Add four formal Ground Truth human-review bundles

formal_human_review/13e06cb2496cdd353d2eb20d/README.md

@@ -0,0 +1,30 @@
+# Human review: FiveM
+
+Sample ID: `13e06cb2496cdd353d2eb20d`
+
+Final routing confidence: **69**
+
+## Raw frame
+
+![Raw gameplay frame](raw.jpg)
+
+## Round 2 refined overlay
+
+![Round 2 overlay](round2_overlay.jpg)
+
+## Round 3 Sol X-High adjudication
+
+![Round 3 overlay](round3_overlay.jpg)
+
+Round-3 added slots: `none`
+
+Round-3 removed slots: `none`
+
+Round-3 unresolved questions:
+
+- The exact gameplay functions of the tiny upper-right colored readouts are not legible.
+- Several lower-left condition pictograms are too small to separate confidently into armor, stamina, survival-needs, or status-effect slots.
+
+## Decision requested
+
+Reply with either **approve round 3** or list the exact slot additions, removals, or relabels required. Base the decision only on visible pixels.

formal_human_review/13e06cb2496cdd353d2eb20d/confidence.json

@@ -0,0 +1,59 @@
+{
+  "schema_version": 1,
+  "score_semantics": "conservative routing score, not calibrated correctness probability",
+  "pre_escalation": {
+    "self_reported_score": 78,
+    "self_reported_level": "medium",
+    "self_reported_needs_review": true,
+    "slot_jaccard": 0.714286,
+    "scene_agreement": true,
+    "visible_hud_agreement": true,
+    "matched_region_agreement": 1.0,
+    "matched_form_agreement": 0.6,
+    "matched_bbox_mean_iou": 0.822279,
+    "consistency_score": 81,
+    "pipeline_score": 69,
+    "routing_score_is_calibrated_probability": false,
+    "reasons": [
+      "slot_inventory_changed_jaccard=0.714",
+      "form_agreement=0.600",
+      "model_requested_review",
+      "unresolved_visual_question"
+    ]
+  },
+  "escalation_threshold": 80,
+  "escalation_triggered": true,
+  "escalation_reasons": [
+    "slot_inventory_changed_jaccard=0.714",
+    "form_agreement=0.600",
+    "model_requested_review",
+    "unresolved_visual_question"
+  ],
+  "escalation_model": "gpt-5.6-sol",
+  "escalation_effort": "xhigh",
+  "final_round": "adjudicated",
+  "final": {
+    "self_reported_score": 78,
+    "self_reported_level": "medium",
+    "self_reported_needs_review": true,
+    "slot_jaccard": 1.0,
+    "scene_agreement": true,
+    "visible_hud_agreement": true,
+    "matched_region_agreement": 1.0,
+    "matched_form_agreement": 1.0,
+    "matched_bbox_mean_iou": 1.0,
+    "consistency_score": 100,
+    "pipeline_score": 69,
+    "routing_score_is_calibrated_probability": false,
+    "reasons": [
+      "model_requested_review",
+      "unresolved_visual_question"
+    ]
+  },
+  "human_review_threshold": 70,
+  "human_review_required": true,
+  "human_review_reasons": [
+    "final_pipeline_confidence_below_threshold",
+    "final_annotation_has_unresolved_questions"
+  ]
+}

formal_human_review/13e06cb2496cdd353d2eb20d/round2_refined.json

@@ -0,0 +1,161 @@
+{
+  "schema_version": 2,
+  "image_id": "13e06cb2496cdd353d2eb20d",
+  "annotation_round": "refined",
+  "scene": "other_gameplay",
+  "visible_hud": true,
+  "annotation_confidence": {
+    "score": 78,
+    "level": "medium",
+    "rationale": "The minimap, circular condition indicators, and active progress bar are clear. The tiny upper-right readouts and exact functions of several lower-left condition gauges remain unresolved.",
+    "needs_review": true
+  },
+  "elements": [
+    {
+      "slot": "other_hud",
+      "bbox": {
+        "x_min": 842,
+        "y_min": 8,
+        "x_max": 982,
+        "y_max": 131
+      },
+      "region": "top_right",
+      "form": "mixed",
+      "evidence": "Compact stack of colored icons and short numeric or text values; visibly overlaid, but no currency, rank, or other narrower function is legible.",
+      "confidence": "medium"
+    },
+    {
+      "slot": "minimap",
+      "bbox": {
+        "x_min": 29,
+        "y_min": 667,
+        "x_max": 181,
+        "y_max": 921
+      },
+      "region": "bottom_left",
+      "form": "panel",
+      "evidence": "Circular blue-toned local street map with a colored position marker and directional wedge.",
+      "confidence": "high"
+    },
+    {
+      "slot": "player_health",
+      "bbox": {
+        "x_min": 27,
+        "y_min": 949,
+        "x_max": 51,
+        "y_max": 996
+      },
+      "region": "bottom_left",
+      "form": "meter",
+      "evidence": "Red-ringed circular vital indicator with a heart-like center pictogram at the start of the condition row.",
+      "confidence": "medium"
+    },
+    {
+      "slot": "survival_needs",
+      "bbox": {
+        "x_min": 54,
+        "y_min": 949,
+        "x_max": 196,
+        "y_max": 996
+      },
+      "region": "bottom_left",
+      "form": "meter",
+      "evidence": "Five adjacent circular player-condition gauges containing distinct need or body-state pictograms.",
+      "confidence": "medium"
+    },
+    {
+      "slot": "progress_meter",
+      "bbox": {
+        "x_min": 393,
+        "y_min": 875,
+        "x_max": 608,
+        "y_max": 956
+      },
+      "region": "bottom_center",
+      "form": "bar",
+      "evidence": "Centered blue horizontal action-progress bar with label text, a pale remaining segment, and a small leading indicator.",
+      "confidence": "high"
+    }
+  ],
+  "exclusions": [
+    {
+      "bbox": {
+        "x_min": 0,
+        "y_min": 0,
+        "x_max": 756,
+        "y_max": 40
+      },
+      "reason": "debug_overlay",
+      "description": "Thin top-edge performance readout listing FPS, ping, packet loss, CPU, GPU, temperature, and VRAM statistics."
+    },
+    {
+      "bbox": {
+        "x_min": 580,
+        "y_min": 488,
+        "x_max": 641,
+        "y_max": 615
+      },
+      "reason": "diegetic_world",
+      "description": "Blue display and controls physically mounted on the medical equipment beside the bed."
+    },
+    {
+      "bbox": {
+        "x_min": 402,
+        "y_min": 313,
+        "x_max": 632,
+        "y_max": 409
+      },
+      "reason": "scenery_or_sign",
+      "description": "White wall-mounted medical fixture with tiny printed markings, rendered in the game world rather than as an overlay."
+    }
+  ],
+  "review": {
+    "draft_was_correct": false,
+    "changes": [
+      {
+        "action": "remove",
+        "slot": "identity_level_xp",
+        "reason": "The tiny upper-right icon and value do not visibly establish player identity, level, rank, or XP."
+      },
+      {
+        "action": "remove",
+        "slot": "currency_resource",
+        "reason": "The small green values do not visibly establish spendable currency or a collectible resource."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "other_hud",
+        "reason": "Expanded the box to consolidate the complete upper-right stack of functionally unreadable HUD readouts."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "player_health",
+        "reason": "Tightened the box around the visible circular indicator."
+      },
+      {
+        "action": "adjust_attribute",
+        "slot": "player_health",
+        "reason": "Changed the form from icon to meter because the indicator is rendered as a circular gauge."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "survival_needs",
+        "reason": "Tightened the box vertically around the five visible circular gauges."
+      },
+      {
+        "action": "adjust_attribute",
+        "slot": "survival_needs",
+        "reason": "Changed the form from mixed to meter because repeated circular gauges dominate the component."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "progress_meter",
+        "reason": "Tightened the box around the leading indicator and horizontal bar."
+      }
+    ],
+    "unresolved": [
+      "The exact gameplay functions of the tiny upper-right colored readouts are not legible.",
+      "Several lower-left condition pictograms are too small to separate confidently into armor, stamina, survival-needs, or status-effect slots."
+    ]
+  }
+}

