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常见问题解答

技术成熟度如何评估？

根据技术成熟度曲线分析，NVIDIA is reportedly working on its own open-source AI agent platform, according to Wired. The chipmaker has been pitching the product to enterprise software companies. Reporting indicates it's going to be called NemoClaw, suggesting that the entire industry is going to embrace this whole "claw" naming convention moving forward.

中小企业如何把握机遇？

对于中小企业而言，建议从以下几个方面入手：Several open-source multimodal language models have adapted their methodologies accordingly, e.g., Gemma3 (opens in new tab) uses pan-and-scan and NVILA (opens in new tab) uses Dynamic S2. However, their trade-offs are difficult to understand across different datasets and hyperparameters. To this end, we conducted an ablation study of several techniques. We trained a smaller 5 billion parameter Phi-4 based proxy model on a dataset of 10 million image-text pairs, primarily composed of computer-use and GUI grounding data. We compared with Dynamic S2, which resizes images to a rectangular resolution that minimizes distortion while admitting a tiling by 384×384 squares; Multi-crop, which splits the image into potentially overlapping 384×384 squares and concatenates their encoded features on the token dimension; Multi-crop with S2, which broadens the receptive field by cropping into 1536×1536 squares before applying S2; and Dynamic resolution using the Naflex variant of SigLIP-2, a natively dynamic-resolution encoder with adjustable patch counts.