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Transport-neutral, vendor-agnostic virtual accelerator devices. First class cross-platform NPU backend support for Apple, Intel, AMD, Qualcomm devices, as well as Vulkan for cross-platform GPU support.
Developed a foveated VLM search system using Qwen3-VL-2B, LoRA, vLLM, and FP8 quantization. Benchmarked 4 search strategies on 500 COCO queries; fine-tuning achieved 85.6% accuracy with 1.1% false positives. Reduced vision tokens 17.2x and latency 45% on 1920×1440 images using adaptive thumbnail-and-crop search.