Building Potoo™ (poh-TOO): Private on-device AI home surveillance • Pursuing responsible AGI for an Age of Abundance & human flourishing.

Sacramento, California
Joined June 2026
Treant Technologies retweeted
Semantic segmentation is moving to the edge ⚡ Ultralytics YOLO26 semantic models now support Hailo export, with deployment validated on Hailo-8L for efficient pixel-level scene understanding. Built for robotics, smart cameras, and embedded vision. 🚀 #YOLO26 #EdgeAI #Hailo
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Treant Technologies retweeted
Replying to @JensenHuang @nvidia
Exactly. Open models turn AI from something people consume into infrastructure they can build on. We’ve seen this firsthand with YOLO: billions of daily inferences, and applications across nearly every industry. Open models don’t just accelerate innovation, they distribute it.
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Treant Technologies retweeted
For my first post, I’m sharing a letter @NVIDIA signed on why open models matter. AI will transform every industry, power every company, and be built by every country. Open models strengthen safety and cybersecurity, accelerate innovation and diffusion, and enable sovereignty. The world needs both frontier closed models and frontier open models. images.nvidia.com/pdf/Open-W…
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Treant Technologies retweeted
Detect power line tower components with @ultralytics YOLO26! Identify insulator strings, crossarms, and crossarm turrets in real time to support power grid inspections, predictive maintenance, and safer monitoring of energy infrastructure. #AI #Energy #MachineLearning
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