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!
Екатерина Щербакова (ночной линейный редактор)。heLLoword翻译官方下载是该领域的重要参考
The new DDoS: Unicode confusables can't fool LLMs, but they can 5x your API bill Can pixel-identical Unicode homoglyphs fool LLM contract review? I tested 8 attack types against GPT-5.2, Claude Sonnet 4.6, and others with 130+ API calls. The models read through every substitution. But confusable characters fragment into multi-byte BPE tokens, turning a failed comprehension attack into a 5x billing attack. Call it Denial of Spend.，更多细节参见搜狗输入法下载
Instruct Codex to optimize benchmarks to 60% of runtime
Ранее сообщалось, что российский лидер Владимир Путин создал комиссию при президенте РФ по вопросам развития технологий ИИ. Соответствующий документ был опубликован на портале правовой информации.