Press
For interviews, podcasts, and reporting on Paragon Reflex or its parent company Univault Technologies, contact us directly.
Paragon Reflex builds the fleet learning layer for autonomous machines: one process beside any detector on NVIDIA Jetson, so what one unit catches the rest inherit without a retrain, with a record an outside assessor can read.
Paragon Reflex builds a reflex layer for autonomous machines: a second detection channel that runs beside the perception stack with its own model, its own training pipeline and its own runtime, reaches its own answer on the same camera and lidar input, and raises the frames where the two disagree. When one unit meets something new, the rest of the fleet inherits it as one small signed message; nothing is retrained, nothing is uploaded, and no server sits in the middle. Every unit writes a record of what it met, learned and passed on, in a form an outside assessor can read.
Built and measured on road autonomy, the layer now runs on NVIDIA Jetson Orin, the compute that small uncrewed aircraft, ground robots and site cameras already carry. The Reflex Dev Kit, two Jetson boards with the layer installed, is the company’s first product; builders start with a kit and license the layer per unit on the compute they already ship. A port to the lockstep safety microcontroller a production vehicle already carries is in build.
Univault Technologies LLC is a two-founder research and development company in Salt Lake City, Utah, and a member of the NVIDIA Inception program. It supports other teams building on its technology rather than building their products for them: on the machine side, the Reflex Dev Kit and per-unit licences of the layer; on the person side, the bees, small AIs that run on a person’s own computer beside the assistant they already use, ask what they meant and never write, and are in paid use today. The two close one loop: machines catch, people decide, assistants write, bees check, and the record remembers who said what.
Measured results are released with their full conditions attached, under a mutual non-disclosure agreement (NDA). The technology is patent-pending. Paragon Reflex is a product line of Univault Technologies LLC. The company line: machines that learn with you; AI that keeps you the author.
Univault Technologies is led by two founders. Philip Luu-Phuong Tran is founder and CEO and the inventor behind the company’s patent-pending portfolio; he runs the engineering, the measurements and the customer conversations. His co-founder leads operations and the research program. For interviews, either founder can be reached through the press contact.
The diamond mark is the Univault Technologies brand mark. Use the Paragon REFLEX ™ word-mark when writing about this product line specifically.
