4f7",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "Document1.docx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0019.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:42:42.910937",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_214242_134904667449744"
+  }
+}

data/training/screen_states/2026-01-07/state_20260107_214242_134904667451280.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260107T214146_9e38c4f7_0019",
+  "timestamp": "2026-01-07T20:42:18.880527+00:00",
+  "session_id": "sess_20260107T214146_9e38c4f7",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Document1.docx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "shots/shot_0020.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "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": [
+      "Facturation_T2A_demo"
+    ],
+    "business_variables": {
+      "customer": "Clinique Demo",
+      "training_label": "Facturation_T2A_demo",
+      "notes": "Session réelle avec clics + screenshots + key combos."
+    }
+  },
+  "metadata": {},
+  "ui_elements": [],
+  "_metadata": {
+    "saved_at": "2026-01-07T21:42:42.911010",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260107_214242_134904667451280"
+  }
+}