formal_human_review/13e06cb2496cdd353d2eb20d/round3_adjudicated.json

@@ -0,0 +1,120 @@
+{
+  "schema_version": 2,
+  "image_id": "13e06cb2496cdd353d2eb20d",
+  "annotation_round": "adjudicated",
+  "scene": "other_gameplay",
+  "visible_hud": true,
+  "annotation_confidence": {
+    "score": 78,
+    "level": "medium",
+    "rationale": "The minimap and active progress bar are clear. The tiny upper-right status/value stack and the exact functions of several lower-left circular condition gauges remain visually ambiguous.",
+    "needs_review": true
+  },
+  "elements": [
+    {
+      "slot": "other_hud",
+      "bbox": {
+        "x_min": 842,
+        "y_min": 8,
+        "x_max": 982,
+        "y_max": 131
+      },
+      "region": "top_right",
+      "form": "mixed",
+      "evidence": "Compact gameplay status/value stack with colored pictograms and short numeric or text readouts whose specific functions are not legible.",
+      "confidence": "medium"
+    },
+    {
+      "slot": "minimap",
+      "bbox": {
+        "x_min": 29,
+        "y_min": 667,
+        "x_max": 181,
+        "y_max": 921
+      },
+      "region": "bottom_left",
+      "form": "panel",
+      "evidence": "Circular blue-toned local street map with a colored position marker and directional wedge.",
+      "confidence": "high"
+    },
+    {
+      "slot": "player_health",
+      "bbox": {
+        "x_min": 27,
+        "y_min": 949,
+        "x_max": 51,
+        "y_max": 996
+      },
+      "region": "bottom_left",
+      "form": "meter",
+      "evidence": "Red-ringed circular vital gauge with a heart-like center pictogram at the start of the condition row.",
+      "confidence": "medium"
+    },
+    {
+      "slot": "survival_needs",
+      "bbox": {
+        "x_min": 54,
+        "y_min": 949,
+        "x_max": 196,
+        "y_max": 996
+      },
+      "region": "bottom_left",
+      "form": "meter",
+      "evidence": "Five adjacent circular player-condition gauges containing distinct need or body-state pictograms.",
+      "confidence": "medium"
+    },
+    {
+      "slot": "progress_meter",
+      "bbox": {
+        "x_min": 393,
+        "y_min": 875,
+        "x_max": 608,
+        "y_max": 956
+      },
+      "region": "bottom_center",
+      "form": "bar",
+      "evidence": "Centered blue horizontal action-progress bar with label text, a pale remaining segment, and a small leading indicator.",
+      "confidence": "high"
+    }
+  ],
+  "exclusions": [
+    {
+      "bbox": {
+        "x_min": 0,
+        "y_min": 0,
+        "x_max": 756,
+        "y_max": 40
+      },
+      "reason": "debug_overlay",
+      "description": "Thin top-edge performance readout listing FPS, ping, packet loss, CPU, GPU, temperature, and VRAM statistics."
+    },
+    {
+      "bbox": {
+        "x_min": 580,
+        "y_min": 488,
+        "x_max": 641,
+        "y_max": 615
+      },
+      "reason": "diegetic_world",
+      "description": "Blue display and controls physically mounted on the medical equipment beside the bed."
+    },
+    {
+      "bbox": {
+        "x_min": 402,
+        "y_min": 313,
+        "x_max": 632,
+        "y_max": 409
+      },
+      "reason": "scenery_or_sign",
+      "description": "White wall-mounted medical fixture with tiny printed markings, rendered in the game world rather than as an overlay."
+    }
+  ],
+  "review": {
+    "draft_was_correct": true,
+    "changes": [],
+    "unresolved": [
+      "The exact gameplay functions of the tiny upper-right colored readouts are not legible.",
+      "Several lower-left condition pictograms are too small to separate confidently into armor, stamina, survival-needs, or status-effect slots."
+    ]
+  }
+}

formal_human_review/31bea7df6706952cf58b1ff7/README.md

@@ -0,0 +1,29 @@
+# Human review: Assassin's Creed: Revelations
+
+Sample ID: `31bea7df6706952cf58b1ff7`
+
+Final routing confidence: **69**
+
+## Raw frame
+
+![Raw gameplay frame](raw.jpg)
+
+## Round 2 refined overlay
+
+![Round 2 overlay](round2_overlay.jpg)
+
+## Round 3 Sol X-High adjudication
+
+![Round 3 overlay](round3_overlay.jpg)
+
+Round-3 added slots: `tutorial_control_hint`
+
+Round-3 removed slots: `rhythm_qte`
+
+Round-3 unresolved questions:
+
+- The exact gameplay quantity represented by the small boxed 25 cannot be determined from the visible pixels.
+
+## Decision requested
+
+Reply with either **approve round 3** or list the exact slot additions, removals, or relabels required. Base the decision only on visible pixels.

