A research-group newsletter from Charalambos Poullis, a Concordia computer science professor, sharing summaries of his lab's accepted papers on 3D reconstruction, photometric invariance and surgical scene graphs. Readers get plain-language explanations of method, results and the core ideas behind each paper.

Technical tutorials and deep dives from MemryX on running its MX3 AI accelerator with embedded platforms, including Raspberry Pi 5 setup and Yocto builds for Renesas RZ/G3E. Readers get step-by-step hardware and software guidance for adding edge computer vision to embedded projects.

Dimitry Kudryavtsev, VP of Engineering at Rwazi, shares short opinion pieces on AI progress, covering how reliable image segmentation and vision models have become and what that enables. He also argues that OpenAI faces mounting pressure from market share erosion, its advertising pivot, legal risk and competition from vertically integrated rivals.

Roboflow's blog publishes practical computer vision tutorials covering model fine-tuning, inference, and dataset discovery using its platform and tools. Readers get step-by-step guides for building and deploying vision models, often tied to new product features.