Training-free framework that converts SAM3 into a real-time multi-class open-vocabulary detector. Achieves 55.8 AP on COCO val2017 (80 classes) at 15.8 FPS (4 classes, 1008px) on a single RTX 4080.
Alpha Insights is a professional business analysis AI assistant for Claude Code compatible runtimes and Codex Desktop. It produces in-depth, decision-ready research reports — the kind a senior analyst ...
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