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Flat graphic design, vintage retro

智能体以LLM为代表的前沿模型作为大脑,通过软件工程令其可以在高阶目标驱动下完成复杂任务。可以说未来大部分的复杂AI应用都会以Agent为载体。事实上,我们在科幻作品中所看到的AI形象,比如《钢铁侠》中的贾维斯或《2001:太空漫游》中的HAL 9000,正是创作者对以Agent为载体的未来AI的直观想象。只是和物理世界交换的AI本身就极为重要和复杂,现在习惯上把这部分单独放在具身智能/机器人领域讨论。

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技术

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.