第二代 VLA 于去年 11 月发布,主打「可进行脑内推理」的模型能力,能够针对不同场景生成应对策略。此前报道显示,该系统已带来包括小路 NGP 在内的多项能力升级,复杂小路平均接管里程提升约 13 倍。
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For implementers, this promise-heavy design constrains optimization opportunities. The spec mandates specific promise resolution ordering, making it difficult to batch operations or skip unnecessary async boundaries without risking subtle compliance failures. There are many hidden internal optimizations that implementers do make but these can be complicated and difficult to get right.
Set realistic timelines for seeing results. Unlike paid advertising where you can generate traffic immediately, organic visibility through either SEO or AIO builds gradually. You might see some quick wins from optimizing high-performing content, but establishing strong overall AI visibility typically takes months of consistent effort. Understand this going in to maintain motivation during the initial period where you're investing effort without dramatic visible results.