展望长期，两个关键变量值得关注。一是国产存储厂商（长鑫存储、长江存储）的产能提升能否平抑价格。目前看，在LPDDR5X等高端领域，国产渗透率尚低，短期内难以撼动定价权。二是端侧AI能否真正普及，证明“大内存”的体验价值。如果用户花了钱却没感受到AI的便利，后续换机动能将进一步枯竭。
Multi-platform optimization，更多细节参见旺商聊官方下载
https://blogs.windows.com/windowsexperience/2026/02/26/announcing-new-cloud-pc-devices-designed-for-windows-365/。safew官方下载对此有专业解读
I then added a few more personal preferences and suggested tools from my previous failures working with agents in Python: use uv and .venv instead of the base Python installation, use polars instead of pandas for data manipulation, only store secrets/API keys/passwords in .env while ensuring .env is in .gitignore, etc. Most of these constraints don’t tell the agent what to do, but how to do it. In general, adding a rule to my AGENTS.md whenever I encounter a fundamental behavior I don’t like has been very effective. For example, agents love using unnecessary emoji which I hate, so I added a rule: