TrafficAI
Demonstration Every number on this site is computed from real pipeline output at build time.

Dispatch reports

Generated from events-soak3-night.jsonl, ranked worst first. Every narrative is assembled from retrieved events, scored before it is written, and checked against its sources. One of the 6 was refused.

RT 50 AT PATRICK HENRY DR.

ELEVATED Validated
Risk index
2.9
Trend
rising
Confidence
high
Alerts
near-miss 333, tailgating 431, pedestrian or cyclist in the roadway 12, wrong-way 46
Road context
AADT 44,000, 27 crashes in two years

Narrative as generated

Automated traffic report for RT 50 AT PATRICK HENRY DR. (Arlington County), past 24 hours. Risk index 2.9 (ELEVATED), trend rising. Normalized over 848 vehicles observed in 424.0 minutes. Road conditions clear. Road context: AADT 44000, 27 crashes recorded in the prior two years, speed limit 45 mph, 6 lanes. Largest contributor: near-miss, 333 alerts, 61.1% of the index. Recommended action: Operator review of flagged evidence within the shift. 431 tailgating alerts. 333 near-miss alerts. 46 wrong-way alerts. 12 pedestrian or cyclist in the roadway alerts. Most recent: tailgating at 2026-08-27T11:30:50.546563+00:00. Traffic mix: 250 vehicles in the last 5 minutes, 4.8% commercial. Scene: The image shows a traffic camera frame from Arlington County, Virginia. The scene includes a white car and a gray SUV in the foreground, with other vehicles visible in the background. The road appears to be moderately congested, with some vehicles waiting at a traffic light. There are no visible hazards or unusual weather conditions. The traffic camera frame does not show any near-miss incidents. Scene: The image shows a traffic camera frame from Arlington County, Virginia. The scene includes a crosswalk with a pedestrian crossing, multiple vehicles, and a blue sign with новые данные. The camera captures a moment of potential near-miss, as there is a vehicle in the crosswalk that appears to be in motion. The traffic appears to be moderate, with no significant congestion or hazards visible. The weather or road conditions are not immediately apparent from the image. Alerts are automated candidates and need operator review.

LEE HWY AT N. GLEBE RD.

LOW Validated
Risk index
1.6
Trend
rising
Confidence
high
Alerts
near-miss 91, tailgating 104, pedestrian or cyclist in the roadway 2, wrong-way 21
Road context
AADT 17,000, 9 crashes in two years

Narrative as generated

Automated traffic report for LEE HWY AT N. GLEBE RD. (Arlington County), past 24 hours. Risk index 1.6 (LOW), trend rising. Normalized over 425 vehicles observed in 425.1 minutes. Road conditions clear. Road context: AADT 17000, 9 crashes recorded in the prior two years, speed limit 30 mph, 4 lanes. Largest contributor: near-miss, 91 alerts, 60.3% of the index. Recommended action: No action. Routine logging. 104 tailgating alerts. 91 near-miss alerts. 21 wrong-way alerts. 2 pedestrian or cyclist in the roadway alerts. Most recent: wrong-way at 2026-08-27T11:33:15.523123+00:00. Traffic mix: 201 vehicles in the last 5 minutes, 4.5% commercial. Scene: The image shows a busy intersection with multiple vehicles in motion. There is visible congestion, with some vehicles appearing to be in the process of stopping or slowing down. The weather appears to be clear, and there are no immediate hazards visible. The traffic camera is capturing a possible tailgating behavior, where one vehicle is following another closely. Scene: The image shows a traffic camera frame from Arlington County, Virginia. The scene includes a green pickup truck in the center, with other vehicles visible in the background. There are no visible hazards or weather conditions. The traffic camera is capturing a possible tailgating behavior. Alerts are automated candidates and need operator review.

Chain Bridge Rd and Judicial Dr

LOW Validated
Risk index
1.2
Trend
rising
Confidence
high
Alerts
near-miss 32, tailgating 13, pedestrian or cyclist in the roadway 1, wrong-way 6
Road context
AADT 22,000, 19 crashes in two years

Narrative as generated

Automated traffic report for Chain Bridge Rd and Judicial Dr (City of Fairfax), past 24 hours. Risk index 1.2 (LOW), trend rising. Normalized over 169 vehicles observed in 423.2 minutes. Road conditions clear. Road context: AADT 22000, 19 crashes recorded in the prior two years, speed limit 30 mph, 4 lanes. Largest contributor: near-miss, 32 alerts, 72.9% of the index. Recommended action: No action. Routine logging. 32 near-miss alerts. 13 tailgating alerts. 6 wrong-way alerts. 1 pedestrian or cyclist in the roadway alert. Most recent: near-miss at 2026-08-27T11:30:17.058631+00:00. Traffic mix: 141 vehicles in the last 5 minutes, 2.1% commercial. Scene: The image shows a city street with multiple lanes of traffic. There are several vehicles, including cars and a truck, moving in both directions. The road appears to be moderately congested, with some vehicles waiting at a traffic light. There are no visible hazards or unusual weather conditions. The road conditions seem to be clear, with no signs of wet or icy conditions. The traffic camera is capturing a near-miss, as indicated by the detection note. Scene: The image shows a city street with a bus and several cars in the lanes. There is no visible traffic congestion or hazards. The weather appears clear, and the road conditions seem to be good. There is no indication of a near-miss. Alerts are automated candidates and need operator review.

LEE HWY AT SCOTT ST. (WB)

LOW Validated
Risk index
1.1
Trend
rising
Confidence
high
Alerts
near-miss 67, tailgating 39, pedestrian or cyclist in the roadway 7
Road context
AADT 11,000, 53 crashes in two years

Narrative as generated

Automated traffic report for LEE HWY AT SCOTT ST. (WB) (City of Fairfax), past 24 hours. Risk index 1.1 (LOW), trend rising. Normalized over 339 vehicles observed in 423.4 minutes. Road conditions clear. Road context: AADT 11000, 53 crashes recorded in the prior two years, speed limit 25 mph, 2 lanes. Largest contributor: near-miss, 67 alerts, 76.9% of the index. Recommended action: No action. Routine logging. 67 near-miss alerts. 39 tailgating alerts. 7 pedestrian or cyclist in the roadway alerts. Most recent: near-miss at 2026-08-27T11:30:57.279028+00:00. Traffic mix: 84 vehicles in the last 5 minutes, 4.8% commercial. Scene: The image shows a traffic camera frame from the City of Fairfax, Virginia. The scene includes a red SUV and a gray car at an intersection. The camera captures a near-miss situation, as indicated by the detection note. The vehicles are stopped at a pedestrian crossing, and the camera is focused on the intersection. The weather appears to be clear, and there are no visible hazards or road conditions that are unusual for the scene. Scene: The image shows a traffic camera frame from the City of Fairfax, Virginia. The scene includes a school bus on the right side of the road, a car in the center, and other vehicles in the background. There is no visible tailgating in this frame. The road appears to be clear of significant congestion or hazards. The weather or road conditions are not visible in the image. Alerts are automated candidates and need operator review.

University Drive and Sager Avenue

LOW Validated
Risk index
0.1
Trend
rising
Confidence
high
Alerts
near-miss 4, tailgating 1, pedestrian or cyclist in the roadway 3
Road context
AADT 9,400, 37 crashes in two years

Narrative as generated

Automated traffic report for University Drive and Sager Avenue (City of Fairfax), past 24 hours. Risk index 0.1 (LOW), trend rising. Normalized over 424 vehicles observed in 424.3 minutes. Road conditions clear. Road context: AADT 9400, 37 crashes recorded in the prior two years, speed limit 25 mph, 4 lanes. Largest contributor: near-miss, 4 alerts, 61.9% of the index. Recommended action: No action. Routine logging. 4 near-miss alerts. 3 pedestrian or cyclist in the roadway alerts. 1 tailgating alert. Most recent: pedestrian or cyclist in the roadway at 2026-08-27T11:27:05.794014+00:00. Traffic mix: 32 vehicles in the last 5 minutes, 3.1% commercial. Scene: The image shows a traffic camera frame from the City of Fairfax, Virginia. The scene includes a two-lane road with a white arrow indicating a one-way direction. There are several vehicles on the road, including a red car and a black car. The road appears to be relatively clear of pedestrians and cyclists. The weather seems clear, and there are no visible hazards or road conditions that are unusual. The traffic camera frame does not show any unusual behavior or congestion. Scene: The image shows a traffic camera frame from the City of Fairfax, Virginia. The scene includes a street with vehicles, including a blue car and a truck, and a pedestrian on the sidewalk. The road appears to be moderately congested with vehicles, and there are no visible hazards or unusual weather conditions. The detection note is that there is a possible pedestrian or cyclist in the roadway. Alerts are automated candidates and need operator review.

University Driver and Fire Station 3

LOW Refused by the gate
Risk index
0.0
Trend
insufficient
Confidence
high
Alerts
tailgating 1, pedestrian or cyclist in the roadway 2
Road context
AADT 9,400, 3 crashes in two years
Why this report was refused The hallucination gate found: claim 'fire' has no support in source events. The camera is named after a fire station, and the system does not allow a name to become an incident claim. A refused report is quarantined and never dispatched.

Narrative as generated

Automated traffic report for University Driver and Fire Station 3 (Fairfax), past 24 hours. Risk index 0.0 (LOW), trend insufficient. Normalized over 328 vehicles observed in 409.4 minutes. Road conditions clear. Road context: AADT 9400, 3 crashes recorded in the prior two years, speed limit 25 mph, 2 lanes. Largest contributor: pedestrian or cyclist in the roadway, 2 alerts, 79.0% of the index. Recommended action: No action. Routine logging. 2 pedestrian or cyclist in the roadway alerts. 1 tailgating alert. Most recent: tailgating at 2026-08-27T10:41:16.707272+00:00. Traffic mix: 42 vehicles in the last 5 minutes, 11.9% commercial. Scene: The image showsheard a school bus driving down a street with a pedestrian or cyclist in the roadway. The bus is traveling in the right lane, and the pedestrian or cyclist is on the sidewalk. The road appears to be clear of other vehicles, and there are no visible hazards or weather conditions. The camera is mounted on a pole, and the license plate of the bus is visible. Scene: The image shows a traffic camera frame from the City of Fairfax, Virginia. The scene includes a yellow line in the center of the road, indicating a bike lane. There are two lanes in each direction, with a white arrow pointing to the right, indicating the direction of traffic. A black car is visible in the center of the frame, and a white car is on the left side. The road appears to be relatively clear, with no visible congestion or hazards. The weather seems Alerts are automated candidates and need operator review.