ArticleEngineering
GPT-6 Astra takes the lead on grounded video QA
A small change to how pipeline stages refer to objects put GPT-6 Astra clearly ahead of Gemini 3.7 Flash, at 28 times the cost.
Blog
How we turn camera feeds into operational intelligence.
Article
ArticleEngineering
Detailed comparison of Gemini and Qwen on complex visual grounding tasks
Gemini is marginally better at video reasoning, but both are on par in grounding. We show that pipeline design still matters the most.
ArticleEngineering
Qwen3.8-27B is now live at Agnify.ai
The benchmark tables, what the visual gains actually average out to, and the latency we paid for them on our own hardware.
ArticleEngineering
D-FINE-seg adds semantic segmentation: a DETR model benchmarked against YOLO26 and RF-DETR
D-FINE-seg now supports three tasks on the same DETR-family architecture — and on Cityscapes it benchmarks better than YOLO26 and RF-DETR.
Video3:47Engineering
Adding a new video detector, using fire as the example
Argo stands up a fire detector on Agnify end to end and runs it live - a quick look at how little it takes to add a new video detector.