formal_human_review/31bea7df6706952cf58b1ff7/confidence.json

@@ -0,0 +1,60 @@
+{
+  "schema_version": 1,
+  "score_semantics": "conservative routing score, not calibrated correctness probability",
+  "pre_escalation": {
+    "self_reported_score": 84,
+    "self_reported_level": "medium",
+    "self_reported_needs_review": true,
+    "slot_jaccard": 0.714286,
+    "scene_agreement": true,
+    "visible_hud_agreement": true,
+    "matched_region_agreement": 1.0,
+    "matched_form_agreement": 0.8,
+    "matched_bbox_mean_iou": 1.0,
+    "consistency_score": 86,
+    "pipeline_score": 69,
+    "routing_score_is_calibrated_probability": false,
+    "reasons": [
+      "slot_inventory_changed_jaccard=0.714",
+      "form_agreement=0.800",
+      "model_requested_review",
+      "unresolved_visual_question"
+    ]
+  },
+  "escalation_threshold": 80,
+  "escalation_triggered": true,
+  "escalation_reasons": [
+    "slot_inventory_changed_jaccard=0.714",
+    "form_agreement=0.800",
+    "model_requested_review",
+    "unresolved_visual_question"
+  ],
+  "escalation_model": "gpt-5.6-sol",
+  "escalation_effort": "xhigh",
+  "final_round": "adjudicated",
+  "final": {
+    "self_reported_score": 84,
+    "self_reported_level": "medium",
+    "self_reported_needs_review": true,
+    "slot_jaccard": 0.714286,
+    "scene_agreement": true,
+    "visible_hud_agreement": true,
+    "matched_region_agreement": 1.0,
+    "matched_form_agreement": 1.0,
+    "matched_bbox_mean_iou": 1.0,
+    "consistency_score": 87,
+    "pipeline_score": 69,
+    "routing_score_is_calibrated_probability": false,
+    "reasons": [
+      "slot_inventory_changed_jaccard=0.714",
+      "model_requested_review",
+      "unresolved_visual_question"
+    ]
+  },
+  "human_review_threshold": 70,
+  "human_review_required": true,
+  "human_review_reasons": [
+    "final_pipeline_confidence_below_threshold",
+    "final_annotation_has_unresolved_questions"
+  ]
+}

formal_human_review/31bea7df6706952cf58b1ff7/round2_refined.json

@@ -0,0 +1,112 @@
+{
+  "schema_version": 2,
+  "image_id": "31bea7df6706952cf58b1ff7",
+  "annotation_round": "refined",
+  "scene": "combat",
+  "visible_hud": true,
+  "annotation_confidence": {
+    "score": 84,
+    "level": "medium",
+    "rationale": "The combat HUD, segmented health display, enemy bar, QTE cue, quickslots, and circular map are clearly visible. The exact function of the tiny boxed 25 remains unreadable.",
+    "needs_review": true
+  },
+  "elements": [
+    {
+      "slot": "player_health",
+      "bbox": {
+        "x_min": 78,
+        "y_min": 79,
+        "x_max": 156,
+        "y_max": 131
+      },
+      "region": "top_left",
+      "form": "mixed",
+      "evidence": "A top-left emblem is followed by five bright segmented meter pips.",
+      "confidence": "medium"
+    },
+    {
+      "slot": "enemy_health",
+      "bbox": {
+        "x_min": 502,
+        "y_min": 63,
+        "x_max": 529,
+        "y_max": 87
+      },
+      "region": "top_center",
+      "form": "bar",
+      "evidence": "A short red horizontal bar floats directly above the central standing opponent.",
+      "confidence": "medium"
+    },
+    {
+      "slot": "rhythm_qte",
+      "bbox": {
+        "x_min": 665,
+        "y_min": 67,
+        "x_max": 781,
+        "y_max": 198
+      },
+      "region": "top_right",
+      "form": "icon",
+      "evidence": "Four circular controller-button glyphs form a diamond with curved white and red cue marks above an opponent.",
+      "confidence": "high"
+    },
+    {
+      "slot": "quickslot_inventory",
+      "bbox": {
+        "x_min": 78,
+        "y_min": 758,
+        "x_max": 201,
+        "y_max": 921
+      },
+      "region": "bottom_left",
+      "form": "mixed",
+      "evidence": "A compact bottom-left quick-access cluster contains directional item icons, crossed blades, a plus symbol, and quantities 4 and 5.",
+      "confidence": "high"
+    },
+    {
+      "slot": "other_hud",
+      "bbox": {
+        "x_min": 757,
+        "y_min": 865,
+        "x_max": 790,
+        "y_max": 913
+      },
+      "region": "bottom_right",
+      "form": "text",
+      "evidence": "A tiny boxed 25 beside the map is a fixed numeric gameplay counter, but its specific tracked quantity has no legible identifying icon or label.",
+      "confidence": "medium"
+    },
+    {
+      "slot": "minimap",
+      "bbox": {
+        "x_min": 808,
+        "y_min": 714,
+        "x_max": 938,
+        "y_max": 960
+      },
+      "region": "bottom_right",
+      "form": "panel",
+      "evidence": "A circular red map panel contains darker local shapes, small pale markers, and a yellow directional marker.",
+      "confidence": "high"
+    }
+  ],
+  "exclusions": [],
+  "review": {
+    "draft_was_correct": false,
+    "changes": [
+      {
+        "action": "adjust_attribute",
+        "slot": "rhythm_qte",
+        "reason": "The cue is composed predominantly of pictorial controller-button glyphs and curved marks, so icon is more accurate than mixed."
+      },
+      {
+        "action": "relabel",
+        "slot": "other_hud",
+        "reason": "The boxed 25 lacks visible evidence identifying it specifically as spendable currency or a collectible resource."
+      }
+    ],
+    "unresolved": [
+      "The exact gameplay quantity represented by the small boxed 25 cannot be determined from the visible pixels."
+    ]
+  }
+}

formal_human_review/31bea7df6706952cf58b1ff7/round3_adjudicated.json

@@ -0,0 +1,107 @@
+{
+  "schema_version": 2,
+  "image_id": "31bea7df6706952cf58b1ff7",
+  "annotation_round": "adjudicated",
+  "scene": "combat",
+  "visible_hud": true,
+  "annotation_confidence": {
+    "score": 84,
+    "level": "medium",
+    "rationale": "The combat HUD, segmented player meter, enemy bar, fixed controller-action guide, quickslots, and minimap are clearly visible. The tiny boxed 25 is unmistakable UI, but its tracked quantity is not identifiable.",
+    "needs_review": true
+  },
+  "elements": [
+    {
+      "slot": "player_health",
+      "bbox": {
+        "x_min": 78,
+        "y_min": 79,
+        "x_max": 156,
+        "y_max": 131
+      },
+      "region": "top_left",
+      "form": "mixed",
+      "evidence": "A top-left emblem is followed by five bright segmented meter pips representing the player's life state.",
+      "confidence": "medium"
+    },
+    {
+      "slot": "enemy_health",
+      "bbox": {
+        "x_min": 502,
+        "y_min": 63,
+        "x_max": 529,
+        "y_max": 87
+      },
+      "region": "top_center",
+      "form": "bar",
+      "evidence": "A short red horizontal bar floats directly above the central standing opponent.",
+      "confidence": "medium"
+    },
+    {
+      "slot": "tutorial_control_hint",
+      "bbox": {
+        "x_min": 665,
+        "y_min": 67,
+        "x_max": 781,
+        "y_max": 198
+      },
+      "region": "top_right",
+      "form": "icon",
+      "evidence": "Four circular controller-button glyphs form a fixed diamond at the top right, accompanied by contextual action marks.",
+      "confidence": "high"
+    },
+    {
+      "slot": "quickslot_inventory",
+      "bbox": {
+        "x_min": 78,
+        "y_min": 758,
+        "x_max": 201,
+        "y_max": 921
+      },
+      "region": "bottom_left",
+      "form": "mixed",
+      "evidence": "A compact directional quick-access cluster contains item and weapon icons, a plus symbol, and quantities 4 and 5.",
+      "confidence": "high"
+    },
+    {
+      "slot": "other_hud",
+      "bbox": {
+        "x_min": 757,
+        "y_min": 865,
+        "x_max": 790,
+        "y_max": 913
+      },
+      "region": "bottom_right",
+      "form": "text",
+      "evidence": "A tiny outlined numeric counter reading 25 sits immediately left of the minimap, without a visible icon identifying its function.",
+      "confidence": "medium"
+    },
+    {
+      "slot": "minimap",
+      "bbox": {
+        "x_min": 808,
+        "y_min": 714,
+        "x_max": 938,
+        "y_max": 960
+      },
+      "region": "bottom_right",
+      "form": "panel",
+      "evidence": "A circular red map panel contains darker local geometry, several pale markers, and a yellow directional marker.",
+      "confidence": "high"
+    }
+  ],
+  "exclusions": [],
+  "review": {
+    "draft_was_correct": false,
+    "changes": [
+      {
+        "action": "relabel",
+        "slot": "tutorial_control_hint",
+        "reason": "The fixed four-button diamond is a contextual controller-action guide, not a timed or sequenced quick-time-event cue."
+      }
+    ],
+    "unresolved": [
+      "The exact gameplay quantity represented by the small boxed 25 cannot be determined from the visible pixels."
+    ]
+  }
+}

