Roboflow has published a guide for building a machine-vision workflow that uses a custom-trained RF-DETR model to assess surface defect severity on leather, automatically classifying each detection as…
Roboflow explains that a unified namespace (UNS) is a single hierarchical data model, typically carried over MQTT, where every system in a plant publishes its current state once and consumers subscrib…
Roboflow's AI1 Camera turns production line cameras into real-time inspection systems by combining an RF-DETR detection model, Roboflow Workflows, and edge inference. A bottle inspection pipeline buil…
Roboflow published a guide showing how to run RF-DETR inside NVIDIA DeepStream on a Jetson Orin NX, using JetPack 6.2, DeepStream 7.1, and TensorRT 10.3. The post details exporting RF-DETR Nano to ONN…
Roboflow released a computer vision workflow that automates hog ring inspection in automotive seat assembly, using RF-DETR to detect and count rings, a custom Python block to compare counts, and Gemin…
Google released Gemini 3.6 Flash on July 21, 2026, alongside Gemini 3.5 Flash-Lite, calling it a "workhorse model" that is faster, cheaper, and uses about 17% fewer output tokens than Gemini 3.5 Flash…
Roboflow released a tutorial on automating flange quality inspection using computer vision, training an RF-DETR model on a labeled flange defect dataset to detect cracks, scratches, dents, and pinhole…
A new study evaluating Vision-Language Models (VLMs) for safety reasoning finds that these models frequently misinterpret anomalous scenes as hazardous, revealing an over-reliance on contextual irregu…
Roboflow released a guide for building an automated beverage shelf-monitoring system using RF-DETR object detection and Gemini 2.5 Pro, which detects and counts Coca-Cola, Fanta, and Sprite bottles, c…
Roboflow released a multi-model auto-labeling workflow for segmentation that combines SAM 3, Google Gemini, and OpenAI's GPT to produce pixel-perfect masks via a 2-of-3 consensus rule, eliminating unc…
RoboFlow's serverless inference API handles thousands of customer-trained models on a shared GPU fleet by solving three core challenges: ingress inversion (multi-megabyte images ingested and reduced t…
Google Research released TimesFM 2.5, a decoder-only foundation model for time series forecasting, with 10,000 GitHub stars and support for installation, fine-tuning, and real-world applications. The …
OpenAI's GPT-5.6 Sol is the best vision model the company has released, scoring 46.2 mAP@50 in object detection compared to GPT-5.5's 13.8, according to Roboflow's upcoming VLM benchmark. Sol also ach…
RF-DETR is the strongest starting point for most computer vision projects in 2026, topping both COCO and the real-world RF100-VL benchmark for object detection and segmentation, with SAM 3, DINOv3, GL…
Meta's SAM 3 model natively performs promptable concept segmentation, accepting a plain-language prompt such as "helmet" or "safety vest" and returning pixel-level masks for every matching object in a…
Roboflow released a tutorial demonstrating how to build a real-time process monitoring pipeline using RF-DETR for object detection, ByteTrack for tracking, and custom counting logic within Roboflow Wo…
Roboflow published a tutorial on automating surface defect detection using a custom RF-DETR object detection model and Roboflow Workflows, enabling quality teams to instantly classify product health a…
AI Gateway has become the de facto routing layer for agentic workloads, with Meta's Muse Spark 1.1 and OpenAI's GPT-5.6 family now available through it. Muse Spark 1.1 offers 1M-token context and nati…
Roboflow launched a product recognition AI system that combines object detection with text recognition to automate checkout validation and order packing, helping businesses eliminate human billing err…
Roboflow integrated Workflows into Auto Label, enabling users to run custom multi-model pipelines serverlessly on unannotated images. The update allows combining models like Google Gemini, OpenAI GPT,…