MacBook Air M5 vs. MacBook Air M4: Performance and battery lifeNaturally, the biggest difference between the MacBook Air M5 and the MacBook Air M4 is their chipsets. While the price did go up, we also got double the storage in the MacBook Air M5, jumping from 256GB to 512GB at the base configuration for both sizes. Upgraded configurations start at 1TB.
针对这些记忆缺陷，智能体工程通常采取以下手段进行增强：构建外部记忆库将用户偏好、业务知识、历史交互等存储在数据库中，智能体在需要时通过检索机制按需提取相关信息，应对长期记忆缺陷；对过长的上下文进行摘要和压缩，保留核心信息，释放Token空间，来应对信息过载导致的短期记忆遗忘。
。搜狗输入法2026对此有专业解读
“MacBook Pro with M5 Pro and M5 Max redefines what’s possible on a pro laptop, now up to 4x faster than the previous generation,” said John Ternus, Apple’s senior vice president of Hardware Engineering. “With Neural Accelerators in the GPU, the new MacBook Pro enables professionals to run advanced LLMs on device and unlock capabilities that no other laptop can do — all while maintaining exceptional battery life. Combined with even faster unified memory and storage, it empowers users to take their work even further, unleashing new possibilities and pushing the boundaries of what they can do.”
Nature, Published online: 25 February 2026; doi:10.1038/d41586-026-00570-4