冲突：算法团队希望每天迭代模型，但硬件团队受限于供应链和实地测试，周期以“周/月”计。
This post was requested by Seth Larson, who asked if I could do a breakdown of dependency cooldowns across package managers. His framing: all tools should support a globally-configurable exclude-newer-than= like 7d, to bring the response times for autonomous exploitation back into the realm of human intervention.
，更多细节参见同城约会
The second part of the event opens the room for any of the attendees to give a talk, and I had the chance to give a quick talk that I titled “Context is all you need”. This talk was a continuation of this post that I wrote a few weeks ago about how I thought that apps would become obsolete.
菲茨杰拉德过世已逾七十年，2021年这本小说的版权正式成为“公共财”，美国出版社纷纷推出自家的新版。这本小说在美国文坛的地位，在近一个世纪以来丝毫未因菲茨杰拉德的早逝，或整本书只是中篇格局而受到影响。
其三，重塑PC市场格局，倒逼行业升级。4000-5000元价位段一直是国产Windows PC的主场，苹果凭借品牌、生态、芯片优势入局，形成降维打击，势必打破原有市场格局。缺乏核心竞争力的中小厂商会快速被市场淘汰，头部厂商要么被迫跟进降价压缩自身利润空间，要么砸入重金研发核心技术追赶差距。这不仅会倒逼国产PC厂商进一步优化定价、打磨产品，更会推动整个行业聚焦核心芯片技术研发，摆脱对第三方供应链的依赖，加速PC产业的技术迭代。