formal_human_review/625c5963b9d3c186f8bf951a/README.md

@@ -0,0 +1,29 @@
+# Human review: ARMA 3
+
+Sample ID: `625c5963b9d3c186f8bf951a`
+
+Final routing confidence: **69**
+
+## Raw frame
+
+![Raw gameplay frame](raw.jpg)
+
+## Round 2 refined overlay
+
+![Round 2 overlay](round2_overlay.jpg)
+
+## Round 3 Sol X-High adjudication
+
+![Round 3 overlay](round3_overlay.jpg)
+
+Round-3 added slots: `none`
+
+Round-3 removed slots: `none`
+
+Round-3 unresolved questions:
+
+- The tiny panel labels and condition pictograms are partly unreadable, so their exact subcomponent meanings cannot be resolved confidently from this frame.
+
+## Decision requested
+
+Reply with either **approve round 3** or list the exact slot additions, removals, or relabels required. Base the decision only on visible pixels.

formal_human_review/625c5963b9d3c186f8bf951a/confidence.json

@@ -0,0 +1,63 @@
+{
+  "schema_version": 1,
+  "score_semantics": "conservative routing score, not calibrated correctness probability",
+  "pre_escalation": {
+    "self_reported_score": 77,
+    "self_reported_level": "medium",
+    "self_reported_needs_review": true,
+    "slot_jaccard": 0.333333,
+    "scene_agreement": true,
+    "visible_hud_agreement": true,
+    "matched_region_agreement": 0.5,
+    "matched_form_agreement": 0.5,
+    "matched_bbox_mean_iou": 0.243192,
+    "consistency_score": 46,
+    "pipeline_score": 46,
+    "routing_score_is_calibrated_probability": false,
+    "reasons": [
+      "slot_inventory_changed_jaccard=0.333",
+      "region_agreement=0.500",
+      "form_agreement=0.500",
+      "mean_bbox_iou=0.243",
+      "model_requested_review",
+      "unresolved_visual_question"
+    ]
+  },
+  "escalation_threshold": 80,
+  "escalation_triggered": true,
+  "escalation_reasons": [
+    "slot_inventory_changed_jaccard=0.333",
+    "region_agreement=0.500",
+    "form_agreement=0.500",
+    "mean_bbox_iou=0.243",
+    "model_requested_review",
+    "unresolved_visual_question"
+  ],
+  "escalation_model": "gpt-5.6-sol",
+  "escalation_effort": "xhigh",
+  "final_round": "adjudicated",
+  "final": {
+    "self_reported_score": 77,
+    "self_reported_level": "medium",
+    "self_reported_needs_review": true,
+    "slot_jaccard": 1.0,
+    "scene_agreement": true,
+    "visible_hud_agreement": true,
+    "matched_region_agreement": 1.0,
+    "matched_form_agreement": 1.0,
+    "matched_bbox_mean_iou": 1.0,
+    "consistency_score": 100,
+    "pipeline_score": 69,
+    "routing_score_is_calibrated_probability": false,
+    "reasons": [
+      "model_requested_review",
+      "unresolved_visual_question"
+    ]
+  },
+  "human_review_threshold": 70,
+  "human_review_required": true,
+  "human_review_reasons": [
+    "final_pipeline_confidence_below_threshold",
+    "final_annotation_has_unresolved_questions"
+  ]
+}

