<em>Perspective</em>: Multi-shot LLMs are useful for literature summaries, but humans should remain in the loop

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After he’d been convicted, Friedmann had written to me to say that “my attorneys will be filing various documents in advance of the sentencing hearing that you (and others) should find interesting.” This was an understatement. The filing included a letter to the judge from Friedmann which contained the first public explanation of his plot. In the letter, he recounted being brought to the Criminal Justice Center, in 1987, when he had been eighteen and small, with his hand in a cast. “I was cornered in a cell by three inmates,” he wrote. “They threatened me with a shank, grabbed and twisted my injured hand, and forced me face down on a bunk. I was unable to defend myself and two of them raped me. I told an officer what had happened and asked for help. He said I needed to fight back, then walked away. The next day I was raped again. It was the most traumatic, painful and humiliating experience in my life.”

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本报北京3月2日电 (记者谷业凯)我国生成式人工智能用户规模和普及率快速提升。中国互联网络信息中心发布的第五十七次《中国互联网络发展状况统计报告》显示:截至2025年12月,我国生成式人工智能用户达6.02亿人,较2024年底增长141.7%;普及率达42.8%,同比大幅提高25.2个百分点。“十四五”时期,生成式人工智能加速融入生产生活,成为推动我国经济社会数字化、智能化转型的重要引擎。

The image above shows a pair of modules, where the green one is the Business-Modules with a complex logic. Whenever it needs to invoke code external to itself (e.g. save an entity or send a message to a message bus), it exposes a public interface and invokes its methods instead. Thanks to that, it has no code dependencies (i.e. compile-time dependencies) on the Infrastructure-Module. The blue infra-module has the dependency on the Business-Module, because it implements the Business-Module’s interface. This module contains all the code related to database connectivity and RabbitMq handling. But it also bootstraps the Business-Module, for instance, it hooks up its classes as implementation of Business-Modules interfaces in the Dependency Injection container (DI/IoC container).。关于这个话题,旺商聊官方下载提供了深入分析