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/2026-01-08/state_20260108_012946_125339945685584.json

@@ -0,0 +1,49 @@
+{
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+  "timestamp": "2026-01-08T00:28:39.296158+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
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+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
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+      "vector_id": "emb_shot_0047",
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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": "2026-01-08T01:29:46.769549",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945685584"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945685824.json

@@ -0,0 +1,49 @@
+{
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+  "timestamp": "2026-01-08T00:27:26.233038+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "unknown_app",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
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+    "capture_method": "agent_v0",
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+    "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": "2026-01-08T01:29:46.766843",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945685824"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945686064.json

@@ -0,0 +1,49 @@
+{
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+  "timestamp": "2026-01-08T00:27:09.146534+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
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+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
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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": "2026-01-08T01:29:46.764903",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945686064"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945687744.json

@@ -0,0 +1,49 @@
+{
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+  "timestamp": "2026-01-08T00:27:12.235140+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
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+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
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+    "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": "2026-01-08T01:29:46.765029",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945687744"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945687936.json

@@ -0,0 +1,49 @@
+{
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+  "timestamp": "2026-01-08T00:28:38.043497+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0046.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
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+      "vector_id": "emb_shot_0046",
+      "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": "2026-01-08T01:29:46.769468",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945687936"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945688656.json

@@ -0,0 +1,49 @@
+{
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+  "timestamp": "2026-01-08T00:27:24.620000+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
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+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
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+    "capture_method": "agent_v0",
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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": "2026-01-08T01:29:46.766748",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945688656"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945689136.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0003",
+  "timestamp": "2026-01-08T00:27:13.307019+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0004.png",
+    "capture_method": "agent_v0",
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+    "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": "2026-01-08T01:29:46.765135",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945689136"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945689232.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0035",
+  "timestamp": "2026-01-08T00:28:16.289472+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Livre1.xlsx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0036.png",
+    "capture_method": "agent_v0",
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+  },
+  "perception": {
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+      "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": "2026-01-08T01:29:46.768620",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945689232"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945689808.json

@@ -0,0 +1,49 @@
+{
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+  "session_id": "sess_20260108T012706_fc7c1a00",
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+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0012.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
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+      "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": "2026-01-08T01:29:46.766651",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945689808"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945690624.json

@@ -0,0 +1,49 @@
+{
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+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0005.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
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+      "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": {
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+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945690624"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945691344.json

@@ -0,0 +1,49 @@
+{
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+    "window_title": "*Livre1.xlsx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0037.png",
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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": "2026-01-08T01:29:46.768692",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945691344"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945691680.json