formal_human_review/625c5963b9d3c186f8bf951a/round2_refined.json

@@ -0,0 +1,172 @@
+{
+  "schema_version": 2,
+  "image_id": "625c5963b9d3c186f8bf951a",
+  "annotation_round": "refined",
+  "scene": "driving_racing",
+  "visible_hud": true,
+  "annotation_confidence": {
+    "score": 77,
+    "level": "medium",
+    "rationale": "Four HUD clusters are visible and localized, but the source resolution leaves the tiny upper-left labels and lower-right condition pictograms partly unreadable.",
+    "needs_review": true
+  },
+  "elements": [
+    {
+      "slot": "vehicle_health",
+      "bbox": {
+        "x_min": 7,
+        "y_min": 20,
+        "x_max": 136,
+        "y_max": 87
+      },
+      "region": "top_left",
+      "form": "panel",
+      "evidence": "Compact gray vehicle-status panel containing several small labeled component fields rather than a lap or position readout.",
+      "confidence": "medium"
+    },
+    {
+      "slot": "tutorial_control_hint",
+      "bbox": {
+        "x_min": 0,
+        "y_min": 716,
+        "x_max": 151,
+        "y_max": 855
+      },
+      "region": "bottom_left",
+      "form": "mixed",
+      "evidence": "A left-edge chevron accompanies several lines of small control-instruction text; the circular dashboard feature below is not part of the overlay.",
+      "confidence": "medium"
+    },
+    {
+      "slot": "currency_resource",
+      "bbox": {
+        "x_min": 903,
+        "y_min": 830,
+        "x_max": 998,
+        "y_max": 898
+      },
+      "region": "bottom_right",
+      "form": "text",
+      "evidence": "Green multi-digit resource readout ending with a small currency-like symbol.",
+      "confidence": "medium"
+    },
+    {
+      "slot": "survival_needs",
+      "bbox": {
+        "x_min": 900,
+        "y_min": 916,
+        "x_max": 998,
+        "y_max": 998
+      },
+      "region": "bottom_right",
+      "form": "icon",
+      "evidence": "Row of blue, green, and red player-condition pictograms beneath the resource readout, including consumable-style status symbols.",
+      "confidence": "medium"
+    }
+  ],
+  "exclusions": [
+    {
+      "bbox": {
+        "x_min": 630,
+        "y_min": 230,
+        "x_max": 882,
+        "y_max": 401
+      },
+      "reason": "diegetic_world",
+      "description": "Physical rear-view mirror mounted inside the vehicle."
+    },
+    {
+      "bbox": {
+        "x_min": 130,
+        "y_min": 645,
+        "x_max": 470,
+        "y_max": 932
+      },
+      "reason": "diegetic_world",
+      "description": "Physical dashboard instrument cluster with analog gauges and an embedded display."
+    },
+    {
+      "bbox": {
+        "x_min": 576,
+        "y_min": 750,
+        "x_max": 716,
+        "y_max": 905
+      },
+      "reason": "diegetic_world",
+      "description": "Illuminated infotainment display embedded in the center dashboard."
+    },
+    {
+      "bbox": {
+        "x_min": 9,
+        "y_min": 853,
+        "x_max": 72,
+        "y_max": 972
+      },
+      "reason": "diegetic_world",
+      "description": "Circular physical dashboard control or vent below the lower-left HUD text."
+    }
+  ],
+  "review": {
+    "draft_was_correct": false,
+    "changes": [
+      {
+        "action": "remove",
+        "slot": "race_position_lap",
+        "reason": "The upper-left panel contains no visible lap, race-position, checkpoint, or race-progress evidence."
+      },
+      {
+        "action": "relabel",
+        "slot": "vehicle_health",
+        "reason": "The upper-left panel presents compact vehicle component status fields; no visible lap, position, or checkpoint evidence supports race_position_lap."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "tutorial_control_hint",
+        "reason": "The lower boundary was tightened to exclude the circular physical dashboard feature beneath the instruction text."
+      },
+      {
+        "action": "adjust_attribute",
+        "slot": "tutorial_control_hint",
+        "reason": "Confidence was lowered from high to medium because the small instruction text is only partly legible."
+      },
+      {
+        "action": "remove",
+        "slot": "vehicle_speed_gear",
+        "reason": "The draft vehicle-speed-and-gear slot was removed because the green digits do not show visible speed, gear, RPM, or throttle evidence."
+      },
+      {
+        "action": "relabel",
+        "slot": "currency_resource",
+        "reason": "The lower-right green digits form a resource amount with a currency-like suffix, not a speed, gear, RPM, or throttle display."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "currency_resource",
+        "reason": "The box was tightened around the green numeric resource readout and separated from the icon row below."
+      },
+      {
+        "action": "adjust_attribute",
+        "slot": "currency_resource",
+        "reason": "The form changed from mixed to text and confidence was lowered because the compact suffix is difficult to read."
+      },
+      {
+        "action": "relabel",
+        "slot": "survival_needs",
+        "reason": "The colored lower-right pictograms resemble persistent player-condition needs indicators rather than vehicle damage components."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "survival_needs",
+        "reason": "The box was shifted downward to isolate the colored condition-icon row from the numeric resource readout."
+      },
+      {
+        "action": "adjust_attribute",
+        "slot": "vehicle_health",
+        "reason": "Whole-annotation confidence was rescored from 78 to 77 after accounting for the unresolved tiny labels and condition pictograms."
+      }
+    ],
+    "unresolved": [
+      "The tiny labels and pictograms are partly unreadable at this resolution, so the exact subcomponent meanings within the vehicle-health and survival-needs panels remain uncertain."
+    ]
+  }
+}

formal_human_review/625c5963b9d3c186f8bf951a/round3_adjudicated.json

@@ -0,0 +1,116 @@
+{
+  "schema_version": 2,
+  "image_id": "625c5963b9d3c186f8bf951a",
+  "annotation_round": "adjudicated",
+  "scene": "driving_racing",
+  "visible_hud": true,
+  "annotation_confidence": {
+    "score": 77,
+    "level": "medium",
+    "rationale": "Four localized HUD clusters are visible, but the tiny upper-left labels, lower-left instructions, and lower-right condition pictograms remain partly unreadable at this resolution.",
+    "needs_review": true
+  },
+  "elements": [
+    {
+      "slot": "vehicle_health",
+      "bbox": {
+        "x_min": 7,
+        "y_min": 20,
+        "x_max": 136,
+        "y_max": 87
+      },
+      "region": "top_left",
+      "form": "panel",
+      "evidence": "Compact gray vehicle-status panel with several small labeled component fields; no lap, position, or race-progress content is visible.",
+      "confidence": "medium"
+    },
+    {
+      "slot": "tutorial_control_hint",
+      "bbox": {
+        "x_min": 0,
+        "y_min": 716,
+        "x_max": 151,
+        "y_max": 855
+      },
+      "region": "bottom_left",
+      "form": "mixed",
+      "evidence": "A left-edge chevron accompanies several lines of small control-instruction text over the vehicle interior.",
+      "confidence": "medium"
+    },
+    {
+      "slot": "currency_resource",
+      "bbox": {
+        "x_min": 903,
+        "y_min": 830,
+        "x_max": 998,
+        "y_max": 898
+      },
+      "region": "bottom_right",
+      "form": "text",
+      "evidence": "Green multi-digit resource readout ending with a small currency-like symbol.",
+      "confidence": "medium"
+    },
+    {
+      "slot": "survival_needs",
+      "bbox": {
+        "x_min": 900,
+        "y_min": 916,
+        "x_max": 998,
+        "y_max": 998
+      },
+      "region": "bottom_right",
+      "form": "icon",
+      "evidence": "A compact row of blue, green, and red player-condition pictograms appears beneath the resource readout.",
+      "confidence": "medium"
+    }
+  ],
+  "exclusions": [
+    {
+      "bbox": {
+        "x_min": 630,
+        "y_min": 230,
+        "x_max": 882,
+        "y_max": 401
+      },
+      "reason": "diegetic_world",
+      "description": "Physical rear-view mirror mounted inside the vehicle."
+    },
+    {
+      "bbox": {
+        "x_min": 130,
+        "y_min": 645,
+        "x_max": 470,
+        "y_max": 932
+      },
+      "reason": "diegetic_world",
+      "description": "Physical dashboard instrument cluster with analog gauges and an embedded display."
+    },
+    {
+      "bbox": {
+        "x_min": 576,
+        "y_min": 750,
+        "x_max": 716,
+        "y_max": 905
+      },
+      "reason": "diegetic_world",
+      "description": "Illuminated infotainment display embedded in the center dashboard."
+    },
+    {
+      "bbox": {
+        "x_min": 9,
+        "y_min": 853,
+        "x_max": 72,
+        "y_max": 972
+      },
+      "reason": "diegetic_world",
+      "description": "Circular physical dashboard control or vent below the lower-left HUD text."
+    }
+  ],
+  "review": {
+    "draft_was_correct": true,
+    "changes": [],
+    "unresolved": [
+      "The tiny panel labels and condition pictograms are partly unreadable, so their exact subcomponent meanings cannot be resolved confidently from this frame."
+    ]
+  }
+}

