根据IDC的预计，活跃智能体的数量将从2025年的约2860万，攀升至2030年的22.16亿。这意味着五年后，能够帮助企业或个体执行任务的数字劳动力数量将是现在的近80倍，年复合增长率139%；任务执行的数量将从2025年的440亿次暴涨至2030年的415万亿次，年复合增长率高达524%；Token的消耗将从2025年的5000亿激增至2030年的1.5万亿亿，年复合增长34倍。IDC的预测未必准确，但趋势非常明显，每一家企业都要为此做好准备。
單靠空襲促成政權更迭並無先例。2003年，伊拉克總統薩達姆‧侯賽因（Saddam Hussein）是被龐大的美國主導地面入侵部隊推翻。2011年，利比亞領導人卡扎菲（Muammar Gaddafi）則是在北約及部分阿拉伯國家提供空中支援下，由反政府武裝推翻。兩個案例的結果都是國家體系崩潰、內戰爆發及數以千計的人喪生。利比亞至今仍是失敗國家（failed state），伊拉克也仍在承受入侵及隨後流血衝突的後果。，这一点在新收录的资料中也有详细论述
The "It's not X -- it's Y" pattern, often with an em dash. The single most commonly identified AI writing tell. Man I f*cking hate it. AI uses this to create false profundity by framing everything as a surprising reframe. One in a piece can be effective; ten in a blog post is a genuine insult to the reader. Before LLMs, people simply did not write like this at scale. Includes the causal variant "not because X, but because Y" where every explanation is framed as a surprise reveal.。关于这个话题，新收录的资料提供了深入分析
Git packfiles use delta compression, storing only the diff when a 10MB file changes by one line, while the objects table stores each version in full. A file modified 100 times takes about 1GB in Postgres versus maybe 50MB in a packfile. Postgres does TOAST and compress large values, but that’s compressing individual objects in isolation, not delta-compressing across versions the way packfiles do, so the storage overhead is real. A delta-compression layer that periodically repacks objects within Postgres, or offloads large blobs to S3 the way LFS does, is a natural next step. For most repositories it still won’t matter since the median repo is small and disk is cheap, and GitHub’s Spokes system made a similar trade-off years ago, storing three full uncompressed copies of every repository across data centres because redundancy and operational simplicity beat storage efficiency even at hundreds of exabytes.，这一点在新收录的资料中也有详细论述
Фондовые рынки Европы рухнули до двухнедельного минимума из-за конфликта на Ближнем Востоке. Об этом сообщило Reuters.