@@ -0,0 +1,49 @@
+{
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+  "timestamp": "2026-01-08T00:27:21.679611+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
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+    "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": "2026-01-08T01:29:46.766556",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945691680"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945692112.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0005",
+  "timestamp": "2026-01-08T00:27:15.190273+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.765326",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945692112"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945693312.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0006",
+  "timestamp": "2026-01-08T00:27:16.991858+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.765419",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945693312"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945694176.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0037",
+  "timestamp": "2026-01-08T00:28:19.831244+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Livre1.xlsx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0038.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0038",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "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": "2026-01-08T01:29:46.768769",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945694176"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945694560.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0009",
+  "timestamp": "2026-01-08T00:27:20.798492+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.766462",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945694560"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945694896.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0044",
+  "timestamp": "2026-01-08T00:28:37.501835+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0045.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0045",
+      "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": "2026-01-08T01:29:46.769381",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945694896"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945694944.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0007",
+  "timestamp": "2026-01-08T00:27:19.215769+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.765511",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945694944"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945696144.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0034",
+  "timestamp": "2026-01-08T00:28:14.603576+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Livre1.xlsx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.768550",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945696144"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945696864.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0014",
+  "timestamp": "2026-01-08T00:27:27.139316+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "unknown_app",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.766937",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945696864"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945730272.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0047",
+  "timestamp": "2026-01-08T00:28:40.837173+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0048.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0048",
+      "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": "2026-01-08T01:29:46.769631",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945730272"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945731088.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0015",
+  "timestamp": "2026-01-08T00:27:30.019024+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "unknown_app",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.767028",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945731088"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945731280.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0032",
+  "timestamp": "2026-01-08T00:28:06.131161+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Livre1.xlsx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.768406",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945731280"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945731328.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0033",
+  "timestamp": "2026-01-08T00:28:08.680669+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Livre1.xlsx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.768478",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945731328"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945732576.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0016",
+  "timestamp": "2026-01-08T00:27:30.812816+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.767118",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945732576"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945733344.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0048",
+  "timestamp": "2026-01-08T00:28:41.607720+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0049.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0049",
+      "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": "2026-01-08T01:29:46.769712",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945733344"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945734016.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0017",
+  "timestamp": "2026-01-08T00:27:31.884157+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.767207",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945734016"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945734832.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0031",
+  "timestamp": "2026-01-08T00:28:05.513367+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Livre1.xlsx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.768335",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945734832"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945735504.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0018",
+  "timestamp": "2026-01-08T00:27:33.156901+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "Document1.docx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.767288",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945735504"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945735984.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0030",
+  "timestamp": "2026-01-08T00:28:04.646420+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Livre1.xlsx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.768263",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945735984"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945736368.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0049",
+  "timestamp": "2026-01-08T00:28:42.443179+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0050.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0050",
+      "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": "2026-01-08T01:29:46.769797",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945736368"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945736992.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0019",
+  "timestamp": "2026-01-08T00:27:34.519496+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "Document1.docx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.767365",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945736992"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945738480.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0020",
+  "timestamp": "2026-01-08T00:27:46.806070+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Document1.docx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.767440",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945738480"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945739056.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0029",
+  "timestamp": "2026-01-08T00:28:03.694743+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Livre1.xlsx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.768181",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945739056"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945739968.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0021",
+  "timestamp": "2026-01-08T00:27:47.318744+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.767518",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945739968"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945740112.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0050",
+  "timestamp": "2026-01-08T00:28:43.684879+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0051.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0051",
+      "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": "2026-01-08T01:29:46.769887",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945740112"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945740496.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0028",
+  "timestamp": "2026-01-08T00:28:02.532855+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Livre1.xlsx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.768109",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945740496"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945741456.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0022",
+  "timestamp": "2026-01-08T00:27:48.621863+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.767593",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945741456"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945741648.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0051",
+  "timestamp": "2026-01-08T00:28:44.937619+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0052.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0052",
+      "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": "2026-01-08T01:29:46.769969",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945741648"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945742944.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0023",
+  "timestamp": "2026-01-08T00:27:50.339401+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.767670",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945742944"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945743664.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0052",
+  "timestamp": "2026-01-08T00:28:46.073943+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0053.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0053",
+      "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": "2026-01-08T01:29:46.770051",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945743664"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945744096.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0027",
+  "timestamp": "2026-01-08T00:28:01.054760+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.768034",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945744096"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945744528.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0024",
+  "timestamp": "2026-01-08T00:27:52.313347+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "unknown_app",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.767745",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945744528"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945745248.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0026",