formal_human_review/92fc5a9153a75bd54e6c0cd8/README.md

@@ -0,0 +1,30 @@
+# Human review: Titanfall
+
+Sample ID: `92fc5a9153a75bd54e6c0cd8`
+
+Final routing confidence: **69**
+
+## Raw frame
+
+![Raw gameplay frame](raw.jpg)
+
+## Round 2 refined overlay
+
+![Round 2 overlay](round2_overlay.jpg)
+
+## Round 3 Sol X-High adjudication
+
+![Round 3 overlay](round3_overlay.jpg)
+
+Round-3 added slots: `none`
+
+Round-3 removed slots: `none`
+
+Round-3 unresolved questions:
+
+- The upper-right blue rectangle is too indistinct to rule out a HUD panel absolutely; its alignment with the wall favors a diegetic interpretation.
+- The isolated lower badge is clearly screen-space UI, but its tiny icon and text do not support a narrower functional slot than other_hud.
+
+## Decision requested
+
+Reply with either **approve round 3** or list the exact slot additions, removals, or relabels required. Base the decision only on visible pixels.

formal_human_review/92fc5a9153a75bd54e6c0cd8/confidence.json

@@ -0,0 +1,61 @@
+{
+  "schema_version": 1,
+  "score_semantics": "conservative routing score, not calibrated correctness probability",
+  "pre_escalation": {
+    "self_reported_score": 87,
+    "self_reported_level": "medium",
+    "self_reported_needs_review": false,
+    "slot_jaccard": 0.923077,
+    "scene_agreement": true,
+    "visible_hud_agreement": true,
+    "matched_region_agreement": 0.833333,
+    "matched_form_agreement": 0.916667,
+    "matched_bbox_mean_iou": 0.337141,
+    "consistency_score": 79,
+    "pipeline_score": 79,
+    "routing_score_is_calibrated_probability": false,
+    "reasons": [
+      "slot_inventory_changed_jaccard=0.923",
+      "region_agreement=0.833",
+      "form_agreement=0.917",
+      "mean_bbox_iou=0.337"
+    ]
+  },
+  "escalation_threshold": 80,
+  "escalation_triggered": true,
+  "escalation_reasons": [
+    "slot_inventory_changed_jaccard=0.923",
+    "region_agreement=0.833",
+    "form_agreement=0.917",
+    "mean_bbox_iou=0.337"
+  ],
+  "escalation_model": "gpt-5.6-sol",
+  "escalation_effort": "xhigh",
+  "final_round": "adjudicated",
+  "final": {
+    "self_reported_score": 77,
+    "self_reported_level": "medium",
+    "self_reported_needs_review": true,
+    "slot_jaccard": 1.0,
+    "scene_agreement": true,
+    "visible_hud_agreement": true,
+    "matched_region_agreement": 0.846154,
+    "matched_form_agreement": 1.0,
+    "matched_bbox_mean_iou": 0.551426,
+    "consistency_score": 88,
+    "pipeline_score": 69,
+    "routing_score_is_calibrated_probability": false,
+    "reasons": [
+      "region_agreement=0.846",
+      "mean_bbox_iou=0.551",
+      "model_requested_review",
+      "unresolved_visual_question"
+    ]
+  },
+  "human_review_threshold": 70,
+  "human_review_required": true,
+  "human_review_reasons": [
+    "final_pipeline_confidence_below_threshold",
+    "final_annotation_has_unresolved_questions"
+  ]
+}

