蒸馏是模仿，学强模型的输出，把它的「答案形状」复制过来；RL 是探索，模型必须大量自己推理、自己生成、在错误里反复迭代，从试错中提炼能力。
Екатерина Смирная (корреспондент отдела оперативной информации)，推荐阅读服务器推荐获取更多信息
，更多细节参见搜狗输入法2026
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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，搜狗输入法2026提供了深入分析
不过，Google 也只是在技术层面跑通了 AI 自动化的路线，而范式成立，不代表问题消失。豆包手机当时遇到的种种矛盾，也会成为后来者不得不面对的挑战。