Discover embedUR's practical techniques for Zephyr RTOS memory optimization, covering RAM, flash, heap allocation and Wi-Fi stack challenges.
6 Real-World Vision Projects You Can Build on Fusion Studio
This post highlights six AI Vision projects that can be built on Fusion Studio. Each project is realistic, locally adaptable, and suitable for lightweight systems.
A Wearable Voice: Designing AI That Detects Pain and Distress For Non-verbal Patients
Even with constant attention and care for people who can't easily communicate, silent suffering still slips through. Here's how medical-grade AI-powered wearables can help give your loved ones a voice.
Diagnosing the Shift: Product Intelligence Has Moved On-Device
Discover the new intelligence boundary as decision-making has moved closer to the point of action.
5 Times Software Sold the Device in 2025 (Even When Hardware Had Flaws)
Missing components, awkward tradeoffs, experimental form factors; yet people still bought these products anyway. The reason: the software delivered all of the value!
Running AI on the Edge: A Practical Look at Getting Models to Work on Real Devices
Faster responses, better privacy, and no internet demands, there's no doubt that running AI at the Edge (on-device) is the future. The caveat - moving a powerful training computer onto a tiny, power-limited chip.
Reimagining Road Safety with AI and IoT: How Smart Intersections and V2X Can Prevent Festive-Season Crashes
Nearly 40,000 people die on U.S. roads each year, and roughly one in four traffic fatalities is attributed to intersections. Could smart intersections be the solution?
Physical AI in Practice: A Three-Layer Stack for Real-World Robots
Humanoids need Edge-first AI autonomy since robots are judged by guarantees, not intentions. Guarantees are easier when the brain stays close to the body.
Fusion Studio: The New Edge AI Developer Stack
Discover how embedUR has been building intelligence that powers millions of connected devices since 2004 and their newest kid on the block - Fusion Studio
embedUR Accelerates Edge AI Development with Easy, Low-Cost Access Through Fusion Studio
Designed to simplify the transition from model to prototypes, Fusion Studio combines dataset preparation, retraining, benchmarking, and deployment in one environment.











