Coldwater Labs Tunnel Hazard Detection

Input Frame

Source image

id=11
Analyzed source image
Evidence basis

Model assessment is based on visible image evidence from this frame only.

Source

gallery

Analysis Report

/results/11

3 risk indicators detected

SUV with cargo above the rear profile, rear protrusion, and roof cargo.

STOP
SUV View good Inference success 3 flagged conditions
Risk score 100
Status success
View quality good
Key observations
Cargo above rear profile Rear protrusion Roof cargo

The model identified the highlighted conditions as the primary contributors to this assessment.

Vehicle type
SUV
Scene visibility
good
Flagged conditions
3
Inference status
success

Hazard Matrix

Structured observations

confidence 0.00–1.00
cargo above rear profile present
0.99
rear protrusion present
0.95
roof cargo present
0.99
open tailgate not detected
0.00
loose cover not detected
0.89

Debug

Raw model payload

application/json
{
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  "created_at": 1776813665.0,
  "error": null,
  "incomplete_details": null,
  "instructions": "You are analyzing a still image from a fixed tunnel car wash camera mounted above and behind a vehicle. Only use visible evidence. Do not guess when visibility is poor. Return JSON only. Do not classify as CLEAR, REVIEW, or STOP.",
  "metadata": {},
  "model": "gpt-5.4-mini-2026-03-17",
  "object": "response",
  "output": [
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      "id": "msg_057e383dc0bb0f120069e806638e288199af57dacbca13e806",
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        {
          "annotations": [],
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          "type": "output_text",
          "logprobs": []
        }
      ],
      "role": "assistant",
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  "parallel_tool_calls": true,
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  "text": {
    "format": {
      "name": "carwash_hazard_observation",
      "schema_": {
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            },
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              "loose_cover"
            ],
            "additionalProperties": false
          },
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        },
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      },
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      "strict": true
    },
    "verbosity": "medium"
  },
  "top_logprobs": 0,
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