formal_human_review/92fc5a9153a75bd54e6c0cd8/round2_refined.json

@@ -0,0 +1,272 @@
+{
+  "schema_version": 2,
+  "image_id": "92fc5a9153a75bd54e6c0cd8",
+  "annotation_round": "refined",
+  "scene": "combat",
+  "visible_hud": true,
+  "annotation_confidence": {
+    "score": 87,
+    "level": "medium",
+    "rationale": "The major HUD widgets and functions are visually clear. Remaining minor uncertainty comes from the tiny bottom-right equipment icons and the low-resolution holographic panel at upper right.",
+    "needs_review": false
+  },
+  "elements": [
+    {
+      "slot": "minimap",
+      "bbox": {
+        "x_min": 0,
+        "y_min": 52,
+        "x_max": 204,
+        "y_max": 304
+      },
+      "region": "top_left",
+      "form": "panel",
+      "evidence": "Translucent square local map with geographic linework and colored position markers.",
+      "confidence": "high"
+    },
+    {
+      "slot": "ability_cooldown",
+      "bbox": {
+        "x_min": 344,
+        "y_min": 274,
+        "x_max": 604,
+        "y_max": 578
+      },
+      "region": "center",
+      "form": "mixed",
+      "evidence": "Large TITAN READY prompt and the smaller READY icon both show that the Titan deployment ability is available.",
+      "confidence": "high"
+    },
+    {
+      "slot": "tutorial_control_hint",
+      "bbox": {
+        "x_min": 406,
+        "y_min": 333,
+        "x_max": 544,
+        "y_max": 363
+      },
+      "region": "top_center",
+      "form": "text",
+      "evidence": "Small PRESS control instruction appears immediately beneath the TITAN READY heading.",
+      "confidence": "high"
+    },
+    {
+      "slot": "other_hud",
+      "bbox": {
+        "x_min": 731,
+        "y_min": 81,
+        "x_max": 875,
+        "y_max": 274
+      },
+      "region": "top_right",
+      "form": "panel",
+      "evidence": "Screen-aligned translucent blue holographic panel contains a cyan humanoid or schematic figure.",
+      "confidence": "medium"
+    },
+    {
+      "slot": "crosshair",
+      "bbox": {
+        "x_min": 458,
+        "y_min": 440,
+        "x_max": 547,
+        "y_max": 556
+      },
+      "region": "center",
+      "form": "reticle",
+      "evidence": "Small white segmented aiming marks surround the center of the view.",
+      "confidence": "high"
+    },
+    {
+      "slot": "notification",
+      "bbox": {
+        "x_min": 371,
+        "y_min": 667,
+        "x_max": 573,
+        "y_max": 767
+      },
+      "region": "bottom_center",
+      "form": "text",
+      "evidence": "Stacked transient messages report a jump kick, challenge completion, awarded points, and a canceled card.",
+      "confidence": "high"
+    },
+    {
+      "slot": "chat_kill_feed",
+      "bbox": {
+        "x_min": 717,
+        "y_min": 574,
+        "x_max": 965,
+        "y_max": 670
+      },
+      "region": "middle_right",
+      "form": "text",
+      "evidence": "Compact color-coded player-event lines form a feed along the right side.",
+      "confidence": "high"
+    },
+    {
+      "slot": "damage_direction",
+      "bbox": {
+        "x_min": 971,
+        "y_min": 541,
+        "x_max": 1000,
+        "y_max": 667
+      },
+      "region": "middle_right",
+      "form": "marker",
+      "evidence": "A red curved directional warning arc hugs the right edge of the screen.",
+      "confidence": "medium"
+    },
+    {
+      "slot": "timer",
+      "bbox": {
+        "x_min": 52,
+        "y_min": 730,
+        "x_max": 92,
+        "y_max": 752
+      },
+      "region": "bottom_left",
+      "form": "text",
+      "evidence": "Small match clock reads approximately 4:20 above the team scores.",
+      "confidence": "high"
+    },
+    {
+      "slot": "score_counter",
+      "bbox": {
+        "x_min": 31,
+        "y_min": 756,
+        "x_max": 229,
+        "y_max": 889
+      },
+      "region": "bottom_left",
+      "form": "mixed",
+      "evidence": "Lower-left match display combines a faction emblem with blue and orange team score rows.",
+      "confidence": "high"
+    },
+    {
+      "slot": "weapon_identity",
+      "bbox": {
+        "x_min": 698,
+        "y_min": 744,
+        "x_max": 771,
+        "y_max": 770
+      },
+      "region": "bottom_right",
+      "form": "text",
+      "evidence": "The equipped firearm name is printed directly above the ammunition display.",
+      "confidence": "medium"
+    },
+    {
+      "slot": "ammo_counter",
+      "bbox": {
+        "x_min": 756,
+        "y_min": 733,
+        "x_max": 827,
+        "y_max": 830
+      },
+      "region": "bottom_right",
+      "form": "text",
+      "evidence": "Current and reserve ammunition digits include a prominent white 40.",
+      "confidence": "high"
+    },
+    {
+      "slot": "quickslot_inventory",
+      "bbox": {
+        "x_min": 633,
+        "y_min": 796,
+        "x_max": 936,
+        "y_max": 933
+      },
+      "region": "bottom_right",
+      "form": "mixed",
+      "evidence": "A horizontal HUD row shows several equipment and weapon icons with small control or quantity indicators.",
+      "confidence": "medium"
+    }
+  ],
+  "exclusions": [
+    {
+      "bbox": {
+        "x_min": 467,
+        "y_min": 578,
+        "x_max": 898,
+        "y_max": 1000
+      },
+      "reason": "character_or_held_item",
+      "description": "The large foreground firearm and the player's hands are rendered gameplay objects rather than HUD graphics."
+    }
+  ],
+  "review": {
+    "draft_was_correct": false,
+    "changes": [
+      {
+        "action": "adjust_box",
+        "slot": "minimap",
+        "reason": "Tightened the box to the visible map panel and removed excess surrounding scenery."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "ability_cooldown",
+        "reason": "Expanded the box to include the smaller READY status icon belonging to the same Titan-availability display."
+      },
+      {
+        "action": "adjust_attribute",
+        "slot": "ability_cooldown",
+        "reason": "Changed the region to center and form to mixed after including both the text prompt and icon-based readiness indicator."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "tutorial_control_hint",
+        "reason": "Tightened the box around the small control instruction beneath the readiness heading."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "other_hud",
+        "reason": "Shifted and tightened the box to the actual upper-right holographic panel."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "notification",
+        "reason": "Moved and tightened the box around the four visible transient message lines."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "chat_kill_feed",
+        "reason": "Expanded the box leftward and tightened its vertical extent to cover the full event feed."
+      },
+      {
+        "action": "add",
+        "slot": "damage_direction",
+        "reason": "Added the previously omitted red curved directional warning at the right screen edge."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "timer",
+        "reason": "Restricted the box to the small clock text above the scoreboard."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "score_counter",
+        "reason": "Restricted the box to the lower-left faction emblem and colored team-score rows, excluding unrelated scenery and the held weapon."
+      },
+      {
+        "action": "adjust_attribute",
+        "slot": "score_counter",
+        "reason": "Changed the region from bottom_center to bottom_left after correcting the oversized draft box."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "weapon_identity",
+        "reason": "Shifted and tightened the box around the firearm-name text."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "ammo_counter",
+        "reason": "Shifted the box leftward to the visible ammunition digits and removed unrelated right-side pixels."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "quickslot_inventory",
+        "reason": "Moved the box upward and tightened it around the visible bottom-right equipment-icon row."
+      }
+    ],
+    "unresolved": []
+  }
+}

