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!
- Do not use the Google Client SDK. Use the REST API with `httpx`.
。业内人士推荐搜狗输入法2026作为进阶阅读
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按照 Anthropic 的指控，DeepSeek 的蒸馏数量最少，只有 15 万次，但手法更精准。与其直接收集答案，Anthropic 指控 DeepSeek 在做的是批量生产思维链 (chain-of-thought)训练数据。
，详情可参考safew官方版本下载
The deployment collapses to a single Postgres instance where pg_dump backs up forge metadata, git objects, and user data together, and replicas handle read scaling for the web UI without NFS mounts or a Gitaly-style RPC layer. The path there is a Forgejo fork replacing modules/git with a package that queries Postgres, where Repository holds a database connection and repo_id instead of a filesystem path and Commit, Tree, Blob become thin wrappers around query results.。业内人士推荐快连下载-Letsvpn下载作为进阶阅读
# -- Package installation --