6. Deduplication at insert time #
Смартфоны Samsung оказались забиты «мусором»14:48，更多细节参见新收录的资料
Model architectures for VLMs differ primarily in how visual and textual information is fused. Mid-fusion models use a pretrained vision encoder to convert images into visual tokens that are projected into a pretrained LLM’s embedding space, enabling cross-modal reasoning while leveraging components already trained on trillions of tokens. Early-fusion models process image patches and text tokens in a single model transformer, yielding richer joint representations but at significantly higher compute, memory, and data cost. We adopted a mid-fusion architecture as it offers a practical trade-off for building a performant model with modest resources.，这一点在新收录的资料中也有详细论述
claude() { safe claude --dangerously-skip-permissions "$@"; }。关于这个话题，新收录的资料提供了深入分析
for name in names {