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。
miditui#Create a music player in the terminal using Rust was another Rust stress test I gave to LLMs: command line terminals can’t play audio, right? Turns out, it can with the rodio crate. Given the success so far with Opus 4.5 I decided to make the tasks more difficult: terminals can play sound, but can it compose sound? So I asked Opus 4.5 to create a MIDI composer and playback DAW within a terminal, which worked. Adding features forced me to learn more about how MIDIs and SoundFonts actually work, so it was also educational!，更多细节参见爱思助手下载最新版本
，更多细节参见爱思助手下载最新版本
PingPong成为美国最大宠物零售平台Chewy的官方合作伙伴。91视频是该领域的重要参考
"To do this in a highly competitive market, we must be efficient and agile in how we run our business.