近期，DeepSeek 联合北京大学与清华大学悄悄上线了一篇论文，正式发布名为 DualPath 的新技术方案，重点解决了 AI 大模型在执行复杂多轮任务时遭遇的历史数据读取瓶颈。
Once the basic stuff was working, I wanted to load TAP files directly, simulating cassette loading. This was the first time the agent missed a few things, specifically about the timing the Spectrum loading routines expected, and here we are in the territory where LLMs start to perform less efficiently: they can’t easily run the SDL emulator and see the border changing as data is received and so forth. I asked Claude Code to do a refactoring so that zx_tick() could be called directly and was not part of zx_frame(), and to make zx_frame() a trivial wrapper. This way it was much simpler to sync EAR with what it expected, without callbacks or the wrong abstractions that it had implemented. After such change, a few minutes later the emulator could load a TAP file emulating the cassette without problems.。关于这个话题，服务器推荐提供了深入分析
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当然，千里科技最近也释放了诸多将加速商业化的消息。
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Фото: Артур Новосильцев / АГН «Москва»