+  "timestamp": "2026-01-08T00:27:59.310270+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "unknown_app",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.767958",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945745248"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945746208.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0025",
+  "timestamp": "2026-01-08T00:27:52.946074+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "unknown_app",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.767832",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945746208"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945764192.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0055",
+  "timestamp": "2026-01-08T00:28:52.022022+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0056.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0056",
+      "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": "2026-01-08T01:29:46.770324",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945764192"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945764576.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0038",
+  "timestamp": "2026-01-08T00:28:22.722963+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Livre1.xlsx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0039.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0039",
+      "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": "2026-01-08T01:29:46.768848",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945764576"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945766256.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0039",
+  "timestamp": "2026-01-08T00:28:25.181460+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Livre1.xlsx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0040.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0040",
+      "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": "2026-01-08T01:29:46.768927",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945766256"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945767888.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0040",
+  "timestamp": "2026-01-08T00:28:26.592507+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0041.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0041",
+      "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": "2026-01-08T01:29:46.769002",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945767888"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945768416.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0054",
+  "timestamp": "2026-01-08T00:28:49.323510+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0055.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0055",
+      "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": "2026-01-08T01:29:46.770224",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945768416"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945769520.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0041",
+  "timestamp": "2026-01-08T00:28:29.753469+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0042.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0042",
+      "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": "2026-01-08T01:29:46.769075",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945769520"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945770096.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0053",
+  "timestamp": "2026-01-08T00:28:47.453961+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0054.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0054",
+      "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": "2026-01-08T01:29:46.770136",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945770096"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945771104.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0042",
+  "timestamp": "2026-01-08T00:28:33.142210+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0043.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0043",
+      "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": "2026-01-08T01:29:46.769155",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945771104"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945772736.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0043",
+  "timestamp": "2026-01-08T00:28:35.183424+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0044.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0044",
+      "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": "2026-01-08T01:29:46.769251",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945772736"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945774368.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0056",
+  "timestamp": "2026-01-08T00:28:52.694716+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0057.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0057",
+      "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": "2026-01-08T01:29:46.770409",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945774368"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945776000.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0057",
+  "timestamp": "2026-01-08T00:28:53.459588+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0058.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0058",
+      "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": "2026-01-08T01:29:46.770493",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945776000"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945777536.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0058",
+  "timestamp": "2026-01-08T00:28:54.551596+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0059.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0059",
+      "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": "2026-01-08T01:29:46.770579",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945777536"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945779120.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0059",
+  "timestamp": "2026-01-08T00:28:55.723041+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0060.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0060",
+      "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": "2026-01-08T01:29:46.770666",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945779120"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125339945829920.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0060",
+  "timestamp": "2026-01-08T00:28:58.387922+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/shots/shot_0061.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0061",
+      "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": "2026-01-08T01:29:46.770748",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125339945829920"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125340637137376.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0008",
+  "timestamp": "2026-01-08T00:27:20.010504+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.766357",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125340637137376"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_012946_125340637256912.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T012706_fc7c1a00_0000",
+  "timestamp": "2026-01-08T00:27:07.744719+00:00",
+  "session_id": "sess_20260108T012706_fc7c1a00",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T012706_fc7c1a00/sess_20260108T012706_fc7c1a00/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": "2026-01-08T01:29:46.764702",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_012946_125340637256912"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136142276357744.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0033",
+  "timestamp": "2026-01-08T00:43:39.869929+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Livre1.xlsx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.123057",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136142276357744"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136142276358368.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0001",
+  "timestamp": "2026-01-08T00:42:41.238048+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.119366",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136142276358368"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136142276359232.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0011",
+  "timestamp": "2026-01-08T00:42:56.452549+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.121201",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136142276359232"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136142276359808.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0034",
+  "timestamp": "2026-01-08T00:43:40.852806+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Livre1.xlsx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.123129",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136142276359808"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136142276359952.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0002",
+  "timestamp": "2026-01-08T00:42:42.070331+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "chrome",
+    "window_title": "RPA Vision V3 - Dashboard - Google Chrome",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.119492",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136142276359952"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136142276360864.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0010",
+  "timestamp": "2026-01-08T00:42:55.512876+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.121099",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136142276360864"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136142276361440.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0003",
+  "timestamp": "2026-01-08T00:42:44.773111+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "chrome",
+    "window_title": "RPA Vision V3 - Dashboard - Google Chrome",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.119613",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136142276361440"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136142746214544.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0000",
+  "timestamp": "2026-01-08T00:42:41.168260+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.119140",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136142746214544"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136142746222176.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0009",
+  "timestamp": "2026-01-08T00:42:54.848154+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.120997",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136142746222176"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499510272.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0004",
+  "timestamp": "2026-01-08T00:42:48.106624+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "chrome",
+    "window_title": "Nouvel onglet - Google Chrome",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.119712",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499510272"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499511184.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0031",
+  "timestamp": "2026-01-08T00:43:36.910365+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Livre1.xlsx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.122913",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499511184"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499511232.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0014",