formal_human_review/92fc5a9153a75bd54e6c0cd8/round3_adjudicated.json

@@ -0,0 +1,285 @@
+{
+  "schema_version": 2,
+  "image_id": "92fc5a9153a75bd54e6c0cd8",
+  "annotation_round": "adjudicated",
+  "scene": "combat",
+  "visible_hud": true,
+  "annotation_confidence": {
+    "score": 77,
+    "level": "medium",
+    "rationale": "Most HUD functions are clear, but the tiny lower badge is unreadable and the upper-right blue rectangle remains somewhat ambiguous between a diegetic display and HUD. Several small bottom-right widgets also limit box precision.",
+    "needs_review": true
+  },
+  "elements": [
+    {
+      "slot": "minimap",
+      "bbox": {
+        "x_min": 0,
+        "y_min": 52,
+        "x_max": 204,
+        "y_max": 304
+      },
+      "region": "top_left",
+      "form": "panel",
+      "evidence": "Translucent square map with geographic linework, a facing indicator, and colored position markers.",
+      "confidence": "high"
+    },
+    {
+      "slot": "ability_cooldown",
+      "bbox": {
+        "x_min": 365,
+        "y_min": 274,
+        "x_max": 645,
+        "y_max": 615
+      },
+      "region": "center",
+      "form": "mixed",
+      "evidence": "Large TITAN READY status and a smaller READY icon indicate that the Titan deployment ability is available.",
+      "confidence": "high"
+    },
+    {
+      "slot": "tutorial_control_hint",
+      "bbox": {
+        "x_min": 429,
+        "y_min": 354,
+        "x_max": 563,
+        "y_max": 390
+      },
+      "region": "center",
+      "form": "text",
+      "evidence": "Small PRESS control instruction appears directly beneath the TITAN READY heading.",
+      "confidence": "high"
+    },
+    {
+      "slot": "crosshair",
+      "bbox": {
+        "x_min": 458,
+        "y_min": 440,
+        "x_max": 547,
+        "y_max": 556
+      },
+      "region": "center",
+      "form": "reticle",
+      "evidence": "White segmented aiming marks surround the screen center.",
+      "confidence": "high"
+    },
+    {
+      "slot": "notification",
+      "bbox": {
+        "x_min": 392,
+        "y_min": 683,
+        "x_max": 590,
+        "y_max": 817
+      },
+      "region": "bottom_center",
+      "form": "text",
+      "evidence": "Stacked transient messages report a jump kick, challenge completion, awarded points, and a canceled Burn Card.",
+      "confidence": "high"
+    },
+    {
+      "slot": "chat_kill_feed",
+      "bbox": {
+        "x_min": 766,
+        "y_min": 603,
+        "x_max": 947,
+        "y_max": 710
+      },
+      "region": "middle_right",
+      "form": "text",
+      "evidence": "Compact color-coded player-event lines form a feed along the right side.",
+      "confidence": "high"
+    },
+    {
+      "slot": "damage_direction",
+      "bbox": {
+        "x_min": 976,
+        "y_min": 553,
+        "x_max": 1000,
+        "y_max": 690
+      },
+      "region": "middle_right",
+      "form": "marker",
+      "evidence": "A red curved incoming-damage indicator hugs the right edge.",
+      "confidence": "medium"
+    },
+    {
+      "slot": "timer",
+      "bbox": {
+        "x_min": 52,
+        "y_min": 730,
+        "x_max": 92,
+        "y_max": 752
+      },
+      "region": "bottom_left",
+      "form": "text",
+      "evidence": "Small match clock reads approximately 4:20 above the team scores.",
+      "confidence": "high"
+    },
+    {
+      "slot": "score_counter",
+      "bbox": {
+        "x_min": 31,
+        "y_min": 754,
+        "x_max": 237,
+        "y_max": 956
+      },
+      "region": "bottom_left",
+      "form": "mixed",
+      "evidence": "Lower-left match display combines an IMC faction emblem with blue and orange team-score rows.",
+      "confidence": "high"
+    },
+    {
+      "slot": "other_hud",
+      "bbox": {
+        "x_min": 275,
+        "y_min": 861,
+        "x_max": 330,
+        "y_max": 921
+      },
+      "region": "bottom_left",
+      "form": "panel",
+      "evidence": "A small crisp screen-space badge contains a white icon and tiny unreadable numeric or control content.",
+      "confidence": "medium"
+    },
+    {
+      "slot": "weapon_identity",
+      "bbox": {
+        "x_min": 740,
+        "y_min": 765,
+        "x_max": 825,
+        "y_max": 806
+      },
+      "region": "bottom_right",
+      "form": "text",
+      "evidence": "A short firearm-name label is visible above the bottom-right weapon controls.",
+      "confidence": "medium"
+    },
+    {
+      "slot": "ammo_counter",
+      "bbox": {
+        "x_min": 752,
+        "y_min": 734,
+        "x_max": 877,
+        "y_max": 849
+      },
+      "region": "bottom_right",
+      "form": "text",
+      "evidence": "Current and reserve ammunition digits include a prominent white 40.",
+      "confidence": "high"
+    },
+    {
+      "slot": "quickslot_inventory",
+      "bbox": {
+        "x_min": 632,
+        "y_min": 837,
+        "x_max": 938,
+        "y_max": 929
+      },
+      "region": "bottom_right",
+      "form": "mixed",
+      "evidence": "A horizontal row of equipment and weapon icons includes small quantity or control indicators.",
+      "confidence": "medium"
+    }
+  ],
+  "exclusions": [
+    {
+      "bbox": {
+        "x_min": 726,
+        "y_min": 75,
+        "x_max": 879,
+        "y_max": 286
+      },
+      "reason": "diegetic_world",
+      "description": "The indistinct blue rectangle at upper right aligns with the wall and is treated as a recessed in-world display or opening rather than confirmed HUD."
+    },
+    {
+      "bbox": {
+        "x_min": 489,
+        "y_min": 607,
+        "x_max": 905,
+        "y_max": 1000
+      },
+      "reason": "character_or_held_item",
+      "description": "The large foreground firearm and the player's hands are rendered gameplay objects rather than HUD graphics."
+    }
+  ],
+  "review": {
+    "draft_was_correct": false,
+    "changes": [
+      {
+        "action": "adjust_box",
+        "slot": "ability_cooldown",
+        "reason": "Expanded and shifted the box to include the full TITAN READY heading and the complete smaller READY indicator."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "tutorial_control_hint",
+        "reason": "Moved the box down and right to tightly cover the small instruction beneath the readiness heading."
+      },
+      {
+        "action": "adjust_attribute",
+        "slot": "tutorial_control_hint",
+        "reason": "Changed the region to center because the corrected box center lies in the middle screen band."
+      },
+      {
+        "action": "remove",
+        "slot": "other_hud",
+        "reason": "Removed the upper-right blue rectangle because it aligns with the wall and lacks sufficiently clear evidence of being screen-space HUD."
+      },
+      {
+        "action": "add",
+        "slot": "other_hud",
+        "reason": "Added the previously missed compact screen-space badge near the lower-left center; its specific function is unreadable."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "other_hud",
+        "reason": "Changed the other_hud box from the rejected upper-right rectangle to the compact badge at x=275–330 and y=861–921."
+      },
+      {
+        "action": "adjust_attribute",
+        "slot": "other_hud",
+        "reason": "Changed the region from top_right to bottom_left to match the replacement compact badge; the panel form remains appropriate."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "notification",
+        "reason": "Expanded the box downward to include all stacked transient-message lines, including the canceled-card message."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "chat_kill_feed",
+        "reason": "Shifted and tightened the box around the actual color-coded event lines."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "damage_direction",
+        "reason": "Tightened the box to the visible red curve at the extreme right edge."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "score_counter",
+        "reason": "Expanded the box downward to include the full faction emblem and team-score widget."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "weapon_identity",
+        "reason": "Moved the box to the visible firearm-name text above the weapon controls."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "ammo_counter",
+        "reason": "Expanded and shifted the box rightward so it includes the prominent 40 and the smaller ammunition digits."
+      },
+      {
+        "action": "adjust_box",
+        "slot": "quickslot_inventory",
+        "reason": "Tightened the box vertically around the icon row, excluding most of the ammunition text above it."
+      }
+    ],
+    "unresolved": [
+      "The upper-right blue rectangle is too indistinct to rule out a HUD panel absolutely; its alignment with the wall favors a diegetic interpretation.",
+      "The isolated lower badge is clearly screen-space UI, but its tiny icon and text do not support a narrower functional slot than other_hud."
+    ]
+  }
+}

formal_human_review/README.md

@@ -0,0 +1,10 @@
+# Formal Ground Truth human review queue
+
+Every sample below remained below the confidence threshold after an independent Sol X-High adjudication. Open its page, compare the raw frame with rounds 2 and 3, then approve round 3 or specify corrected controlled slots.
+
+![Human review contact sheet](human_review_contact_sheet.jpg)
+
+- [FiveM](13e06cb2496cdd353d2eb20d/README.md) — confidence 69
+- [Assassin's Creed: Revelations](31bea7df6706952cf58b1ff7/README.md) — confidence 69
+- [ARMA 3](625c5963b9d3c186f8bf951a/README.md) — confidence 69
+- [Titanfall](92fc5a9153a75bd54e6c0cd8/README.md) — confidence 69