+  "timestamp": "2026-01-08T00:43:01.057873+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "chrome",
+    "window_title": "Connexion - Google Chrome",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.121472",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499511232"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499511760.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0005",
+  "timestamp": "2026-01-08T00:42:48.606539+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "chrome",
+    "window_title": "Nouvel onglet - Google Chrome",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.119812",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499511760"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499512960.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0032",
+  "timestamp": "2026-01-08T00:43:38.002109+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Livre1.xlsx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.122986",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499512960"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499513440.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0006",
+  "timestamp": "2026-01-08T00:42:51.203159+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "chrome",
+    "window_title": "Connexion - Google Chrome",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.119912",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499513440"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499514352.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0013",
+  "timestamp": "2026-01-08T00:42:59.538033+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "chrome",
+    "window_title": "Connexion - Google Chrome",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.121383",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499514352"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499514880.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0007",
+  "timestamp": "2026-01-08T00:42:52.289324+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "chrome",
+    "window_title": "Connexion - Google Chrome",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.120008",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499514880"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499515408.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0012",
+  "timestamp": "2026-01-08T00:42:58.212674+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.121292",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499515408"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499516368.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0008",
+  "timestamp": "2026-01-08T00:42:53.876068+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "gnome-calculato",
+    "window_title": "Calculatrice",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.120099",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499516368"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499517472.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0015",
+  "timestamp": "2026-01-08T00:43:01.518974+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "unknown_app",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.121564",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499517472"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499519008.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0016",
+  "timestamp": "2026-01-08T00:43:02.334999+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "unknown_app",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.121653",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499519008"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499520160.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0030",
+  "timestamp": "2026-01-08T00:43:27.397356+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Livre1.xlsx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.122832",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499520160"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499520496.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0017",
+  "timestamp": "2026-01-08T00:43:05.508163+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "unknown_app",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.121742",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499520496"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499521168.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0029",
+  "timestamp": "2026-01-08T00:43:25.100851+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.122750",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499521168"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499521984.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0018",
+  "timestamp": "2026-01-08T00:43:07.277811+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.121878",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499521984"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499522704.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0028",
+  "timestamp": "2026-01-08T00:43:24.062584+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.122680",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499522704"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499523472.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0019",
+  "timestamp": "2026-01-08T00:43:07.971734+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "Document1.docx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.121966",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499523472"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499524960.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0020",
+  "timestamp": "2026-01-08T00:43:09.001687+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "Document1.docx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.122043",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499524960"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499525872.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0027",
+  "timestamp": "2026-01-08T00:43:23.387716+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "unknown_app",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.122604",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499525872"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499542896.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0021",
+  "timestamp": "2026-01-08T00:43:15.774077+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Document1.docx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.122121",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499542896"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499543568.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0038",
+  "timestamp": "2026-01-08T00:43:49.397635+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "chrome",
+    "window_title": "Connexion - Google Chrome",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/shots/shot_0039.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0039",
+      "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": "2026-01-08T01:44:46.123418",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499543568"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499544384.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0022",
+  "timestamp": "2026-01-08T00:43:16.931855+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.122195",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499544384"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499545104.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0037",
+  "timestamp": "2026-01-08T00:43:46.199604+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/shots/shot_0038.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0038",
+      "dimensions": 512
+    },
+    "detected_text": [],
+    "text_detection_method": "none",
+    "confidence_avg": 1.0
+  },
+  "context": {
+    "current_workflow_candidate": null,
+    "workflow_step": null,
+    "user_id": "demo_user",
+    "tags": [
+      "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": "2026-01-08T01:44:46.123347",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499545104"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499545536.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0048",
+  "timestamp": "2026-01-08T00:44:03.137790+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "chrome",
+    "window_title": "RPA Vision V3 - Dashboard - Google Chrome",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/shots/shot_0049.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0049",
+      "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": "2026-01-08T01:44:46.124191",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499545536"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499545872.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0023",
+  "timestamp": "2026-01-08T00:43:17.932142+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "chrome",
+    "window_title": "Connexion - Google Chrome",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.122268",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499545872"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499546880.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0049",
+  "timestamp": "2026-01-08T00:44:05.415024+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "gnome-terminal-",
+    "window_title": "Terminal",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/shots/shot_0050.png",
+    "capture_method": "agent_v0",
+    "file_size_bytes": 0
+  },
+  "perception": {
+    "embedding": {
+      "provider": "pending",
+      "vector_id": "emb_shot_0050",
+      "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": "2026-01-08T01:44:46.124263",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499546880"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499547456.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0024",
+  "timestamp": "2026-01-08T00:43:19.338568+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "chrome",
+    "window_title": "Connexion - Google Chrome",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.122342",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499547456"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499548416.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0036",
+  "timestamp": "2026-01-08T00:43:45.054178+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "DesktopEditors",
+    "window_title": "*Livre1.xlsx — ONLYOFFICE",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.123272",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499548416"
+  }
+}

data/training/screen_states/2026-01-08/state_20260108_014446_136143499549136.json

@@ -0,0 +1,49 @@
+{
+  "screen_state_id": "state_sess_20260108T014239_2216f0f5_0025",
+  "timestamp": "2026-01-08T00:43:19.814515+00:00",
+  "session_id": "sess_20260108T014239_2216f0f5",
+  "window": {
+    "app_name": "unknown_app",
+    "window_title": "unknown_window",
+    "screen_resolution": [
+      1920,
+      1080
+    ],
+    "workspace": "main"
+  },
+  "raw": {
+    "screenshot_path": "data/training/sessions/sess_20260108T014239_2216f0f5/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": "2026-01-08T01:44:46.122413",
+    "schema_version": "screenstate_v1",
+    "state_id": "20260108_014446_136143499549136"
+  }
+}